diff --git a/01/Copy_of_CS480_Assignment_1.ipynb b/01/Copy_of_CS480_Assignment_1.ipynb new file mode 100644 index 0000000..b8b56fb --- /dev/null +++ b/01/Copy_of_CS480_Assignment_1.ipynb @@ -0,0 +1,729 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "asaW4NA0jK20" + }, + "source": [ + 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eBiz38wyZDvDi7LnbD6cYlRYsqjajJTAtpF0uC4I+vrhIUmuTp1NVSlEa+VC588QHWfH484eevaYNfnqDs0f2aHOI9aDAeO0PSqNcFX4FOGDB8ikgYRRCL2gvi920/XPQ0RuHHKOT0DqjnlZAkuQGKW08dkEEJ1p4hGL1FjWgUNaomRZKlUAyNu6i8iz56nJdcRmWwlCmTia4wVH/AwWJCEZO4Lg26FmsoCI+CTM3vPyiKtTzVXtKB5OgmIoA0b01Gcnt2o6hnJbnnaY9vUAqJmFKA8SEicuSC6C3JMRoxASpcPRAU4CzZlIgMCE7NU3iwXJG6b5d2ReQQ8qx5nmamsusT3gYUp6aT9Q4nJY77wBGapnKUCr4okCQMbiIulOk+kg9dlw+AjQwFZY8lQRQggWhhTIirBee8KdyMq0URNbgaS4epoc5QBzIy0fAYTZJdYyfsB4SI4wdOqYuyaLuA78eA0CoeGQ2kp1o1MJgNK4/8eeVJiuTs7quf+30Mr6kp3VB/FYkl1+7V1P15/k0wSSkdH6ZmNJrM0aLoJUNC+ZddT7fkF3LQJGCcgPeOt3BiDzxjHYgylApQiPk6KvervZ8PJXsIkWoBrDVakj8nPlTB0cCUyEHnjshBkfj0jiyQE5O2RxVpSK7dCRZWR9WEndeMBboSJQ2mPNhoGs8SHDSI09BlbfRsNhCgor9SlAIGkqRZ+33DoIv+wvKhZgtGsOPsm2+jlATgWsNhRGwWmAa2yjFkxap5HCq9CakALxutPFrQoB1/plbFs/gOoIIRhrHoaBleWtwdZwPWyOC61dz8DK1i94emDLgC00y203zg6KtpRJRqItAq2gTlXWSjoGykSK8RXRdhFVoL8F6jd2JGp0Ju4sAJ1vHshB19F81S1dzqTECqIHk5uIqSn5bKWKJ3cE/qtVNHNDpFz/OkK6OkEFqO68LubcesCfmA5w4rzNERTHKfCxlESh30931zoSNeHzsj+gNYj2KAj4LOKOTsIUCI7cZNBSCfyehy1PymIqrEDZGUPkN78Q4AFeookiC0PnpSU78kw4stlWRZW24AiKJmWbtgpHN1GZD92A03R7ASJowKbUFD6KjZjKcygM6KR/8YDSqfip1EDPRZ7tAMmBeijQKRm4OB8Gg45REBY0g14QseLVAILFR9Coq8rYRDRiYiBeHkpPS5IxQluo+Sh9yvXAP3oxFpLxoVzPHGnyAWAoGkkIGmSYKmtJXyhFgd9Z/LGVrwLhdIuev1FxIBTMaxD+6M6HGn5F+0FQJaI1AfafYs0bW1t+cuWZiqKMApAsOmERZM/VI2ROV81QzebmmX92jYHkgdTI8XzCNxpkmB80pu1ZCis6g3J6XWsJWy+tDBwqkSfpzM6lYpR7RGAGdk7dHFVg4mIJXGrWmn5CZWjVLogh/ellIGbbAY2GCxNtgCiaPXrJ6J2GOFiG8oKS5tDJY6HXZSEnCV0MpGLqJr4DTDT0h61Pm22D6vIRjUStWksWFboECNxkHjmEbB+GmHKQ9B0VoYqoVN0BaBJADusqlPkjahkG9kEKKCBMFbND7Uw1egC6HpVsEEYXOBaopckp/U4VWXfo+AB4XWuPhhSMe8uGHBLEQb/1y7tgc+I05XM+9NCyBngV7Ci8URtChAQB7QQdqo0I2Eabqz8YobywpJocAN+Y3Ub67jxydPEQCi/Kge1KynEEte+o56832dMNFEIYL1B5MgRSczrD0YhIq2PRyxycTUNFPlUqtRrHxCDk3KVDmmjqh+7Td+BgtWKJzeUY81o8VyMO7Xo/w9ziLxIm0IaoaI5ntTXXQdXmf3tGvYfmn3C5/ew+Iz7++jmGGjIFkuqhbNSJ66trkurIDSrXJUfHATr56BoIaqpfRAtP06/5BzeIKqAtqTuiq6bZjrq4tGbhFGQ6NLneToEUvLayyuIc6nlD2GAnCbQk8CjTWFFLTZHR2e+8hX0cUo8jCM9QeRztICREYaTPQ1NfUR6TeQCnCv5VH4UGFbSEBtKT6RgQ7uiV/82zm4eZwhL0ipNk2UjvZyCJSoGpcBGK6aDSxAfj34x0Eu4Jwn4gV1TWxmRHePI+BjeX1InlO1F76VpsyzNfwb2qQBoOdzLsywovXJh6qNWaTflsR4eiMAulZr9dp31+ZgNCCYSk+roTG6th8mulF7o+QK7g+aYGhcywMikKXRpXQuLiyFlKZppyPF3aQZsQewX3lb8mPSC40Ig1hYUe4Rj+kBUBQ6nK9hS9BeMy+Tv/5DlP87Te7+tihXQ7xB1UWxmLbVEJe0wQXZLOMgCS4ClbRqhgza+amNooX9hAM0bjxWABJ4Bei/UdOehozG4byxDpIiJtbhuvafr584PLTCBJia9hMyrkxDi/jhpaGzOWQSQUcrBC1atIg7xSNRs2RNzdlQcIjoBl5I+i7YCTb7qKuLTICTpg5MABnAukQkq8RLgpRTw2T6ZGFFgdAOrHnNq3RoDtyChmglBM7VWGfnugx0DFSW4F3bniyYUsGrweFmcw0H5mU0JCIE3YMCGJQIr9b0e0h0XWz60PwYv5q0dO36csNIz03AsSoTqwpBxltZCs0M5eLdNCbiaUjjgiVBqZUR0Hc0Y6k5mk5paLaHqYifUxQoRXRxRLE9Vv1U93twaJMW3T8Olfl+O5LcqHYkyy/5oIDe/iQYAFZ4B8rz8x8ZaTppIntDE0T8FLLtsxtJ/TxvmwauRxOmBV9py5TF7lhd0imRZ77BAm1yaudYOU2IDEFR4DHCoxHpV9xHleLv0r7qIBMlQU9WORFkZX8WMslUor4BemIkjoUVNPcvp2jTd8Q3P0Crwn0l+Ellc/cIbTBCGwUV9DgYId14LNom96iG25OOAoCiYNXoMh80hdeuI6wiRK7Dpf1G/ryNdl9OWHuT5M3iC/izNBw+2nt+jVp1woJvazmfTZ+tkXqIqCdX4KalM1KIL50LaVdnXAj41s3nO8dnw26hC/CCkfhxTeI5Iq8MmkVPQBw6QiTZnppZYBW0pam5NME5q2AFCWgfMjW4tKMBhzYOI8HBJAJ9epNWtavkEB1oIiA8xEBln3/1fixR7sw+UnRlXIoGj/A0WEF/ulgJMRyRwLCuEYumrUhpdHuBudB7lOU2HO/2OnqjCZSAyutQEOhY8Lt8gzs6YvnUEhSRZIGxiwDVkuB6jpqyb1oS7f7WhQ4Ruzfsc4vokK5HNc8WhGYcEHQ55PhgekBMmz06dDSoVegmICNbx6IhAN8h3+d8kfFzq8h5KzcDtZ4h8F4RBwAuin4gPA7GnHaGlpEkmuXAnzKa+Ca7474u1zEPar5qLOs2GUmII5k8AAelgxrVjn3FKaUA9TY4ovqF74aljygfkofpgKy09fKiYDgdaSPUkosqFa/DN10nSgG7CAXmt3cpxDioCvSMpO4jAXFG7trKMQrPAZTNuqQwDgKshzwQpJiArsNBOrCUKSPNxLkU1LZRuZSzUVJ+8ib9M8xrMK0GOxk7l5pP9nYj0QgdMugRM5d1MK5RMsmifK28OOXmU9VUk46H3oHU4Lgo3S2ITxpxIbL0QdfBtKwMm4BP2xgs7brYm93YG1MfCjBqBoK2lxfh1iQqACcEaJG19BJ1Z3NBjVpEB8Ch13FrQF+YJGVgGkOh7DXan8Y9OnERMlbHJNAf7TM31dmaFnWmq2lgWqUFkaLrA73gBj21S9HZH+0g4iCOyynhMOghndTBcyC1dc5Fh+OQyFHHE6pm2nCDgd1TWDZLfDM+DbaztTd5dpJEVBJgjSCRhFcfFVpqAYOIrByW3L3w62LZMSr9db+CbZDNQFohh5p7942OfOOwKjBqB4EJOuoMxMZF1cRtdQ3dAEXCizdCjJ4gFTzim5b4W7EQmGOZBcReDtzNngnXT2N0QkqhahqFErwaXjUV0W0BW+dJro5MRJ1BUWUvZTFy6xbwQAdU2dp97p9DcYhUpO/UTsXNKi4a50j5Y6W15RyW7CAiFum35dHpWRZ6NdrT0Wt0tX+nELXjDQ/LT7HwBeIjQVOMUTynMwQyYJrBX1ZENWkbg1ZAWQIKWafOLsBRtywc6aeyAbf9jhXRr5oyalNLvlsKx2C+66A0fM2iOlfqkp7YMNsAQqALpHKE7iOs0exGFQqe4bMT9DUaMQJKY7iMzJSIR1zjrDCWwAZgoAMY8KHmBvHClYt6aAJ/FnmPzshC7+AUMYzam+iOiE1YFcc8pLz6G+4/Jq6laQhAYYd+oPUi6fGxwzDubdiCZHQJkaBvERHkVNQS6cJ3jhMZ/dmMA8VNgiTzXLxgEQHjWsj4pGaR+Aq8RjHUNA5yvkNBOLxKMor2e0j7FSoJzTWfaOgb2JK0a7MGJB8sgyd0qAKPr7mN366mhLLioVVQQvLQrzEzPbXf1LcCSiiWCwvQhrzD7BgRnU4F0zrNRgE02+9PGC66SWOXraEtt/6ZM9Zh4lnK/tDBAHwAvxDDEtYzSl8LgZF7pkMSmBoN4nW2RRNRIPveiVqoBdiEJa/OR0DNsjZbG4s1UElD0wAEW40K3cA3XUeHQnrveGT9zM2jobAWLFzQmiu+I5IBH4YWvtpzRldoiL0gxwi6wQFwW3Xh4Ajq0HbDpoqG79g4fITXZmEbHUQHD5YOp0UNnkGHiyLAGGqCCqPWjxZwtGH/OpbnCYEVRFV99Jw0q/8cU9aBS+pQs7e3bmT+85lj6RQ1XOkG/BMwpohS7YMg5Bcij06emkCajqBunSCoOuBDJ38kiA4iaFL6Dj8W1EZxucH4KSUdXmksXGc6n3qXuGm9T7TrE3tAkE4weERyScSfoKbhaXxb9Nh0OgwlY/cQMkuE1bd47QiPq3TyPiizob9DAMtBR5KnmaN2B0mrdlKlIW/JFCb+IIywdSIOTfz+FqGDvpVQJEgYs8xrMKoZe/gcs0cbLR27MslhDLPDHRBsgD7g8LSnUSp2vki1d2rqm6f6F3nKHwXwcjOvu5/UqJJfamSLxzyrfYoFDyMZTCFb0AFsgFcDL1ngonMB2j3zAeZ2mgfwL4vRDHJFbuKQgC48nfYUqKalDRR4AeOtv7gAy1Cx71gMCscbTIzTc/5dGch826kT04Iv1y5k0k5hvHhRAAzo1TSA29bRBB30kFbB++eJAdtRbxQo8CDfL4/SSdNB0dIhKIfzLhKOwDIP3h61qqVDHOU5DC4Wtf8BtLtMtBOv1581HB2g29ql1Vng7uHZi681GlVbkpvk42/vRNikohHvmw4PXS64FrUhDHdh+OjMWV5jzxmwJDrV2jX3pHWBfkABzvUKn44Gag8Tzeznw1OHNEKiDhk+HIIsRJcJ35/YBY0p4PT6djC1s6kN4NMLkiFglQwxRMkBcQ5aRUkdzbU0qoQcIVKNWXFMMIemrdI0ptm6/p4haTqDHjhNO5FAxWDZgKQTcGmnyPj11q8pJB2PfBtMmjjprDxcj1pGicHc6m80kTZQjYqJgAx3yq0diPEUep2XaRMDZxHkTWB8ygNzGezpoZDQ6yjwtwFPBb397tF1hAcgSe7Kz3dcPxSeCjGRj+f2gMmI+gHvTtRBfB2Dh0GvTs12RB6dR7XQnnctnaV1ZIQVTh3/PcC/zn++dDbgagQdyDjJC4jnkBO6Oi0wtT1ZkFkeNU792MrJoUAFNyDueWcQlvaN6bT6TgxxEW3NXumYt0dbyrulXBA1YvCM35o60emS9sSRT7ED9KCQprw0Q5DxBIKwKAOQuIOSTFofKmlTIqNG7LeOPAgasBhOk0/79BtikiIznZqjU27gx6n4I4Bb1NC1FZ/hAsLq9ccWKOmIYkF9lZ0drYzlx0V1noYx1p/yDFkamKNI+GovmybWJYgLfJMQrKsvHYk/UCqLQjYcJ2GBgChIthcm8u83xQiMqRJ0ZoEGRF2WfAMCiiJIhS5UCyS1bEAomP7y4GiegRmc79RsmUbc21YFavRJILBvKIWa6UMdAl1Uc3zgwv0hBJYGIXu6zB3SNheQ1V+RafQE4VOp/wdi1canzzj4UAAAAYNpQ0NQSUNDIHByb2ZpbGUAAHicfZE9SMNAHMVfU6VSKg4WEXHIUJ0siIo4ahWKUCHUCq06mFz6BU0akhQXR8G14ODHYtXBxVlXB1dBEPwAcXNzUnSREv+XFFrEeHDcj3f3HnfvAKFRYZrVNQ5oum2mkwkxm1sVQ68QEMIAIgjLzDLmJCkF3/F1jwBf7+I8y//cn6NXzVsMCIjEs8wwbeIN4ulN2+C8TxxlJVklPiceM+mCxI9cVzx+41x0WeCZUTOTnieOEovFDlY6mJVMjXiKOKZqOuULWY9VzluctUqNte7JXxjJ6yvLXKc5jCQWsQQJIhTUUEYFNuK06qRYSNN+wsc/5PolcinkKoORYwFVaJBdP/gf/O7WKkxOeEmRBND94jgfI0BoF2jWHef72HGaJ0DwGbjS2/5qA5j5JL3e1mJHQN82cHHd1pQ94HIHGHwyZFN2pSBNoVAA3s/om3JA/y0QXvN6a+3j9AHIUFepG+DgEBgtUva6z7t7Onv790yrvx/xInJz/ZaLfwAAAAZiS0dEAP8A/wD/oL2nkwAAAAlwSFlzAAATrwAAE68BY+aOwwAAAAd0SU1FB+UCBxYME13qmlgAACAASURBVHja7J13eBRV+/e/W7PpBQLplFCSQCAgHUMRCFWkCYIYioCCBRF5kEceiCAiRYooiBKKIEhTeqSFAAm9EwhFSiCV9Lqbbef9wzf5EXZ2dzbZTb0/1zUX4cyZM2fOnNn5zjnnvm8BY4yBIAiCIAiCqDUIqQkIgiAIgiBIABIEQRAEQRAkAAmCIAiCIAgSgARBEARBEAQJQIIgCIIgCIIEIEEQBEEQBEECkCAIgiAIgiABSBAEQRAEQZAAJAiCIAiCIEgAEgRBEARBECQACYIgCIIgCBKABEEQBEEQBAlAgiAIgiAIggQgQRAEQRBErUVMTUBUNtnZ2Th+/DgiIyORmpqKlJQUJCcnQyAQwM3NDfXr14enpydCQkLwxhtvwM7OrsLqlpCQgD179uD+/ftIS0tDcnIykpKSIBQK4enpCXd3d7i5uWHAgAHo0aMHrKysKrTdIiMjeeXt0KEDvLy8LFIPrVaLq1evYvfu3Xj+/DkSExPx7NkzWFlZoUGDBvDw8IC/vz9Gjx4NHx8fi7ZJUVERzp07h8OHD+Off/5BcnIykpOTIZVK4eHhATc3N7Rt2xaDBg1CQEAAhEL6BiYIopbCCKKSOHnyJOvTpw8TiUQMAK9NIpGwt956i924ccNi9VIoFGzlypWsS5cuvOsFgDk4OLCxY8ey2NjYCmm/devW8a7boUOHzH7+wsJCtnDhQtaoUSNedRAIBOz1119nf/zxB9NqtWatS0pKCvv888+Zra0t7zZp2LAhW7t2LSsqKqKHkSCIWgcJQKLCuXbtGuvdu7dJ4opLTIwZM4alpaWZtW7Hjx9nfn5+5aqbUChk77//PktKSrJoOw4bNoxXfaytrVlhYaFZz33s2DHWpEmTMrdRv3792JMnT8pdD7VazRYtWsSsra3LXBdvb2925MgRejAJgiABSBCWYtu2bUwmk5VLYL28NW7cmN2+fbvc9VKpVOyDDz4wW70AMGdnZ3b06FGLtKNCoeA92vXWW2+Z9dwLFiwwS/vY2tqyU6dOlbkemZmZrH///mapi1AoZAsXLmQajYYeUoIgSAAShDmZPXu2WQVW8ebo6MiioqLKJf7GjBljkbqJRCL2ww8/mL0tT548ybsO69atM9t5Fy9ebNb2sbOzY9HR0SbXIy8vj7Vu3drs9+uTTz6hB5UgCBKABGEu1q5daxGBVby5urqyZ8+emVwvrVZrMfH38vbjjz+atT1nzJjB+9yJiYlmOefGjRst0jYODg7s3r17Jgn2AQMGWOxerVmzhh5YgiBqPALGGCNTGMKSREVFoU+fPlCr1RY9T/v27REdHQ2pVMr7mC1btmD8+PGWN7cXi3H8+HH06NHDLOUFBAQgLi7OaL527drh8uXL5T7fs2fP0LJlS+Tl5VmkfTp27Ijo6GiIxcYdEyxduhSzZ8+22L0SiUS4cuUKgoKC6OElCKLGQj4QCIuiVqvx4YcfWlz8AcDly5exevVq3vkTEhIwffr0CmuHUaNGITs7u9xlxcfH8xJ/ADBgwACz1H/KlCkWE38AcPHiRaxYscJovhcvXmDRokUWvVcajQYzZ86kh5cgCBKABFFWtm7divv371fY+ZYtW4aCggJeeWfNmoWcnJwKq5u5xMvBgwd55x06dKhZhPXRo0ct3j6LFy82eu8WLlyI3Nxci9clMjISERER9AATBEECkCBMRaPRYMGCBRV6zrS0NKxZs8ZovqSkJOzZs6fC2+THH3/E8+fPy1XG8ePHeeXz8PBAq1atyl1nPu1pDrKzsxEeHq53v0qlwvbt2yvsXv3+++/0EBMEQQKQIEzlxo0bePr0Ke/8Li4umDlzJo4dO4Zbt27h0qVLWL16NVq0aGHSebdt22Y0T3h4uEnT0l5eXggLC8OJEydw+/ZtnD9/HuvWrUNISIhJdVMoFNi0aVOZ21Qul/MWgIMGDSp3pIucnBzs3LnTpHZatmwZzp49i8OHD2PmzJmQSCS8j//ll1/07jt//jwyMzN5l9W8eXOsWbMGMTEx+PvvvzFv3jyTosgcPHgQSqWSHmSCIGomZAdDWIqwsDDelpetW7dmycnJnOUUFRWxqVOnmmTJacgiWKvVMh8fH95ljRo1iuXn5+stb//+/SY5Iu7YsWOZ2/To0aMVGv3j8OHDJjl3zs7O1inj1q1bzNvbm3c5+vrBrFmzeJcxevRoTufXjx8/ZgH+AbzLOXv2LD3IBEHUSGgEkLAYfOPUAsAff/wBNzc3zn1SqRRr1qzBm2++ybu8Q4cO6d337NkzPHv2jFc5/fr1w++//w5bW1u9eQYPHozNmzfzrtulS5fw4sWLMrWpoet6GWtra7zxxhvlvoeXLl3iPfK3Y8cOODo66uwLDAzEpk2bIBAIeJV1584dzvSkpCRexzdq1AgbNmyAtbU1576NmzbyHhl98uQJPcgEQdRISAASFuPRo0e88gUHB8PPz89gHpFIhLVr1/KeTtQnIgDg3LlzvMoQi8VYt24dRCKR0bwjRoxA69at+Y66Iz4+vkxtytcwISQkhFMAmQrfen744YdwcnLSu79Xr17o3r07r7L++ecfzvSUlBRex0+ePBk2NjZ693fs2BE9e/bkVVZ512sSBEFUVcTUBOWHMQaVSgW1Wo2CggLcuXMHt27dwv379xEXF4fnz58jJycHOTk5EEAAewd7ODs7w8vLC/7+/vDz80Pr1q3h5+cHOzs7iMViiMXicq/fqkw0Gg3vF/bIkSN55fPy8sKwYcN4rUlLT08vtwAcOHAgGjZsyO9LSijEZ599hgkTJvDKz3c061VhpE8cvUq/fv3Mch/5jlR26tTJaJ7WrVsjKiqqzOfk25/atWtnNE9AQABOnjxpNF9GRgb9wBEEQQKQKI1KpYJKpUJGRgaioqJw6NAhnD93Hrl5uVCpVNBqtVCr1WD/RlxBsc/tzIxMZGVl4enTpzh37lyJ4HNwcECXLl0waNAg9OjRA3Xq1IFEIuHlHLeqkZubC41GwytvcHAw73J79OjBSwCmpqbq3cd3ZJLviFUxo0aNwvvvvw+tVms0b3Jyssltaor7l8GDB5vlPmZlZfHKp2/6/mVcnF14laXPFYxCoeB1vIeHh9E8devW5f2MEwRBkAAkSl4KRUVFuHv3LjZt2oRDhw4hOzsbSqUSKpUKxoKrMDBAgxKBVFRUVCKa/vzzTxw+fBhOTk4YPHgwJkyYAH9/f1hZWVUrIWiK9WS9evV45zU2VVyMoRFAvqM6zZo1M+mara2t4e3tzWvatCyOsU+cOMErX7t27XiJoPKIMUs/XwRBEAQJwCqDVquFQqFAbGwsfvjhBxw9ehR5eXlQKpVGRR8fiqeSVSoVCgoKEB4ejl27dqF///749NNP4e/vD2tr62o9NcyFi4sL77wODg6875U+0tLSeJVRv359k6+ladOmZV7fZ0yI8ZmyBMwX/cNUIW/O54wgCIIgAVglUCqVSE1Nxbp167Bx40ZkZWVZ9OXIGENRURGUSiV27tyJY8eOYfLkyfjggw9Qv359k3yrVWVkMhmsrKx45+drSWoIvlOJrq6uJpdtrpG3Vzl9+nTJSLExhgwZYrbzVsbHBt+lAwRBEEQ5ft+pCYwLsYKCAkRHR2PIkCFYvXo1UlNTK2xkhDEGpVKJFy9e4Pvvv8eQIUMQExODwsJCujllhG9MW1OEaTF8LIbLAl/3Lx4eHrytkflQGdOx5hD5BEEQhGFoBNCI+MrNzcXGjRuxZMkSpKenV9roBGMMcrkcN27cwOjRozFnzhyMGzcODg4OteqFWa9ePXz55Ze88unD3t4e+fn5Rssoi8jv1q0br9FZU6KbMMZ4u38xR/SPUl+IlTACWNOWOBAEQZAArEZotVpkZGRg0aJF2LJlC3Kyc/413qhkNBoNUlNTMX/+fMTHx+O///0vnJ2da81L09PTE4sXLy5XGfb29ryscHNyckwue/z48Rg/frxZr/nBgwe8Q+qZ4iybD5Ya0SQBSBAEUbnQL60e8ffixQvMmjULGzZsQHZ2dpUQf8UwxpCTk4NffvkFs2bNQlpamlmMUGoLfK2O+bqLsTR83b+YK/rHy8hksor/KhXTdylBEAQJwEoQf1lZWfjqq6+wZ8+eSnGDwVcEFhQUYNeuXZg3b96/IpVEIC+aNGnCK58poewsybFjx3jl69Onj8EIGNVFAEqlUuqkBEEQJAArVlTl5+fju+++w+7du6us+Hu5voWFhdi+fTuWLFnCa10bAfj4+PDKt23btkqPBJGXl8cregZgvugfL8PXRQ+ftbEarcas5yQIgiBIAJoFuVyOPXv2IDw8nLelaFUQgQUFBfj111/x559/Qi6X0400QteuXXnly8rKwpgxYyq1TSMjI3lb4por+sfL8PWFePfuXaN5+PpH9Pb2pk5KEARBArBiUKlUiI2NRVhYGLKzs6tV3RljyMrKwvz583Hnzp0yRZmoTXTp0oW3H8Vjx44hODgYV69erZS6Hj58mFe+1157DZ6enmY/v6+vLz+hetLwdLlSqcTZs2d5lWWKhTRBEARBArBcAio7OxtffvklkpOTq+VaOsYYEhMTMWfOHOTk5NB6QAPY2dmhZ8+evPNfvXoVHTp0wPDhwxEdHV1hbavVanm7fxk4cKBF6tCjRw9e+cI3hhsUeN988w0eP35stBxHR0eTQ/ARBEEQJADLhEKhwM6dO3HlypVqPXqm0Whw8eJF7Nmzh3fUiNrKxIkTTRZjf/75J4KDg9GqVSusWrUKmZmZFq1jXFwcEhISeOU1Z/SPl2nfvj0aNGjAq32GDRuGP/74Q+fZmj17NhYtWsTrfKNGjaoU1zMEQRAkAGsZGo0GiYmJWLlyZbU3oig2Ylm+fDmSk5MppqoBhg4dWuawbbGxsZgxYwY8PT0RGhpqsVHBAwcO8Mrn7u5u1ugfLyMWi/HFF1/wypueno7Ro0ejVatWmDBhAkaOHAlfX18sXbqUV1+USCSYMWMGdU6CIAgSgJZHpVJh69at1Xbql0sEJiUmYceOHRUWrq46IpVKsXTp0nKVoVAosHXrVgQHByMgIAArVqxAVlaW2ep4/PhxXvlejf4xZswYNGvWzOh2/vx5XuV/+OGH6Ny5M+963759G5s3b8bu3buRlJTE+7j//e9/8PPzo85JEARBAtCyFEfV+O2336BQKGrMdckVcmzcuBFpaWk0CmiA0aNHY+jQoWYp6969e5g5cya8vb0xffp03hav+sjOzsaZM2d45X3V+vf58+d4+PCh0Y2vdbNYLMb+/ft5+08sC++88w6++uor6pQEQRAkAC2PWq3GgQMHalwkDcYYUlJScOjQId4uRGpl5xcK8fvvv6NLly5mK7OgoAA//PADfH198dlnn5XZhcyJEyd4+daTyWRmj/7BhaurK06dOmURC92xY8fit99+oxBwBEEQJAArhqKiIvzxxx81avSvmGLDFpoGNoy1tTWOHz+Ot956y6zlajQarF69GkFBQbh48aLJx/O1/g0JCTF79A99eHl5YdiwYWYvd+rUqbzd8hAEQRAkAMuFSqXCvXv3cO/ePV4jLdUNrVaL27dv48GDB+QX0Ag2NjbYu3cv1v601uxi6sGDB+jduzdvH3jF4vHIkSO88loi+oc+vvzySyxcuNDs5fbu3Rt///03dUSCIAgSgBUjkM6ePVtjI2cwxqBQKHD27NkaKXDNjUgkwtRpU/HgwQNMmDDBrK5I8vPzMXDgQN7OpGNjY5GSksIrryWif3Dxww8/YMmSJRYpWy6X4+233640Z9sEQRAkAGsRGo0GZ06fqdFr5FQqFc6cOUOGICbg6emJjRs34vHjx5gxYwacnJzMUm5eXh7Gjx/Pa0r+4MGDvMq0VPSPV3nw4AFvVzDlEckTJ06k0WqCIAgSgJajOH7u5SuXa/QLR61W49KlS8jPz6fIICbi4+ODFStWIDExEb/++ivatWtX7jJjY2N5jaIdO3aMV3kDBgyokLaYP38+7w+l1q1bY+/evYiPj8edO3ewZs0aODs78zr21q1b2Lp1K3U+giCICkBcGy+62PlzYWFhrRC6ycnJcHZ2hlgsph5vIjY2Npg0aRImTZqEK1euYO3atdixY0eZDYfWrVuHOXPm6L0XGRkZiImJ4VWWpaJ/vExOTg7++usvXnnHjRuHX375BVKptCQtICAAI0aMQO/evXHnzh2jZezYsQMTJkyosf0pPj4eW7ZswYULF5CUlAShUAgvLy907doVkyZNQp06dYyWcffuXWzbtg3Xr19HSkoKRCIRvL290b17d0yYMAGOjo4m1enZs2f47rvvSqUJBAKsXr2as5/m5ORg27ZtOHnyJJ49ewYAaNCgAfr27Yt3330Xtra2Osds3LgRV65cMale3bp1wzvvvEM/QgRhQZFQ6ygqKmL79u1jdnZ2DECN3uzt7dmBAweYUqms0DZOSUnhVT+ZTFbt+k9mZib7/vvvWaNGjcp0T44fP6637B07dvAqw93dnanVas4yXn/9dV5lnDx50ui1HjlyhFdZ/v7+rLCwUG85169fZxKJxGg5YrGYKRQKzjJ8fX151SU2NtbodX399de8yvrkk0/M0mfUajWbN2+ewTZwcHBg27dvN/i7NXXqVCYQCPSW4eXlxSIiIkyq27x583TK6dmzJ2feY8eOMTc3N73n9/HxYWfPntU5bvTo0SY/J2PGjGEEQViOWjsFHB8fXyuMI7QaLeLj42kdoBlxdnbG559/jvv372Pbtm1o3LixSccbWuPH1/3LoEGDKiRm7uXLl3nlmzhxIqytrfXuDwoKQq9evYyWo1arcf/+/Rr3ezN58mQsWLDA4FR6bm4uxowZwzkNrtFo8Pbbb2PdunUGl3MkJCSgf//+CAsL4z0bwnW+8ePH66SdP38egwYNMmig9OzZM/Tr1w83btygHwqCqOLUWgGYlZVVK9bFaZkWmZmZ1NMtgEQiwbvvvovbt29j1KhRvI+7efOm3pcxXwH45ptvVsg1Pn/+nFe+jh07Gs0TEBDAq6x//vmnRvWTXbt2YdOmTbzzf/DBB0hISCiVtnbtWt6xoQHg66+/5pU/OjoaT548KZXm6OiIt99+u1SaSqVCaGgoLyOmgoIChIaGkvcBgiABWDXJy8urFQKQMUZGIBbGxsamJCYwHy5fvsz5crxx4wbS0tKMHi+TyXiNppmDjIwMXvlcXFyM5nF04Lc2ja8LnOrCt99+y5nu5uYGe3t7nXS5XI7vv/++5P9KpRKLFi3iLKN+/fp6fVd++eWXRp/7zZs366SNHj1aZzT39OnTnMK8Tp06nOsWb9++jaioKL3n9fb2RqdOnUq2Vq1a0Q8JQZAArBhRJJfLa40ArOnGLlUBiUSCuXPn8spbWFjIKaz4jvD06dOnwqJ/VMboMR8RXF14/vw5bt26VSrN1tYWkZGRSE5ORmZmJj777DOd4/bv31/y96lTp5Camlpqv4eHB65cuYKUlBTk5ORg1apVOmXExcXh3r17euuWn5+P3bt366RPmTJFJ+3cuXM6aZMmTUJycjKSkpLw/vvv6+w/efKk3nN/+OGHOH/+fMm2cuVKnTweHh70w0IQJADNj1QqhUAgqDXXSliebt268V6XxyVy+Lp/qcjoH5URJrGoqKjG9InHjx/rpI0aNQo9e/YEAIjFYixbtgzNmzcvlefJkyfIz88HAJw5c0anjKVLl+K1114rKWP69OkYNGgQpwjUx549e1BQUFAqrU2bNmjTpo1O3hcvXuikLVmyBBKJBFKplNO9UU5ODu924loXW1HLHAiCBGAtQiAQwM7OrlYIQIFAAHt7+1ojdisTmUwGPz8/XnlfneZMS0vjHTPY3HGLq5oYq0lrx7KysnTS2rdvX+r/YrEYb7zxhl4BlZiYyEsccfULQyKMy/hDnwuevLw8nbSXp/25lgCYMvPw6tpXOzs7dOrUiX5UCMKC1FrHcA4ODrVKABIVg5ubGy9/d9nZ2aX+//fff/NaktC2bdsKif5RDJ9F/+ampkcDqV+/Pufv0asUW+7n5uaWSpdIJJz5GzZsyLsOT58+xanIU6XSrKysMHbsWLPdk5eP+fzzz0sZSnXo0KHk78ePH+tYfvft25dmLgiCBKBlRJGnp2eFuNGobIqdxNIIYMXAN+rFq1OrR48e5XVcRUX/eFWE1PRzViRCoe7Ey8CBA1GvXr1SacVhCO3s7EqlazQaMMZ0nukmTZpg/vz5pdKCgoI467BlyxYwlP7gGDFihN7+W5b10i/fx3bt2umNpsM1/VtRRk4EQQKwliEUCtGwYcNaIwB9fHw4XzqE+eE7avGyAFSr1Thy5Aiv44YOHVrjxVhttFgPDg7Wa0Vet25dnXvyzz//oGnTpqXSGzZsyMv/n0ajwW+//aaTPmnSJIMfzeYQulxwrX3lWs9IEAQJQLMIQC8vL0gkkhp/rRKJBF5eXjVGAGZmZmLdunVG83l6enI6s3327BkvP3MeHh681/OVeqB4htt7eW3drVu3ONeKcYn5mzdvIjY21mC+Vy1G9b54jx7T8TcXGhpqOQHIU0OQy6LSNGjQQCdt+vTp2LdvX5mmSc+dO6djnOLr64tu3boZ7Htl+e0xRkFBgY61cIsWLeDt7U03niBIAFpGALq4uKBJkybIzMyssVNOIpEIzZs3h7Ozc40RgPHx8bzcrQQEBHAKwF27dmHWrFlGj58yZQrWr19vcv34ipeX/ay9usZLHxqNBhMnTjRbWy5Zqmu5+aoANCuk68rEsGHDdFzFREREoFmzZpg9ezbee+89nWliQ3A5pR43bhyUSiUkEgmn2OMSmkqlsiSda60onzpFRUXpGBqFhITQTSeIitBCtfGiBQIBxGIxunXrVqNHASUSCbp37857VIooP3wXyzs6OlaL66mMvkPLFUrj7e3NaSUcHx+PadOmwc3NDZMnT8bVq1eNllVQUMDp+2/hwoWwtraGtbU13njjDZw6VdpAxNbWVueYv//+u5QgfRVXV1ej9Tl8+LBOGk3/EgQJQIu/ZLp16wYrK6sae41SqRSvv/56lV7rWFWn+8paL76uL6qLAKyMvlMb1uaayoYNG0qMQrhE3YYNG9CuXTsEBwcjOjpabzl79uwp8S/4MsUxilUqFU6dOoXevXtjx44dJfu5nDKPHj0aM2bMwIwZMzBmzBid/a+//rrRZ+xVAWhjY4OuXbvSDScIEoCWQyKRoF27dqhXr16NtJAVCoVwc3NDu3btqvQIYFFREecLSR9c/shMbRc+JCUllal8vs5vudx4VEVkMlmFn5NGrHVp1KgRoqOjjcZTjo6ORvfu3bFlyxbO/du2beN1Pq1Wi6lTp5YsT+DyyVdYWIhVq1Zh1apVkMvlpfbZ29ujS5cuBs8RFxeHZ8+elUrr06dPjf4oJwgSgFUAgUAAR0dHDB06tEb6m5JKpRg6dGilObw2pU1Nif3KN68+gcXlg40LPr78uDAUeutlKtKXX3moDB+Sr8ahJf6lRYsWuHHjBjZu3Ah/f3+D4m3KlCmIiYkplZ6cnGwwPBvXx0zxNG/Xrl3RokUL3seOGDHCqJAj9y8EQQKw0hCJRBgxYoRJC6irC3Z2dhgxYkSlrXE0ZeTo7t27vPOePXuWVz53d3fOdC8vL17Hx8fH4/nz5yZdc3JyMi+Bam9vDzc3t2rRj/iOVPIZMU3PSOdVlj5fdHyF4auWzVzwjTdc1T4OJRIJJkyYgNjYWJw6dQojR47kHDFVKpVYvHhxqbQTJ07oLG0ICgpCTEwMYmJiOH0GFq8rFIvF2LNnD6dFMhf6Ioq8DJfvSwr/RhAkACsEsViMgIAAhISE1ChjEKlUin79+sHPz6/SptNkMhlv8RAeHs4rn1wux59//skrr76RPn3C8FUYY1i4cKFJ18xlXclFUFBQtTF04LOQHwAuXLhgNM+NGzd4laVvdJTvvbty5YrRPMZc6RRTt07dqvnDLRSiR48e2LlzJx49eoR33nlHJ09kZGQpf5Nc17xjxw506dIFXbp0wfbt23X2v7w8w8/PD7du3cKKFSswevRoDB48GN27d9c5pnHjxkbX8WVnZ+vEOG7evLlJ0UwIgiABWGYEAgGsrKzw4YcfVptF+Xyuyd7eHh9++GGlrN96uR58/egdOnQIDx8+NJpv8eLFvNfm6Zsia9iwIe9oHZs2beItFB49eoTly5eXq27VWQD+9NNPSE/XP8IXERHBe/RWnw84vtP3P//8s8G1omfOnMHpqNO8yvLy9qry98jHxwe///47Bg4cqPPB9PLoOtf61GbNmnH+XcyrEWscHBwwY8YMbN++Hfv370eTJk10jgkNDTX6gXP8+HGdmM/k/oUgSABWKGKxGG3btq0xawGlUinefvtttGrVqtIX0+sLQ/UqWq0Ww4cPR3JyMud+tVqNJUuWmDQiN2zYML3tM3jwYF5lqNVq9OvXD5cvXzaY79q1axgwYAAvZ85V+UXHNQrOV6ympqZixIgRnFOrFy9eNMl/YePGjTnT+a6bTEhIQGhoKKcIjIuLw/vvv68TBk0fvr6+1eOHXCjknD7NzMws+ZvLQv1locYl2oqtg7nIz8/Hzp07dT78uPxvcn0QvMqrApYgCAvrn9reAAKBANbW1pg5cyZOnjyJJ0+eVNtIBMURTj7//HPY2NhUen169OiBX375hVfe27dvw8/PD6GhoXjjjTfg5uaGxMRE3LhxA7t27eI1QlhMu3btDK71Gzp0qF4ryVdJTExEx44d8eabb6JPnz7w9/eHvb09MjMz8ejRIxw9ehQRERG8/f/Z2Nigf//+pdI6d+6sV/yWhcGDBxsVrcC/8WBfFqNcArB9+/a8z3v69Gm0aNECH330Edq3b4+8vDxERkZiw4YNvJ2t+/j46IQ+e/m6lixZwqucffv2ITAwEFOmTEHbtm2Rl5eH8+fPY+3atTqOh/Xh8Hyl7gAAIABJREFU7OysN35tVYRr+jQ7O7vk71dH3Ph+nOnjjz/+0LHg79mzp9F1ghqNRsf9i0wmMxiJhCAIEoAWE04NGjTAnDlzMGvWrFI/mtVJyDo4OGDu3Lnw8fGpEr7U3nzzTdjZ2fF285Kbm4sff/wRP/74Y7nOO3XqVIP7+/fvjyZNmvAKCQf8ux7wwIEDOHDggFna5FVxbmVlZVajEL5uNLy8vIyet1mzZnB3d+ctUNPS0njFo9VHnz599O7r0KEDXF1deRtwxMfH46uvviqXkK6otcG//fabzvrWTZs2wdnZGdOnT0dBQUFJeseOHTF58mSdMrjq+vKoX1k+bA0ds3nzZp20sWPHGi3z5s2bePHiRam0Xr16kfU3QVS09qEm+L+1gCNHjsTIkSMrde1cWZHJZHjnnXcwbNiwKuNHy87Ozqyhy/jg7+9vNJyZVCrVsZCsKN5///1q1a9EIhGmTJlSYeczdC6xWIz33nuvwupiqXNxjardvXsX+/fvL7UVfzht3boV4eHhJdv+/fs5y311vR5Q2nCmLIZH+j4k4+LidNzM2NraYuTIkUbLJPcvBEECsMqJQDs7O8ydOxcdOnSoVlbBEokEHTt2xNy5c6ucS5uvv/6a9+J9c7B48WJeax+HDRtmNFKBuSmeRq5uzJw5k7cFbnl4++230aFDB4N55s6dy9uIpzz079/fLKKE63eEy5CJa4S1WHy9+kH39OlTznM9fvxYJ+3lpRBcdXlZjHIJU32/g7/++ivn/eMKGfcqL4eQe/nZIAiCBGDlNcb/j56xbt06tGzZslpEJBCJRAgMDMTatWtRv379KudexMnJCd9//32FnOujjz7CW2+9xfte79ixo8L88UmlUqxYsaJaPhf29vZYtmyZRc9ha2vLq584OzuXa4qZD2KxmLdFtzHq1aunk3b8+PFS/8/Pz0dkZKTOB2mx0H3VKvrOnTu4ePFiqTSNRoN9+/bpnOvl/s0lnO/fv1/yN5cTcy5H4EqlElu3btVJ5+P778WLFzp1b9y4Mac1MUEQFoYRpdBqtayoqIhdvnyZBQQEMJFIxABUyU0sFrMWLVqwK1eusKKioirbphqNho0dO9aibREcHMyUSqXJdYuJiWFWVlYWrZtAIGDh4eEV1t6vv/46r3qdPHnSpOdiypQpFmufv/76i3dd1Go1Gz58uMXu18aNG812L9LS0phQKNQ5x6xZs9iNGzdYVFQU6969u87+zp07l5Tx+eef6+x3dXVlmzZtYnfv3mVXr15l77zzjk6eBg0aMK1WW1LOqlWrdPK0atWKnT59mp0+fZq1atVKZ/93332nc0179uzRydeoUSOm0WiMtseWLVt0jp06dSq9eAiiEiABqOdlp1Ao2PXr11n79u2ZVCqtcuJPKpWyjh07suvXrzOFQlHl21SlUlnspd2tWzeWlZVV5rpFREQwJycni92rtWvXVmhbW0IAMsaYUqlkvXv3Nnv7LF++3ORrLCwsZB06dDB7XebMmWP2+9GrVy+T6/Hrr7+WHB8XF1emD9FZs2aVqsedO3dMLiM2NlbnegYMGKCTb968ebzaYvTo0TrHHjp0iF46BEECsGqJQKVSyeLi4lhISAizsbGpEsJPIBAwW1tb1r9/f/bgwYMqPfL3KkVFRWzixIlmbY8xY8aYpQ3u3bvH/Pz8zFo3Gxsbtn79+gpvZ0sJQMYYy8vLY6NGjTJL+0gkErZq1aoyX2deXh4bMWKE2UbTV61aVWrEzFycO3eOCQQC3nVp3749U6lUpcqYPXu2Sdfj5OTE0tPTderCNVKob3vrrbd0jn/+/DnntTx+/JjXB4Sjo6POh2x+fj69cAiCBGDVE4EqlYqlpKSw//znP6xOnTqc0zkVtQmFQla3Tl02Z84clpqaytRqdbVs1yNHjjAvL69ytYW3tzfbvn07r2knUwRFWFgYs7e3L/e9GjhwIHvy5EmltK8lBWDxc/HLL78wmUxW5vZp3Lgxu3TpUrmvVaPRsNWrV+sIC1O25s2bs9OnT1v0nvzwww+865KQkMA5gs5XvMlkMnbixAnOeuTm5rLAwECjZTRp0oRlZmbqHL9gwQKdvD179uTVBjExMTrH9u3bl140BEECsOqi0WhYbm4u27dvH3vttdcqfDRQIBAwGxsb1q5dO3bw4EGWl5dnVuFTGRQUFLBNmzZxrn8ytDVt0pQtWrSIFRYWWqxuGRkZbM6cOczX19fkUZf33nuPRUREVGrbWloAFvPo0SM2ceJEZiXlv4ayfv367LvvvjP7qE9WVhYLCwtjderU4V2Xli1bsq1bt+qMtlmKAwcOsCZNmuj9uJs4caLBpQwajYb9/PPPzN3d3eBa2Bs3bhisR25uLhs/fjzntLJQKGTvvPMOp/hTq9WsUaNGOsfwXd/KNYq5dOlSesEQRCUhYKyahr0om8ELNBoNGGPQarUlTk6L/xUIBBCLxZzWv4wxqFQqpKenIzw8HL/++ivS09Mhl8stVl+BQACZTAbXuq6Y8sEUTJw4ES4uLnr9/KnV6lKhmwQCQYnFa/G/IpGoJL2qkJSUhMuXL+PChQt49OgRMjMzkZGRARsbGzg4OMDd3R0+Pj4YNmwYAgMDK6z+jDE8fPgQBw4cwMOHD5GWloaUlBTk5OSgbt26qFevHlxdXeHi4oIePXqgW7duVSKc4M2bN3k5S+7YsSOnlaep5Ofn4++//8b58+fx8OFDpKenIycnB2KxGA4ODvD09ETz5s3Ru3dvdO7c2aLW9Wq1Gjdu3MDhw4fx8OFDpKamIjU1FVKpFPXr10f9+vXRtm1bDBo0iDNyhqXRaDSIjY1FXFwc7t+/D5VKhUaNGmHgwIG8LdKVSiUuXbqECxcuIC0tDTY2NvD29kbPnj3RqFEj3nVJTk7G0aNHS6IfNWrUCCEhIXpD7mk0GkRFRek4h+7atSsvJ85xcXFITEwslda2bVu4uLiQNSZBVAI1WgAyxqBWq6HVaqHRaJCXl4eEhAQ8f/4cCQkJSEpKQl5eHgoKCiCXy2FlZYWpU6eiVatWen/QtFotioqKkJiYiG3btmHz5s3ISM+AokjBOxyYMSQSCaysrFC3bl1MmDABY8eOhbu7O6ysrDjdvDDGUFRUhLt37+Knn35CYWEhZDIZ7OzsYGdnBw8PD/j4+MDT0xM+Pj6wtbWFSCSCSCSqVv4OCYIgCIIgAagXlUoFtVqNgoIC3Lp1C9HR0Th//jxu3rwJuVwOjUYDjUZTMgpYvAkEAnh5emHpsqXo27cvbG1tOUebikcQVSoVMjIyEBkZid27d+PChQuQy+VQq9Ulm9EbIBBAKBRCLBZDKpVCJpOha9euGDFiBLp37446depAKpXq9cjPGENhYSFOnjyJmTNn4vnz59BqtRAIBCVb8cifUCiEtbU1AgMD0bVrV3Tp0gVBQUGws7ODRCKpFn4PCYIgCIIgAVhKCKnVaigUCty8eRN//fUXDh06hNTUVBQVFZkkyFxcXPDxxx/jo48+gpOTk8FRMo1GUzL1+uLFC9y8eRPnzp3DlStX8PDBQxTKC0sJzeJzFAszW1tbNGnSBO3atUOXLl3Qpk0buLq6lggyQ46d1Wo1srOz8csvv2DlypXIzMw0GLz9ZcEplUohkUhQr149DBgwAEOHDkWbNm1gbW1dJaYxCYIgCIIgAWhQ+KlUKuTm5uLEiRMIDw/H1atXIZfLoVQqjQoifSLJxsYGXbt2xaJFi+Dv7w9ra2uDYqx4VPDl0UWlUon09HRkZWWhsLAQBQUFYIzB1tYWtra2cHFxQd26dSGVSiEUCktGAo1F82CMQS6X4/79+/jf//6H06dPl8QNLcu1SqVS2NjYoHXr1nj//fcREhICJycnEoIEQRAEQQKw6lE8zXvy5EksX74cd+7cQWFhoVnW4gkEAohEIri6umLatGmYMGEC6tatq9cAw5AoLBahL48AAv9nlGGq2M3IyMCWLVvw048/IfVFainDj/Jcb/GIpL+/P2bOnImQkBDY2trS1DBBEARBkACsfF4eAfv6669x+vRp5OXlQaPRmCTuii1iBQIBBBAAAu681tbW8PX1xaeffooBAwbA0dGxwi1ptVptibXl6lWr8eDhAygUCr0jnMVTzsUC9GUhagyRSAQ7Ozt07doVX3/9NVq0aMHLyo8gCIIgCBKAFkGj0SAnJwe///47li1bhpSUFKMjYMXTnMXr3lxdXeHr64tGjRqhTp06sLW1hUwmMyjqioWgt7c3OnfubBb3GaYI3oKCAly8eBHx8fGQy+UGxVyxpXJhYSEyMjLw9OlTPHr0CC9evChZD2lserxYJNerVw8zZ87EuHHj4OTkZNKIJUEQBEEQJADLjUqlQkJCAv475784EnEE+fn5ekXMy2vbfHx8MGDAAHTu3BkBAQGoV69eqdG/4vy8Guz/+wo0tk7PEiJQpVLBlNv1soWzRqNBWloa4uLicOHCBRw+fBhPnjyBXC5HUVGRweu1s7NDSEgIlixZAm9vb1obSBAEQRAkACsGhUKB2NhYfPLJJ7h+/bpe0VI8UlenTh0MHz4cI0eOhL+/P2QyGW8ji5rIy9PBxSOAcXFx2Lt3L3bv2o209DTI5XJOgVkspgMDA/HDDz+gbdu2Jq2FJAiCIAiCBGCZxN/ly5cxefJkPHr0iNPIQyAQwMrKCu7u7vjwww8xatQo1KtXD2KxmJwd6xGExe5r0tPTsXv3bqxduxZJSUlQKBScx4hEIjRs2BDr169Hly5daF0gQRAEQZAAtJz4O3/+PCZPnoynT59yGnqIRCI4Oztj3LhxmDZtmsGoGYQuGo0GKpUKKSkpWL9+PcLDw5GZmcnZ1kKhED4+Pvj555/RvXt3yGQyakCCIAiCIAFoPpRKJa5fv46xY8fi8ePHnOv9rKysEBQUhEWLFqFjx46wtrYmQ4VyCEG5XI4rV67gq6++wrVr1zhHA4tF4NatW9GhQwdaE0gQBEEQJADNJ0b++ecfjBkzBjdv3tQZjSo2ThgyZAgWLlwINzc3WpdmBoqNTVJTUzF//nzs3bsXubm5OvlEIhFatGiBHTt2oFmzZuQrkCAIgiBIAJYPrVaLjIwMjB8/HidOnIBSqdQRf46Ojvjss8/w6aefwsHBgUb9LCDAc3NzsW7dOixfvhxZWVk6eSRiCbr36I6tW7eifv36Fe4bkSAIgiCIsiEKCwsLq2qVKiwsxJo1a7B9+3bI5XId8efk6IS5c+fio48+gqOjI631swBCoRAymQxt2rSBs7MzLl68qHMvGGNITU2FUChEx44daSqYIAiCIKrLe76qVUilUuHixYtYs2aNTnxbgUAABwcHzPrPLEyZMgX29vY06mRBiqfZx48fjzlz5sDR0VFHABYWFmL9+vWIiYkxS0g6giAIgiBqmQBkjCEnJwcLFixAZmamzn5ra2uMHz8e06ZNg52dHYm/ChSBU6ZMwaRJk2BjY6Nzz7KysrBgwQJkZWWhGoeWJgiCIAgSgJWBUqnEn3/+iWvXrukYfYjFYnTq1AlffvklHBwcSPxVggicNWsWgoODdQw+tFotbt26hV27dhmMKkIQBEEQRBV5t1cVIxCtVouUlBT06tULDx48KOXyRSAQwNPTE/v370dgYCA5dq4k1Go17ty5g7feegvPnj0rNdonEAjg6+uLyMhIeHp60rpMgiAIgqjCVJm3tEqlwqFDh5CQkKDj78/GxgbTp0+Hn58fib9KRCQSoVmzZvjss89ga2tbah9jDMnJyfjrr79oLSBBEARBkAA0DmMMBQUF+PXXX1FYWKgjOvz9/fHee+9R6LFKRiAQQCaTYcyYMQgMDNQZ5ZPL5diwYQNyc3NpLSBBEARBkAA0jFqtxuXLl/Hw4UPO0b9PP/0UTk5OtO6viohAJycnfPrppzqjgFqtFs+ePcP58+c54zUTBEEQBFE1qBLhG9RqNQ4ePKgTdkwoFKJxo8bo168f+ZirQkgkEvTu3RvNmzfHtWvXSol2uVyOgwcPonfv3lVuul6lUmH+/Pk6jsW5sLW1hbu7O7y9vdG5c2e4uLiYdK6oqCgcOnSIc9/YsWMRFBREHamKcunSJezatYtz33vvvYfWrVvX2nu9evVqPH/+XHckQSjE0qVLLXbenJwcHDx4EH///Tfi4+ORlJSE3Nzckme0S5cuGDFiBJo3b07PZy3rG0Q5YJWMVqtlqamprHHjxkwgEDAAJZuNjQ1bsmQJk8vljKhaKBQKtmLFCmZtbV3qngkEAubt7c2Sk5OZVqutUnXOzs4uVVe+m0gkYj169GDbtm1jGo2G17mWLVumt7ydO3dSB6rCLFmyRO+92717d62+161ateK8TqlUapHzyeVyFhYWxqysrHg9qwMHDmR37tyh57MW9A2i/FT6FLBarcb9+/eRmZGps27M2toaAwYMoDizVXHoWCxGv379OI1BcnJyEBsbW2OmgTUaDaKiojB27Fh06tQJt2/fpg5AEBYmISEBbdu2RVhYGG/3UocPH0ZQUBA2bNhADUgQRqh0AajVanH16lUoVaWn5UQiEQICAtCgQQMSgFWx4wiF8Pb2RqtWrXTiMKtUKly5ckVnPWdN4PLly+jevTvOnDlDnYAgLERiYiK6d++OuLg4k49VqVSYPHkyFixYQA1JEFVdAF66dEnHdYhEIkFwcDCt/auiCAQCiMVidOvWTWetn1qtxoULF3ScedcUsrKy8Oabb+LJkyfUEQjCAu+E8ePH4/Hjx+UqJywsDHv27KEGJYiqLABv376tM10okUjQoUMHcihclTuPUIgOHTroCECNRoM7d+7UWAEIALm5uQgNDSV3NwRhZjZv3owTJ06UuxzGGKZOnYrc3FxqVIKwlABkjJVp02q1KCwsREpKis6LVCQSoWHDhuUqnzbLbkKhEA0aNNCZAtZqtcjKykJubi40Gk2Zy69IbGxs0KxZMzRr1gwNGjTQiXnMRXR0NGJiYuhXhCDMBGMMK1euNJrP0dERrq6uRvOlp6djxYoV1LAEwYG4rA+pUqmEVquFUqmEQqEo0wtbq9Xi6dOnUCl1I0cUTzFmZGTQXarKXxBCIecorVqtxoMHDyAUCsvkv1EoFEImk0EsFpdslhwN7t69O44cOVKqbz5+/BgbN27E8uXL9UY3Wb9+PV5//XWd9HHjxqFr166cx7Ro0YI6Tg2C7rX5uHDhAmJjY/Xuf+2117B582a0bNkSAJCSkoKlS5caFI07duxAWFgY3TOCKI8AZIxBpVIhLS0NR48exYEDB3D16lXI5fIyf+1pNBrk5ukO0WdnZyM4OJimgKs4Wq0W2dnZOum5ubkYMmRIuXwB2traok2bNhgwYAAGDBgAV1dXWFlZVZiwbdKkCb799lu89tprGDFiBGe+kydPcqa7urryGqEgqj90r83H33//rXdfmzZtEBkZCQcHh5I0Nzc3rFixAmq1GmvWrOE87sGDB3j+/Dm8vb3pnhFEWQQgYwyFhYWIiIhAWFgY4uPjoVAoSqb4zA1jDFlZWXSHqimMsXKvvcnMzERycjJOnjyJ1atX4+uvv0b//v11XM9YmqFDh6J9+/a4fPmyzr7k5GQkJSXBw8ODbjpBlJMrV67o3Tdz5sxS4u9l5syZg59//lnvSH1CQkIpAUgQBM81gMXiLzw8HNOmTUNcXBzy8/OhVqtpETxhURGpUqmQn5+Pe/fuYerUqdi4cSMKCgoq9iERCjFp0iS9+5OSkuhmEYQZuHv3Lme6RCLBsGHD9B7n7u6Ovn376t2flpZGjUsQZRGAKpUKUVFRWLRoEdLT0mukfzeiaqPVapGRkYFvFn6DU6dO6f3StxR+fn5692VmZtINIggz8OLFC850Dw8PWFtbGzy22GhQ38ckQRAmCsDiqbwFCxYgPT0dDPQgEZUDYwwZmRn4+uuvkZ2dXaE/6l5eXnr3lXUNLEEQ/4dSqURhYSHnPjc3N6PH05o+gjANo2sAVSoVzp8/j/v379PIX1kUtlAIe3t7HUtYxhjy8/NrtK88S6DRaPDw4UOcP38e/fv3L5eRiSmYGtbu2rVrOHv2LOe+AQMGoGnTpkbLKCoqwr59+3D+/HmkpKQgISEBVlZW8Pb2hpubG4YPH4727dubtT7Xr1/Hpk2b8OzZM6SkpMDDwwNNmzbFtGnT0KBBA51jHz16hE2bNuH+/ftISEiAUCiEp6cnOnbsiNDQ0DK9lLmuWywWo379+mjevDmGDBmCoKAgkw3E1Go19u3bh4iICDx9+hT5+flwc3ND48aNMX78eLRu3bpMfcMc9xoAFAoF9uzZgytXriA5ObnkftevXx9+fn4YOnQoAgMDTbaqz83NxdGjRxEZGYnExESkpaVBJpPB1dUVAQEB6NevHzp27Fgma31zIpFIIJPJoFAoOH9HjdG0aVMEBgZy7rO3tzfbPXu1HxUUFKB+/frw8fHB2LFj0bFjRwD/Gp9ERERwljFw4EA0adKk3M9ocnIyXFxc0KJFC4SGhqJVq1Ymt3t16R+EZUZVjAbjnjVrFu9g3LT93yYUCpm/vz+7ePEiu3XrVqnt4sWLzN/fnwmFQmorEzeZTMa++OILJpfLTQp8nZ2drbfM/v37Gzw2KipK77ERERFmDTavUqnYwoULmaurq9G2aNOmDTt06JDRazdWn8LCQjZq1Ci9eSQSCfvmm2+YVqtljDGmVqvZ7NmzmUAg0HuMtbU1+/HHH0uOMYYp192hQwcWFRXF+94nJiayLl26GCxzzJgxLD8/ny1ZskRvnt27d5v1XjPGWFFREZs7dy5zcXExet1dunRhMTExvK65sLCQLViwgDk4OBgtNygoiB08eNBoma1ateI8XiqVmiU4va+vL2f5TZs2ZeakrPeMTz8aMmQIy8vLM3s/MvaMAmCTJk1iRUVFldI/LN03CPNjVAAWFBSwIUOGMLFYTOLDxE0kErH27duznJwcplKpSm05OTmsXbt2JADLsEkkEjZ06FBWWFhYYQJw3bp1eo+Njo422wsmLS2N9ejRw6T2EAgELCwsjGk0mjK98LZs2WL0pVa8TZ48mRUUFLBhw4bxrt93331n9N6U9bq//fZbowIzNzeXBQQE8Cqzffv2LCwsrMIEYFJSEuvatavJH5YrV640WO6zZ89YmzZtTH62Zs6cabAfWfol361bN733OikpqVIFoCn9KCgoiH311Vdm60emPKPvvvuu0eu3RP8gAVhDBWDfvn1JAJZDAObn5+u0a35+Pmvfvj0JwDJsYrGY9e3blxUUFFSYAOzUqZPeYxMSEszygikqKmIdOnQoc7t88803ZXrheXl5mXSeOnXqmCzUrl+/bnAErDzXvXz5coP37j//+Y9J5VlbW1eIAJTL5ax169Zlvu61a9dylpuVlcWaNm1qkX5k6Ze8oRGuWbNmVaoANLUfiUQis/UjU5/R/fv36712S/UPEoDVD95uYMiKiqitnDhxAhcuXODc16xZM7i7u5vlPPPmzcOlS5fKfPz8+fP1riEyREJCgkn5TY3OwxjDwoULLXbdc+bMwY0bN/Su11q/fr1J5VWUUc8XX3yBmzdvlvn4zz//HA8ePNBJHz9+PB4+fFiufnjt2rVKedZ69Oihd9+yZcuwYMGCCvcAUNZ+ZM713aY+o6tWrdK7rzr3D8K8UJgNgtBDUlISli5diqFDhxr8MTVHtJqkpCR8//335SpDo9Fg7ty5VbItIyIiOBf3m+O6VSqVXoH54MED5OTkVLn2ePLkCdauXVuuMhQKBRYvXlwqLSoqCvv37y9XuVqtFvPmzauUdhk+fLjB52n+/Pnw8/PDqlWrKjRQQFXtR/o4c+YMpyP+6t4/CBKAOggEAshkMtjY2EAqlZa5HIlEAmtr63KVUVnXb21tDVtbW8hksjJZawkEAlhZWcHGxgYymazWheCLiIhAs2bN0KxZMzRu3BgODg7w9PTE7NmzkZ+fz3mMl5cXpkyZYpbzb9u2zWRLY30//E+fPq1y7SuXy3H//n2LXfdff/2F5ORknfRHjx5Vyf62ZcsWs8yqbN++vZQw+fHHH81SvyNHjuj1yWdJXF1d0adPH4N5Hj9+jBkzZsDDwwOhoaGIjo62+AxVVe1Hhj4GuUaHq3v/IEgAlkIkEqFJkyb4z3/+g5UrV2LSpElwdXU1SQQJBAI4OTlh6NChmDt3LiZOnAgPD49qIQRFIhEaN26MOXPm4JdffsHs2bPRoEEDkwScQCBA3bp1MWnSJKxcuRKzZs1C48aNIRKJatXD8PDhQzx8+BBPnjxBXl6ewbw2Njb466+/UKdOHbOc++LFiwZfijt27EBGRgaeP3+O2bNnG+zfZ86cMfn8ISEhiI2NRXZ2Ni5evIg2bdoYPaZv376IjY1FTk4OLl68aNSNClc0BnNdN2MMkZGROunGnHQPHjwYd+/eRXZ2NiIjI9G8efMK6WuGrtvd3R179uxBVlYW4uPjMX36dL15lUplyfIEuVyOI0eO6M3brFkz7Nu3D9nZ2YiPj0dYWJjevIwxHDt2rFKew//+97+88ikUCmzduhXBwcFo2bIlVq1apfdjrbwY60ft2rXDtWvXkJmZiaNHj1ok7Jypz2h6errOR1hN6B+EGeFjBBISEmJwQSsq0ciiVatW7M6dO6ywsJApFAqWm5vLDh8+bNJCdWdnZ7Zz506Wk5PD5HI5y8/PZ7du3WLvvvsuc3Z2LrMBjCWNQAQCAZPJZOy1115jN2/eZAUFBayoqIjl5+ezS5cuMR8fH4MuOl4up27duuzIkSMsLy+PKRQKVlBQwGJjY1lgYGCVNFKxhBGIKVtAQAC7ceOGWReZt23b1qQF3aGhoXrz/+9//zOpPu7u7jquI9LS0pidnZ3eYzw9PZlSqSx1zIsXL5itra3eY/bu3WvR654xY4ZO/p9++klvfl9fX6ZSqUrlT0hIYPb29hY3AmnevLneY47j7ijwAAAgAElEQVQdO6aT35DV9dy5cxljjF2/ft2gEQGXFe3EiRMNWnxW1kL/RYsWlenZdHZ2ZgsXLtTpm+W9Z4b6kYODA8vOzi6VPy4uzuBvp6n9qCzP6KvnsHT/ICOQGmoEUlWRyWT4+OOP0ahRI1hbW8PKygp2dnYIDg7GoEGDeDkJlkqlGDhwIPr37w8HB4eSqWR/f3+sW7cO27dvR8+ePeHo6AixWFzp1ywQCCCRSFCnTh2MGzcOu3btgp+fX8n0t42NDQICAvDuu+/yGsGUSCQYNGgQXn/9ddjZ2cHKygrW1tbw9fXFxx9/DJlMRl9JrzBw4EAEBASYtcxXv9aLcXJywuDBg3XSDcUmNjZ6+SojRozQ6St169bFiBEj9B4zfPhwnefL1dUVw4cPr7Tr5loTplQqDV73q8+0p6cnRo4cafE+pC82raenJ+cU6Pvvv6+3rOzs7JIRbH188sknnMZKoaGhRsutDIpnNKysrEw6LisrC//73//QoUMHxMfHm60+hvrRqFGj4OjoWCrNz88PQ4YMMdv5y/KMcs1w1JT+QZgHcbWuvFiMgICAUi8igUAAqVSKwMBAiMVioxZjYrEYQUFBpR4ugUAAsVgMOzs79OrVC507d0Z0dDQ2bNiA6Oho5OfnQ6lUVmhkFIlEAqlECnsHe/Tr1w+TJ09Gq1atYG1tXWqqtrjuTZo0gVgsRlFRkdHrDwwM1Ll+kUgEf3//KiF6qxrLli1DVFQUTp06BVtbW4sKgmbNmnGmG4p7aupi9UaNGnGm+/j46D2mcePGJh9j6evmWvRuyBJT7zkaNLRo/1Gr1XoNGPRFoGjevLneKT8nJycAQL9+/XDu3DnOPC1btjS5PSvzBS8QCDB58mS0a9cOX375pcnTjTdu3EDPnj0RHR0NDw+PctenLP2IbwQYSz2jr1KT+gdBAhCA/hBBUqmU1zpAjUaDpKQkqNVqna/N4tE2BwcHhISEoHv37nj06BEOHDiAvXv3Ij4+HkqlEkql0iwL2YsRCUUQioQQi8UQi8WwtbFFx04dMXDgQLzxxhtwc3ODVCrVO8JZHC6NrxsCfeVIJBIK/6OHy5cvY/To0di3b1+5DWaKior0uh6xtrbmTDc0MsslhAyhL86qIXGr7xgbG5tKu24uDBkH2NnZcf92WFl27W9hYaHeeum7bl9fX6OuN+zt7dG5c2eT6mLoflUF119t2rTB0aNHERMTg2XLluHgwYO8P7yfPHmCiRMnIiIioty/Y4bawtPTkzPdxcXFbO1Qlme0NvQPopYLwPI+2EqlEnv37sW4cePQrFkzzhdMsRAsHnH08/PDp59+igcPHiAmJgbR0dG4evUqcnJyoNFooFarodVqS0bj9NWxeMqaaRmEQiGEIiEkEgm8vb3RokULtG7dGq1bt4a/vz8cHR0hkUggEokMGmcolUrcu3cP27dvNzr6R/wfwcHBCA8PLxmhycnJwc2bN7Fnzx6cOHGC85iDBw8iIiICAwcOtNjLpSLKK4uxjzkMhGrrC4RenKbTtWtXdO3aFc+fP8f69esRHh6OlJQUo8cdPXoUZ86cQffu3S1Wt4owlqttBnkECcAK+zFOSEjA2LFj8e2336JHjx4606qvCkHg3xHGoKAgtGrVCh988AGUSiWSk5Px7NkzJCYmIjU1FVlZWXBxceEsSywWY9q0aVAqlXB0dETdunVLNplMBpFIVDIVKxKJjI4yMcYgl8sRGxuLDz74AImJifSiMQE7OzudKZtOnTrhgw8+wA8//KDXEnP37t3lFoAEYWlUKhXS09ORl5eHnJwcqNVqODk5mdVZcUXg7e2Nb775BvPmzcNff/2F1atX4/z58waP2bZ1m0UFIPUPggRgNUaj0eDu3bsYN24chg0bhs8++wyNGjWClZWV3i+vl8Ug8O/UlJ2dHXx9fUumKIoFGJcxhlQqxbBhw0rKKt6KhZ+pD29+fj7+/PNPLFiwAImJifTgmpFPPvkEv/76K2JjY3X27du3DyqVipfBEcGfM2fOcK6tMudSi5pObm4ufv75Zxw/fhwxMTEVFuGkIpBKpRg1ahRGjhyJAwcOYOzYsXpdwJw5e4Y6Qy3rHwQJQJNFYFZWFn777TccOXIEoaGhGDduHHx8fCCVSo0aQ7w8WseHYsfLZYUxBrVaDYVCgWvXrmHZsmU4e/Ys8vPzK9Q4pTYgEAgwevRofPXVVzr7cnJykJ6ebrZwcMT/9e/yhKuq7Wzfvh3Tpk2rVtEryvpsvvXWWzhy5Ai6devGmefhw4fIy8uDvb09dYxa1j8Iw1AouFdeOsVTuatWrULPnj3xxRdf4MKFC8jJyTG7sUdZ6qdSqaBQKJCRkYGIiAiEhoZi2LBhOHr0KHJzc0n8WYhevXrp3afPlQlBVAbr16/Hu+++W6te7sHBwejatave302KWlG7+wfBDY0A6vnBUCgUSE1NxcaNG/HHH38gwD8Aw0cMR69evdCoUaNSBhmWCptWPMqn1Wqh0WhQWFiI2NhYHDt2DPv37UdCYgLkcnmlBEevbdSvX1/vPnq5EFWFhw8f4rPPPquV1x4YGIiYmBi9z6ivry/1j1rcPwgSgCYLsKKion/DLV28gOs3ruObb75B06ZN0bNnT3Tt2hX+/v6oV69eibWvUCgstaav+P9caDSaUusFX940Gg0yMzPx6NEj3L59GxcuXEBMTAxycnJK6kSjfRWHIfcjlgo/RRCmsmzZMigUilp57a86Y36ZwsJC6hy1vH8QJADLLASLR+DkcjmuXLmCmzdv4qeffoJEIoG7uzsCAwPh7+8PHx8fuLu7w9XVFXZ2dnBwcEC9evV0RgnVajUePXqEtLQ05OTkICsrC8nJyUhISMDTp09x7949ZGRkQKVSQa1WQ61WQ6VSkWVvJUFiu2Lx9vbGmDFjTDrG3NFZqhsqlQp79+41mOe1117DpEmT0LJlSzg5OSEuLq5CIp9UBIbWVJPoof5BkAA0mxjUaDQlPyrZ2dl48OABxGLxv/78hMKS6eGgoCAcOHBAx6FmUVERpk6diuvXr0Oj0YAxBq1WC61WWzLtS6Kj6kAjCBVL48aN8d1331FDmMCjR4+QmZmpd394eDgmTpxYKs3Q0oaKJjo6Gh988AHnvs8//9xgODzAsE9Y+nCu/v2DIAFYJSkWa6+uxROJRMjNzdX745Ofn0+GGzVAAJorHBxBlIf79+/r3TdkyBCdl3tVIyUlBXfv3uXcl5GRYfR4Q47vHRwcqH9U8/5BkAC0GCKRCDY2NhCLxSWje4YCgFclJBIJbGxsIBKJSqaqyTDE/F/P+nB2di5X2eY2IqouUQMsZTzFF33PiKVHiyx13Y8fP9a7b9CgQdX6+cvLyzOax9DvNQnAmt0/CBKA5RJQnTp1wuzZs+Hn54fk5GSEh4fjwIEDJeHdqiICgQC2trYYNmwYpk+fDk9PTzx9+hTLly/HwYMHKRScGdEXDs4cAlAqlcLOzo7TmERfXN+CggK95RlaDF+VMHTd+p65vLw87N69m3Ofv7+/TqxTQ9OC8fHxnOmWtuq2sbGBUCjkHPnXNxuQnZ2NP//8k3Nfy5Yt0aFDB4MiycPDgzPdXG6tzCGaDT1HT548MXp8YmKi3n3lnco01I+ysrI406vaspHK6h80/U4CsEqPQjRu3BgbN26Et7c3xGIxfHx80Lp1awwfPhyLFy/G7du3UVBQUKWmakUiEZycnPDee+/hq6++gpOTE0QiEVxcXLB69WokJyfjwoULFBHETF/Ov/32G+c+W1tb+Pj4lPscrq6unELowYMH0Gg0OqN6hpwkV6fRDn3X/c8//3DmP336tN61YKGhoToCkCsKTzF37tzhTL99+7bFn906deogLS1NZ5++keajR4/qve4pU6agQ4cOBgVHQkICZ/rz589N/r3kQqVSobCwUGetsykYcqZ+4MABZGRkoE6dOpz7FQoFjh8/rveDyM3NrdwfK/rQN21d1RyZW7p/WLJvEBbSP7W9AaRSKYYPHw5PT8+S0G8SiQR2dnYICQnBvn37sHr1agQFBcHBwcFoRBBLI5FI4OTohM6dO2Pz5s1YuHAhXFxcStzQSCQSuLi4YPjw4QZ/tAh+XL16FQMGDNDr6qVLly5m6ROurq6c6QUFBdi8ebPOF/Xq1av1llWdIh7ou+6UlBQcOXKkVJpWq8XatWtNGkEy5L5n7969OqOAZ8+e1SskKuK6Hz16hFOnTpVK02g0+Pnnn/WW5eTk9O/XvIF+ePLkSc70yMhIk+ptaHQ5Li6uXG3SqFEjvSIhLy8PH3/8Mec0L2MMc+bM0Wvg0LZtW5PDa5rSj3bu3Knz+xAbG6t3pLrSRnss3D8s2TcIC/WJWq+AhUI4OzvrfL0IBAJIpVLUrVsXY8aMwaBBgxAVFYXNmzfj0qVLKCgogFKptPgIm0AggFgsLpku69atG959910EBwfDzs6OU+QJBALY2NiU+0evNnHv3j3897//LXnhZmdn4/r167h8+bLB40JCQsxy/iZNmuDSpUuc+z766CMkJSVhwIAByMvLw+rVq3H48GG9ZbVo0aLatLuh6x49ejTm/b/2zjwsqvL9/+9ZmI19RxQREdTUEBJMrVzSBHJBMyvNrbS6KjOXxMqPueZWfV1aTDOz/GqJuRGamYiSmi1gfsR9AUQQFYad2Z/fH/1mviJzhplhZhjgfl3XXMpZnnPOc9/znPc8y30vWIBBgwahvLwcX331FQ4ePMhZVlRUVL1tPj4+nMcrlUr0798fy5cvR+fOnXHixAmDD9ibyMhIoz1HjDE888wz+OCDD9C/f3+Ulpbiiy++QEZGBmdZjzzyCADAz8+P85iUlBRMnToVgwcPrtNDtXr1aovu29Qw7RtvvIFt27ahU6dOVtWJVCrF8OHD8cMPPxjd//333+P69euYNm0aevbsCZlMhosXLzboF0OHDm20vUz5UXFxMfr3748FCxYgNDQUv//+O95//32nm4dtb/+wp28QJADtglqtxokTJzBt2jSjcaT0OXv9/PwwYsQIxMfHIzc3F4cOHUJaWhrOnTsHhUJhiNWnD+lijdC7P3yMUCiEUCiEv78/+vXrh0GDBqFv374IDAyEi4sLXFxcjAo8fRaTo0eP0kIQC7hx4waWL19u8QurodAU5tK3b19s376dU6gsWLAACxYsMMuPuHKiOiOmnruiogJz5swx+/tj7EUfEhJi8ry8vDyL4w3a6rn37t1rdJ9cLjc7W4NAIDCkKWzXrh3ncTqdDgkJCZgyZQq6dOmCvLw8fP311xYHMW/bti3nvtOnTyMiIgIdOnRAZmamyfvh4pVXXuEUgADwxx9/cP5g4MIWcewa8qOsrCwkJSU59XfN3v5hb98gSADaHI1Gg/T0dGzduhUTJ06Eu7u70VWUeiEoEonQtWtXREZG4rXXXkNxcTH++9//Ijs7G//88w/Onz+P0tJSaLVawyINY0KNx+PBzc3N8MvSz88P7dq1Q3h4OMLDwxEZGYmIiAgEBwdDJBIZBKGpFYSMMVRXV2PXrl04dOgQCUA789ZbbzV6AYie8ePHY+7cuY2eOD5ixIhmFbvLVs/97LPPGp3IHhkZCR6P53QT0SdNmoT58+c3OtLAhAkTDPPiHnvssQbbuk2bNjXqegMGDMBnn31m8pjc3FzU1tZaVf6gQYPw9NNPm+zhtlT8hYWFNbocZ/UjS7C3f9jbNwgSgDaHMYbKykr85z//wR9//IH33nsPHTp0gEQiMSq29EOy+mHZDh06ICQkBPHx8YZ4gFVVVZDL5aioqDAc9yAikQibN2+GUCiETCaDWCyuk0ZOH1Da3PllGo0GlZWV2Lx5M1asWEGJvu1MdHQ0Fi9ebLPyvLy8sHz5csyYMcPqMlxdXZtd8GRbPLebmxuWLFnCWX5cXBxOnz7tVM8dEBCARYsW4d1337W6DG9vbyxcuNDwd1BQEGJjYxucttAYhgwZAk9PT7u2Lxs3bkRcXJzJVb3mIJPJLB7iNuWnzuhHlmBv/3CEbxC2hU9V8H8iMCUlBfHx8Vi7di1u3bqF2tpakyt/eTweBAIBRCIRJBIJZDIZ3NzcEBgYiMjISMTExODhhx82KuIEAgHat2+Ptm3bwsfHB25ubpDJZJBKpZBIJIZev4bQx/07d+4cpk6dikWLFqGkpISW3tuRqKgopKam2nyRzZtvvonhw4dbff5nn32GLl26NLv6bMxzCwQCbNu2DZGRkZzHvPbaaxYLSkfwzjvv1JlzZdEvd6EQO3bsQGhoaJ3t5kwTuJ/ExESLjvf09GyUaDWH4OBg7Nmzx+SctYYQi8XYs2ePTVboW+tHplY1NxX29A9H+AZBAtBuIlClUqGgoABLly7FwIEDsXbtWuTm5qKmpsaieEh6Yaifq2fqGH2vn6X3qlarUV1djatXr2Lx4sVITExEamqqxXN6CPMRiUR4/fXX8dtvv5mc72L1l5HPx86dOy2OyC+TybBt2zZMmjSpeTZCVj63u7s79u/fj5EjR5o8bsKECUhISDCrzGHDhiE5Odkhzy0QCLBv3z6L5yB6eXnh4MGDRuc8Dhs2DLNmzTKrnMFPDsbGjRstvu85c+bY3ddiY2Pxxx9/oGfPnhaf27ZtW+zfv99mC7Ss8aOkpCRMnz7d6b5r9vYPR/gGQQLQrkKwpqYG169fx5IlS/D4449jzpw5OH78OORyuWHBR1Pcl1qtRm1tLeRyOTIyMjBz5kwMGDDAEPeP5vzZ5yXdv39/LFq0CJcvX8Znn31m1x4iiUSCzZs3Y/v27YiNjW2wF2js2LH4/fffMX78+GZdz5Y8t0AgwKRJk5CTk2NWD4VAIMCuXbswZcoUk+I+OTkZe/bscWj4JL1437p1K6Kjoxu099SpU3H+/HmTPYerVq3CmjVrOEOq8Hg8TJkyBWkH0qx6VoFAgM2bN2PTxk1GV17birCwMPz555/YsmULIiIiGjw+ICAAc+bMwYULF2wu/sz1I7FYjEWLFmHXrl1Om5HHnv7hKN8gbAOPNTBWWFNTg1GjRuHIkSNOF1TY09MTP//8M3r16lVnuFSpVGLjxo2YN29eoyeX68PBSCQStG/fHsOHD8eTTz6J7t27w83NzdCLp//XFmi1Wuh0OjDGoNPpoNFoUFpain/++QdHjx7FwYMHUVRUhNra2kZPIpfJZFixYgVeeeWVOqug1Wo1/v77b8THxzvdnA6hUIgnn3wSu3fvtii4qFqtxrFjx8xqxNzd3REcHAx/f3/OXlxTFBUVcQYajomJMRlW4n6ys7Px22+/4ebNm7hz5w7EYjECAwPRsWNHJCQkmL3gw5r7yc3N5QzI3KNHD6PXNnXOww8/jICAAKueWx/fMioqCvHx8WbX34PcuHEDO3fuREFBAeRyOTw9PdGpUye88MILhmDBlj63rWzNGENWVhZOnjyJ/Px83L17FyKRCN7e3oiJiUF8fLxFWV7KysqQlpaGnJwc3Lp1CxKJBB06dEBSUhK6du1qaGsyMjKMThnx9/c36yV+7tw5nDhxAleuXEFlZSVUKhU++eQTmy2Q0tfNpUuXcPDgQRQUFKC0tBR8Ph8+Pj7w9/fHY489ht69e5stuhprs/v9qLy8HL6+voiIiMDzzz9vOHfVqlWcvckpKSkYM2ZMk3xHHekfjvANggSg3QTgg8LAxcUFYrEYHh4e6N27N2JjY9GzZ0+EhYUhICDAEJ7l/o+xX1H6IWfGmOHLpdPpoFarUVJSgps3b+L69ev4559/8Pfff+PSpUtQKpVQq9VQqVQ2y0rSmgQgQRCEI3vaLBGABOHwdylVgWU9c1qtFgqFAhUVFbh9+zbS0tIMq4I9PDwQFhZmWNzh7e2Njh07Yvjw4fVEoEqlwnfffYfLly+jpKQEJSUlyM/PR1FREVQqFTQajaH3T/8hCIIgCIIgAdiE6Ofk3T/vrqysDAUFBXWGhWNiYpCQkFBPAGo0GmzduhVZWVkGsaf/EARBEM6DXC5Hfn6+0X0hISFGh2dpTjZBArAZoV+Za60QY4wZegmBf4eMFQoFZ0gWpVIJhUJhE9GnzyCiF5MEQRCEbUhLS8OECROM7nvvvfewbNmyetuLioo4y6M87QQJQCcSfhKJBG3atEFERAQKCwuRl5uHquoqpxdTPB4PHh4eiI6ORnh4OC5evIizZ8+isrKSDEsA+Dd91s6dO43umzBhgk1W6y1fvhwlJSX1tkulUs4gzUTLR61W44MPPjBrsZpIJIKPjw+Cg4PRp08fdOjQwWnymevzLRtj8+bNmDNnTp2FDUqlEnv27OE8x9zFUETjyMjIwE8//WR034svvmhVmCESgC0MmUyG6dOn46233oKnpyeUSiV++eUXLFu2DNeuXbPpQhJbwufzERAQgE8++QSJiYkQiURQKpVISUnB3LlzUVZWRsYlkJGRgY8//tjovkcffdQmAnDz5s24du1ave0+Pj4kAFsxNTU1FufY1tOuXTu89dZbeP311+Hq6tqkzxEeHg6pVGo0jVlxcTEef/xxrF+/Hj169MCdO3cwe/ZsFBYWcv5o79y5MzmHA/jrr7842764uLhWLwBbfRxAoVCIPn364J133kFgYCBkMhm8vLyQlJSEAwcO4N1330X79u0hlUqd5p71OYajoqKwZcsWjBw5Ep6enpBKpfD09MRzzz2HkSNHWhW+hCAIwhkoKCjA3LlzERkZ2eQp2EQiEcaOHcu5PycnB4MGDYK/vz+6deuGn3/+mfPYmJgYCoNCkAB0BlxcXDB48GC4uroa4vjxeDyIxWIEBwdj9uzZOHLkCJKTkxEWFgZXV1ez8/Pa417d3NzQqVMnfPDBB0hNTcXAgQPrhELR33u/fv1onglBEM2ewsJCDBo0CAcPHmzS+3j11VdtUs60adPIqAQJQGeBK+cvn8+HRCJBWFgYkpOTkZmZifXr12PgwIHw9fWFTCazqxgUCAQQi8Vwd3dHYGAgRo4ciS+//BLHjx/Hm2++iTZt2tSJ3aeHMYaysjJaDEIQRIugpqYG48aNQ15eXpPdQ58+fSxO2/cgXbt2pVRphNPQ6ucAqlQqpKamYtq0aQgKCqoXSV6/MlggEKBNmzYYN24cxowZg5s3b+LYsWM4cuQITp8+jaqqKkO8Pv0q4vuDQXMJPJFIBMYY+Hy+4SMUCiGVSvHQQw8hLi4OvXv3RnR0NHx8fODi4gKhUMiZdUSn06GkpAQpKSlQKpXk4QRBtAjKysowYcIEHD9+vMnu4dNPP0VWVhYuXrxo8bkeHh7YsWMHJBIJGZMgAegMaLVa5OTkYMaMGVi2bBlCQ0M5v6B8Ph9isRgikQidO3dGeHg4Jk+ejKqqKuTn5+Py5cu4evUq8vLyUFhYiNLSUoSGhhoVgHw+H7169UJYWBi8vb3Rpk0btGnTBu3atUO7du0QFBQEqVRaRxQ2lGpOo9Hgzp07mDt3Ls6ePUs9gARBOC0ymQzt2rUz/F1aWoqSkhKYSk6VmZmJv/76C7169WqSe/b29saxY8eQkJCArKwss8/z9/dHWloa5cclSAA6G/pewH/++Qdz587F6NGj4e7uzjmH7v5eQeDfRPZeXl7o3r27IbWb/qMPMfMgEokEq1atMhxz/0cfRNrcEAiMMSgUCly8eBHz5s1DZmYm9f4RBOHU9O/fHwcOHKizrba2FqmpqZg1axZu3bpl9LwNGzbgq6++arL7DggIwMmTJ7F48WKsW7cOVVVVnMfy+Xy89NJL+PDDD+Hv709GdzCTJk1Cv379jO7r1q0bCUBykf/Ly3vt2jXMnj0b3333HWbOnIkBAwYYFn2Y6n3j8XgWr7jl8XiNXlnMGINSqYRcLsf27duxZs0aFN8uhlrT8iPQN9QbShBE80MqlWLs2LGIi4vDww8/bDSe6aFDh5r8PsViMZYtW4bk5GTs2bMHp06dQkFBASorK+Hr6wt/f3/06tULSUlJJPyaEH9/f6p/EoDmC6qqqiqcPHkSZ8+eRY8ePfDKK69gyJAh8PT0NMy/a+p71Gg0UKvVKCkpQWpqKjZs2IDr169zLmYhCIJoTnTo0AFvvPEGVqxYUW9fQUEBSktLjaZfczQeHh6YNGkSLewgSAC2FBGo1WpRUVGBU6dO4cyZMwgMDMTo0aMxfPhwdO/e3TA3z5x5eba6H51OB61Wi6qqKmRnZ2Pfvn1ITU1FaWkpCT+CIFocI0aMMCoAAeDmzZtOIQAJggRgCxaCVVVVqK6uxvr167Fp0ya0bdsW8fHxeOKJJxAVFQVfX1+DELx/Dp8lwpAxBp1OZ5g3qP+/TqdDbW0t8vLycObMGWRmZuLYsWMoKSmBUqmEWqWGjpHwIwii5dGhQwfOfXfu3KEKIggSgI4RgwqFAgqFAhUVFbh69So2btwIkUiEjh07IjY2Fg899BA6deqE4OBg+Pn5wc3NzbCYQywW11vQoS9Tq9WipqYGlZWVuHfvHoqLi3Hz5k1cuXIFFy5cQE5ODqqrq6HRaKBSqQxhZgiCIFoypuZIy+VyqiCCIAHoWHQ6HZRKJZRKJXg8HsrKynD27FlDL6D+X5lMBl9fX8TGxmLt2rX1GrPa2lpMnjwZJ0+ehEKhqDfUq9PpoNFooNVqTYZFIBpHRUUFDh06hPT0dNy6dQt3796FRCKBv78/HnroIcTHx6N3795mrcjOyspCZmam0X2JiYmIiIgAAGRnZ2PLli3Iz89HUVERfHx80K1bN0ycOBEPP/yw2feu0Wiwd+9eHDx4ELm5uaiqqkJQUBA6duyIyZMnO3XICWvq6vbt2wgODkZERARef/11hIaG1jv32rVr2LJlCy5duoSCggLw+Xy0bdsWvXv3xsSJE62aEG5LH+GyXXV1NQIDA9G+fXu8+OKL6N27NwDg8uXLnBkwnn76aXTq1KnBaymVSuzduxenTp3C7du3UVBQAKFQiMDAQHTu3BlJSdhyo+IAACAASURBVEno2bOn0y2sMjXf+sEoB+b6EwAoFAr89NNPSE9Px507d3D79m1kZmYatZ+xuhOLxQgJCUFQUBCeeeYZxMbGNuo5FQoFdu3ahb/++gtFRUWGawQGBqJLly4YNWoUevToYZF/OcL2xcXF2L9/P06ePImioiKUlZXB19cXbdu2xZAhQ5CQkAA3Nzer6sRWZVviF87QhtuzHeDq3TJJdXU1e+qpp5hAIGAAnOrj6enJTp06xdRqdZ17VigUbN26dUwmkzXZvfF4PObi4sJ69+7Nqqqq6tVrVVUVi4uLa/J6lclkbN26dUyhUNS5P5VKxU6dOsU8PT2dzu5CoZAlJCSw6upqZi01NTVs8eLFzMPDo8Hr9ezZk6WmpjZY5urVqznL+OGHH1hNTQ177rnnTF5r6tSpTKlUNnitW7dusb59+5osa9y4cayqqoqtXLmS85iUlBRmC8LDw42W7+PjY5e6cnFxYUuXLmU6nY4xxphGo2HJycmMx+NxniOVStmnn35qOKcpfMRc2yUlJbHKyspG2U6tVrMlS5Ywf3//Bu8/Li6OZWRkMFtTVlbGec2EhIQG3z1c53799dcW+RNjjCmVSrZs2TKj9tRqtVbXXXR0NPvpp58srhulUsnmz5/PfHx8GrxG37592YkTJ8wu2562l8vl7M0332Qikchkub6+vuyTTz5hGo2myco2xy+cuQ23RTtgChKADwgLqVTKJBIJ4/P5jb4/gUDAYmNjOQVgbGysTa7D4/GYVCplMpmswS8OCUDG8vPzWXR0tMXXnT17dr0XhbmNx9atWxv8sus/48ePN3n/FRUV7KGHHjKrrNjYWLZw4cJmJQAtqatp06ax6upqNnr0aLPtuGLFiibzEUts17NnT/b+++9bZbu7d++yAQMGWNyOfPjhh2YLZHsLwPLycs5zt2/fbtGL++zZs6xbt26cx9xvM2vrbuHChSZtfz+FhYWsX79+Fl2Dz+ez//mf/2mwbHva/sKFCywyMtKisocNG2ZWW22Psm0pAJuqDW9MO0AC0Ezn9/DwYMOGDWPLli1js2bNYuHh4UwsFju9AHRxcWHdunVjixYtYp9//jmbOHEi8/LyIgFo4hdmRESE1ddeunSpVY1Nu3btLLrOvn37OK8zd+5ci8qSSqXNSgBaWle+vr4Wv+yys7ObxEcstZ2pdpfLdkqlksXFxVl9/x999JFTCMC7d+9ynrt7926z/WnUqFHMzc3N5DPrhVtj686U7fXU1tayqKgoq6/x+eefm+xVtJftCwsLWUhIiFXljhkzxqS4tFfZthSATdmGW9MOkAA0UwC6u7uzdevWsbKyMlZbW8uqq6vZlStX2PTp05mfn5/FvWqOEIA8Ho+5urqy+Ph4dvXqVVZTU8MUCgUrLy9n33zzjVnDVq1RAI4cObJR1+bz+ezvv/+2uLGx9DNw4EDOoR1b2sQZBaAjPqNHj3a4jzjKdsnJyY3+UWlKIDtKAObl5XGe+8svv9jUn/QCsLF1JxAI2PHjx00+1xtvvNGoa0gkEnbp0iWH2l6n01ncq/jg55tvvjF6z/Ys25YCsCW24a0+nYJAIEB0dDRefPFFeHh4QCKRQCqVIiwsDB9++CEOHDiAiRMnIjAw0BD/rynh8XiGHJrvvvsutmzZgtDQUEilUojFYri7uyMpKQmPPvpokwetdjYyMjKwb9++Ri8CWrBggd3v9fjx46ioqKi3/fLlyygvLydjNpKDBw9CoVA41EccYbvCwkJ8/PHHjSpDrVZjyZIlTW6ja9euce5r27atU9adVqvF/PnzOfffuHEDn3/+eaMXjSxfvtyhtt+3bx8yMjIaVfbixYuhVqsdWnZT0hza8FYvAIVCIXr27AmpVGpYZaXP9evq6oqePXtizZo1OHr0KObPn48ePXrAy8sLEonEYWJQIBBAKpHC09MT3bp1w/z585Geno5Zs2YhICCgjtDj8XgQiUTo0aOHIVcx8S+ffvqpTco5cOCA3eOQabVaXL582aKXImE+tbW1uHTpkkN9xBG227ZtGzQaTaPL2bNnD4qKiprURrt37+bcFxwc7LR1d/z4ceTm5hrdt3XrVptEddi+fXs9EWFP25vKvSwUCjF48GA8++yzCAoK4jzu+vXrRlfY2rPspqQ5tOGtXgDqdDoUFhYa/eLoc/zKZDJERkZi9uzZOHr0KFJTUzFv3jz06dPHEPNPIpFAJBI1ShTqrycWi+Hq6goPdw/4+fnhscceQ/K8ZOzfvx/Hjx/HzJkzERYWxtkjqdFocP36dWi1WnrT3/fCfzDx/P1ERkZi7969KCsrQ15eHhYuXMh5LGMMv/zyi8X38NRTT+HcuXMoKyvD6dOnER0dbfL4e/fu1dtWWlpq8pwRI0bg/PnzKCsrQ3p6Ojp37tws7WVpXQHA0KFDce7cOZSXl+P06dMNhsG5e/euQ32kIdv16tULWVlZKC0txaFDhxASEmJxvZ0+fZpzn7+/P3bs2IGSkhLcvHkTycnJnKFFGGNIT09vMvtnZWVh06ZNRvd17doVXl5eVpXbvn17rFy5En/++Sfkcjny8/Oxf/9+8Pl8m9WdXgRaap82bdpg165dkMvlyMvLw4wZMziPValU+P333x1i+6qqKhw+fNjosd7e3sjMzMThw4exc+dOXL16Fc899xznffz00091/rZn2c7QLlnThtuiHTCb1j4HkMfjMV9fX5aRkWHWnDKdTsdUKhVTKBSssrKSXb9+naWlpbGVK1eyiRMnsri4OBYUFMR8fHyYr68vGzBggNFyq6ur2cCBA5mPjw/z9vZmQUFBLCoqio1KGsVmz57NvvzyS3bs2DFWUFDAqqqqWG1tLVOpVCYn0up0OlZTU8MOHz7MvL29aQ7gfWRnZ5uc3FtYWFjvnJdeesnkak9L5o+0adOmXmiAu3fvmpycbmxux2effcZ5fHh4eL3vQkFBAXN3d29WcwCtqau2bdsylUpV55w7d+4wV1dXznN+/PFHh/qIKdt5eHiwsrKyeqsiTc0RNma7mJgYiyalT5w4kfP4mTNnOnQOoEajYXl5eWzVqlUmbT19+nSr5m6NHj2aVVRUcN6rLevuP//5j9FrdO7c2ex5jYwxk6vb58+f7xDbX7p0ifO41atXG323BQQEmDX31p5l23oOoCPacFu1AzQH0HwBDLlcjpemvIQff/wR5eXlJrvRH+yla9++PYYMGYIZM2Zgw4YNSE9Px4ULF5CVlYWMjAysW7cOIpGoXjkikQjr16/HiRMncPbsWVy8eBEnTpzAtv/dhqVLl2LSpEno06cP2rRpA1dXV0gkEri4uJj81VZTU4OjR4/i1VdfRVlZGXX73ceVK1c4902fPh1t2rSpt33ixImc51hav2PGjKnnB35+fhgzZoxF5ahUKpPXeHDeZ9u2bTF27NhmZStr6uqZZ56Bi4tLvV6PZ555xml8xJTtnnvuOXh6etbZ1qVLFyQlJVlUd8Z6HADAy8sLI0aMqLd96tSpnGXZO9vGr7/+Cn9/f/j7+8PX1xcuLi4IDQ3F3LlzUVVVxdn+vv766xZfa/Dgwfj+++/h7u7ukLqrrKw0q9f5/u/pkCFD6m1/+eWXzfYve9m+uLiY87gnn3yy3jaZTIahQ4fCx8en3ufBUSl7lu0M7ZKlbbit2gFzoVUC+HcY+EbuDUyfPh07d+7E7Nmz8cgjjxhElykxKBAI6s21Y4zB3d3dMNfD2GIMgUBgGJ6zNHfwg9dSqVS4d+8eNmzYgA0bNqC0tJSyhzxAfHw8Tp48aXRf9+7djW43lYvUUgEYFhbGOSRlCaYaucjISOPPEdqhWdnKmrrq2LFjo+vX3j5ije0ezFTQEFwCg9M3TNy/sQnstkStVnOKFi6ef/55dOnSxbKXnFCIL7/80mRbbuu6MzbJX6PRcIpqLjt37tyZc5jxwWFwe9neVL1x2e/bb781yzb2LNsZ2iVbteGWtgMkAK0QUvqUTydPnsTAgQMxbdo0PProo5BKpYYUb+agF4YNHdOYVbparRZqtRrl5eVITU3F2rVrcf36ddTU1JAxjeDu7o4+ffpYdI5MJjPpL5bANYHZ1dXVYj/lgis1kkgsala2sqauuM4xZUNH+4gp23GtavXx8TH7XpRKJWpra43u48qrK5FImtUPA2sW6QwePJjzB4K96s6YeK6pqeH0Aa5rhIeHIysrq0ltHxAQwLlvxYoVGDBgQIPiuinKdoZ2ydI23BbtgCW0+iHgBw2jVqshl8uxf/9+PP/880hMTMTGjRtx7do1VFdXQ6VS2WSllbX3plQqUVlZibNnz2LVqlXo378/Zs6cifPnz5P4c2JoRbZ966q5168t7r8l9/q7u7sjJSXFqhehPp+qI+vOWHn2tI89yw4NDeVcdJOeno4BAwbg8OHDVt2DPctujm24o9sx6gE0Ibb0qwnPnDmDxYsXo2/fvkhMTES/fv0QEhJiWPV7/8cWaLVa6HQ6/P9A3dBqtaisrMTFixeRmZmJQ4cO4fz586itrYVSqYROpyOjNQL9UFRlZaVhDqiXlxetoibIR5yA6OhofP/995zDYw3Rrl07qsRGipIxY8Zwhms5efIknnrqKXTv3h1Tp07FpEmTzF6lbc+yCRKAjRaCWq0WNTU1hhARv/76K8RiMYKDg/H4448jOjoaXbt2Rfv27eHt7Q2BQGAQgjwezxCXz1jZKpXKIPKAf+ciarValJSU4NatW7hx4wZycnJw5swZnD17FtXV1VCr1VCr1U3SC9mSqKiowIYNG3D48GGcOHGCc/iEIB9pCT5y/PhxowLKmduR2NhYTJ48GS+//DLEYrHV5Xh4eLRqP7aF7efMmYNvv/3W5AKGc+fO4e2338a8efPw3HPPYc6cOZxzZx1VNkEC0GZiUC++qqurUV5ejitXrkAoFBo+Pj4+CAsLQ7t27RAYGAhvb2+EhYVhxIgR9USgSqXC1q1bcfnyZZSWluLevXsoKChAUVGRYZhZp9NBo9EYPoRt2L59O15//XXKqEG0Gh9hjJlc5dwUdOrUCS+88ILhb4FAgLZt2yIiIgKdOnWyS7aP1vruaqztO3fujKVLl2Lu3LkNHqtQKLB161Z8++23GDlyJNavX2+yF9aeZRMkAO2CVquFVquFUqk0bCstLcWNGzcMw8ECgQAxMTFITEysJwA1Gg2+++47ZGVlGcSe/kPYjy+//BKvvfYaVQRBPtLEREREYPHixVQRzYTZs2dDpVKZTHX3oPDcu3cvMjMzsWPHDqNhbhxRNsENLQKx8S8tjUYDlUoFhUJh+HBNYFUqlVAoFHV6/Aj7ceXKFbz99ttUEQT5CEFYKhb4fLz//vv44Ycf4Ovra/Z5JSUlGDNmDC5cuNAkZRMtWAByiSvG2L9xsolG1WFLWlm4evVqKBQKMjhBPkIQVjJ27Fjk5uZi+fLl8PPzM+uciooKjB8/vsH3iT3LJurTrIeAmY6hvLzcaLytkpIS6Bj1qJkj/kpLS432Psrl8hbzpVKr1fjxxx9NHvPII49g6tSp6N69O7y8vHDhwoVml0WDIB8xRkhICMaNG2fROQ899BA5RQvAHrZ3c3PDvHnzMHPmTBw4cADbtm1Damoq1Go15znZ2dk4deoU+vbt22RlEy1IACqUCuzevRuPPvooPDw8wOfzodFoUFJSgtTUVJOrioh/UalU+Omnn/DKK69AKBTCxcUFOp0ONTU12L17d505js2Za9eumUzCvXnzZrz00kt1tgUGBpKDtCJaso907NgRK1asICO3Quxpe7FYjFGjRmHUqFG4ffs2PvroI6xbt45TrG3YsMFskWbPsol/adZDwGq1Gj/88AM++eQT5Ofno7y8HDk5OYbAyDSnrmG0Wi1ycnIwa9YsXLx4EeXl5cjPz8dHH32ElJSUFiOiL126xLkvKSmp3oudaH2QjxCE9QQFBeGjjz7CgQMHOLN3/P77705XdmumeQ8BM4bKykqsXr0aX3zxBaRSKaqqqlBVVWWyu9iR6EO5PHg/Go3GaYZXlUol9uzZg0OHDsHd3R3V1dWora1tUbHxrl+/zrlv2LBhLeIZuXye5sa0Dh+xVSD6VtkTYuO6M5bRwZ72cSbbDx48GJMnT8amTZvq7btx4wY0Go3VaVDtWTYJwGYqAvWrbXk8nlO97PRzEdPS0urlY1QoFLh3955T3K8+KLVKpTI6p7IlUFlZybkvODjY6HZnjL3I4/E49+Xl5RndfufOHWrpnMBHTNlOLpcb3W5JekeRSAQ3NzdUVVXV28eVsaSyshIpKSlG93Xt2tXi3MjNFVN1ZyyvLwBUV1dzlufp6Vlvm0wmA5/PNzoyxTVaVVZWht27dxvd1717d8TFxdnd9qdOnTK6ytbd3R3PPvus0fOfeOIJoyJNP0VLP3XCnmU7K/ZuB1qVAHTmng6dToebN2/i1VdfrWd0xpjJ5OBUh7bF1BeooKDA6PabN2865YuKi5ycHKPb//vf/5K6cwIfMWW78+fPG91uaQBff39/oyLg6tWrRo8/duwYXn75ZaP7Jk6c2GoEoKm6u3z5MrRabb1ePVO2MZZ9RCAQwNfXF3fv3q2379q1a0bLOXToEKd9XnnlFYMAtKft9+7di1WrVhl9nqFDhxp91nv37nHWzf1ZXexZtjP/2LB3O2AuNGZgZ7RaLaqqqlBZWVnnU1VVRXMUHYipYYEjR44Y3Z6enu50zyGRSDj3/fjjj/V6ATMzM3H48GFyACfwEVO2++GHH+q9vM+dO8fZQ2NKxBjj9u3bOHDgQL0fqJ9//jlnWd7e3q3K/lx1V11djW+++abeD+W1a9dyluXu7m7RNa5du4ajR4/We3ds2LCB8xoP5sS1l+3bt2/P+W77+uuv621Xq9XYuXOn0XNcXFzqiDp7lu2sOKIdIAFIEPdhKqZUSkoKfv3113q/uFavXu10z+Hj48O5T6lUon///tixYweysrKwfv16JCYmkvGdxEdM2a64uBj9+/fHvn37cObMGWzYsAH9+/e3eC5zp06dOPe98MIL+Pjjj5GdnY2MjAxMnDgRBw8e5Dw+KiqqVdnfVN298cYbWLJkCf7++29kZGRg9OjRSEtL4zy+W7duRrcby8mrF5TPPPMM1q5dizNnziA9PR3PP/88MjIyOK/xyCOPOMT2vXr14jxu4cKF+OWXXwx/37lzBy+++CJOnTpl9Pj+/fvXma9oz7KdFUe0A2b/6KVmn2gNmMoXqdPpkJCQgClTpqBLly7Iy8vD119/bXQ4pakJCQkxuT8vL8/imF+EY3ykIdtlZWUhKSmpUc/Qt29fbN++3ei+iooKzJkzx6xyeDwehg4d2qrsb6rulEolFixYgAULFphVd0888QTnNfbu3Wt0n1wuNzsLjUAgwJNPPukQ2/fq1Qtt2rRBUVFRvWPLy8sxdOhQBAcHw8/PDxcuXDApVp5++uk6f9uzbGfFEe2AuVAPoAXweDxDnt+m/BCW89hjj5ncr9FosGnTJsyePRvr1q1zSvGn70EwNYmYcF4fcYTtxo8fD5lM1uhynn32Wc6FLy0VW9XdiBEjOBciTJo0yeQcMHOZMGFCvZRp9rK9QCDAG2+8YfKcwsJCnD171qRACwwMxLRp0+oJWXuV7aw4UxtOPYAWiD93N3eEdwpvsmXmjDHI5XLcuHGD5g9aSFBQEGJjY/Hnn3826+fw8vJCXFwcTp8+TUZtZj7iCNt5eXlh+fLlmDFjhtVluLm5YcmSJa3O/raoO1dXV5NBlwMCArBo0SK8++67Vl/D29sbCxcudKjtZ82aha+++gq5ublWl71y5Uq4uro6tGxqw0kA2gxvH2/87//+L9q1a9ckPXFKpRIbNmzA0qVLW1SMPkexYMECDB8+3OzjExMT602edgZee+01ixoPrvAQhON9xFLbcQ2PmeLNN9/Er7/+itTUVIufXyAQYNu2bZxz1Vo6jak7APjss8/QpUsXk8e88847OHLkSL05pWa9sIVC7NixA6GhoQ61vVQqxd69e/HEE09whsVpyO8nTZpkdJ89y3ZWHNEOmAONJ5oJYwzFxcXYunUr+Hw+XF1dHfqRSqVQKBTYtm1bi0nP5miGDRuGWbNmmXXs4CcHY+PGjU75HBMmTEBCQoLZz5ycnEzGdxIfscR2SUlJmD59uuWNOp+PnTt3Wpy5xN3dHfv378fIkSNbrf2trTuZTIZt27aZJUQEAgH27dtn8VxdLy8vHDx40OTcTHvaPioqCr/88gvnyl0u5s2bh08//dTkMfYsu7m34da2AyQAbYxSqcSWLVtw7tw5hwcJVqlU+PHHH5Gfn0/Dv41g1apVWLNmDedcGR6PhylTpiDtQJpN5urYA4FAgF27dmHKlCmcx4hEIiQnJ2PPnj1O+xyt0UfMsZ1YLMaiRYuwa9cuoxklzEEikWDz5s3Yvn07YmNjG7ynSZMmIScnh1aNW1h3QqEQY8eOxe+//47x48dbLBi3bt2K6OjoBq8xdepUnD9/HoMHD25S2/fu3RvZ2dl4++236yU3eJA+ffrg+PHjWL58uVl+bM+ym2Mbbot2oCF4rIHIvzU1NRg1ahSOHDnCGVG8NeHi4oL4+Hh8++239eIw2QudTofbt29j8ODBuHTpUqsXgEKhEEOGDMGuXbusnvRcVlaGtLQ05OTk4NatW5BIJOjQoQOSkpLQtWtXAP/GosrIyDAaHNvf379emIyioiLOYMwxMTFGl//n5uZyBmrt0aNHg1Htb9y4gZ07d6KgoAByuRyenp7o1KkTXnjhBQQFBdnkGubw559/ory83OiLzliCdkfVlalzHn74YQQEBDjUR7hsV15eDl9fX0REROD55583PP+qVas4e3BTUlIwZswYs+yTnZ2N3377DTdv3sSdO3fg4uICHx8fREVFIT4+3mRoisagVqtx7Ngxo/t8fX0bFD/mYo0/mcuDdScWixEYGIiOHTsiISGh0d8fxhiysrJw8uRJ5Ofn4+7duxCJRPD29kZMTAzi4+ONZhax9v5tZfuysjIcO3YMJ0+eRFlZGfh8PsRiMdq3b4+RI0ciPDzc6nu2VdmW+kVTt+H2bgeMOZ9Jqqur2VNPPcUEAgED0Oo/PB6PeXp6sm3btjGFQsEcQW1tLVu3bh1zdXUlGwBMKBSyhIQEVl1dzQiiJbNy5UrO70FKSgpVEEFQO2B1uTQEbMWvtcrKSqxYvgLFxcV2743T6XQoLS3FF198QQs/CIIgCIKwzWgaVYF1ouza9Wv48ssv8d5779l1+TnN/SOIloFcLkd+fr7RfSEhIUaHl+yVAYAgCGoHSABaiUKhwObNm5GUlITo6Gi7xAak3j+CaDmkpaVhwoQJRve99957WLZsWb3tpkI/0OIegqB2oDHtgNlDwJR9oC6MMZSWluLDDz+0W4w16v0z4bh8Pvkk0ax4MHfr/WzevBlyubzONqVSiT179nCeY2oBC0EQ1A7YRABKJBKymhE0Gg0yMjLw888/o7a2FhqNBlqt1iYfjUaDkpIS6v3j+DHSXKK+E4Se8PBwzvAWxcXFePzxx3H06FHcu3cP58+fR1JSEgoLCzm/A507d6ZKJQhqB6y+lwbHLXk8HsLCwiAQCBwe+87ZYYyhoqICS5cuRfv27eHh4WGzstVqNdLS0pCXl0e9fw8gEAgQGRlJeZGJZoVIJMLYsWOxdetWo/tzcnIwaNAgs8qKiYmBt7c3VSpBUDtgPwEoEAjwxBNPYMuWLZSBwgg6nQ4XL15EYmKizYcklUol9f4ZQSKRoF+/fiQAiWbHq6++ytnwW0JzSXxPEITztgMNBoJmjOHu3buIj4/HP//8Q71RRJMiEAjw6KOPIjU1lXpAiGbJ+PHjsX37dqvP79q1K7KysmhqDkFQO9CodqDBLhQejwcvLy/Mnz/fbtHiCcKsXys8Hnx9ffHBBx/QHECi2fLpp5+iS5cuVp3r4eGBHTt2kPgjCGoHGt0OmDWG5uLigqFDh+Ldd9+Fn58fDb0RDofP58PPzw+LFy9G3759KQQG0Wzx9vbGsWPHEBMTY9F5/v7++PXXX02mlyMIgtoBcxEsXLhwYUMH8Xg8uLi4ICoqCl26dMH5nPOoqamBTqejIWHCbuj9TiaTISIiAmvWrEFSUhL1/hHNHldXV0yePBk6nQ7Z2dlQqVQmf/y8/PLL2L17NyIiIqjyCILaAdu8YxuaA3g/jDGo1WqUlJTg0KFDSEtLw99//43KykpYUAxH4Y09nTWJARljKC8vryeE9aFKGuqpUqlURuMI8vl8eHp6ttpYdzweD54enugZ3ROJiYlISEiAr68vxGIxtRpEi6KiogJ79uzBqVOnUFBQgMrKSvj6+sLf3x+9evVCUlIS/P39qaIIgtoB275nmRXKjTEGlUoFnU4HrVYLhULReAFoAyHWFOfW1tZi0KBByM3NrVOOm5sbvvrqKzz22GOcWUK0Wi1+++03vPzyy3VEII/HQ2hoKNLT0yGTyVqtAJTJZODz+RAKhRAKhTT1gCAIgiBshFX5y3g8Xp2emNY8JFddXW1UmPD5fPj4+MDf3x8uLi5Gz1Wr1fD29jbayycUCuHv79+q65YyfRAEQRCEEwlAelGbXy/6jzX1ZupcgiAIgiCIJhWALQGtVmvVULBWqzW5T6vVcoo4rVbLuYiGMQaNRmN19hWuYWeCIAiCIIhWrxK0Wi2qq6uRl5eHmpoai0VgTU2N0WwdGo0G586dg5ubGwQCgdFz9ccYE5G1tbXIysrizBloCjc3N4SEhJi8NkEQBEEQrRerFoG0FDQaDa5evYoZM2bgr7/+MtmbxwVjDFVVVUZXAUulUs75f3rUajVqa2rrrWLm8/lwc3OzaghYKBQiNjYWa9asQadOnUgEEgRBEARBAlBPTU0NJkyYgAMHDkChULQco/7/RTrDhg3DN998Q3HzCIIgCIKoQ6uNq6HT6SCXUJCkKQAAAORJREFUy/Hbb7+1KPEH/NsrqVQqcfz4cVRUVKAVa3yCIAiCIEgA/h88Hg8ikahFL5YQiUQ0/EsQBEEQBAnA+wWgu7s7xo0bBw8PjxYVZJjH48HDwwPjxo2Du7s7hZIhCIIgCKIOrXoVsEgkwty5c8Hj8fDtt9/izp07zX64lMfjISAgAC+99BJmzZoFiURCXk4QBEEQRF29wGiCGEEQBEEQRKuCkqsSBEEQBEGQACQIgiAIgiBIABIEQRAEQRAkAAmCIAiCIAgSgARBEARBEAQJQIIgCIIgCIIEIEEQBEEQBNGk/D88LwuWCBiSZgAAAABJRU5ErkJggg==)\n", + "# Assignment 1\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Xv1Wc4ECfZwV", + "outputId": "cd3769f2-ebce-4523-d909-069f1a6c0f7d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "source": [ + "%pylab inline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "LD_A0Idy5NY0" + }, + "outputs": [], + "source": [ + "from scipy.misc import electrocardiogram # scipy is a python scientific computing library\n", + "ecg = electrocardiogram() # let's load the scipy ECG dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "NFw0i1_4-ixY" + }, + "outputs": [], + "source": [ + "SAMPLING_RATE = 360 # this data was sampled with 360 Hz" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MXCidk9L_VG8" + }, + "source": [ + "**Task 1:** Plot the data in the range from 9 to 11 seconds! [30 Points]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "s2n86tUP_pMZ" + }, + "outputs": [], + "source": [ + "# TODO your plotting code goes here\n", + "# please take the sampling rate into account to only plot the range\n", + "# between 9 and 11 seconds" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7m0PloDqGKFW", + "outputId": "507ac71d-d3c6-43d9-ae81-e032e42ab7b7" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.245 -0.215 -0.185 -0.175 -0.17 -0.17 -0.185 -0.17 -0.16 -0.15 ]\n", + "[-0.245 -0.185 -0.17 -0.185 -0.16 ]\n" + ] + } + ], + "source": [ + "print(ecg[0:10]) # the first 10 value\n", + "print(ecg[0:10:2]) # everything 2nd numbers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "-66kUyzjIhBO" + }, + "outputs": [], + "source": [ + "firstsecond= ecg[:SAMPLING_RATE]# the first 360 value of the ecg singal" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "pd_ItKIIJci0" + }, + "outputs": [], + "source": [ + "secondsecond=ecg[1*SAMPLING_RATE: 2* SAMPLING_RATE] # the 2nd second of the sinal\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "UR2O8th3JhVW" + }, + "outputs": [], + "source": [ + "thirdsecond=ecg[2*SAMPLING_RATE: 3 * SAMPLING_RATE] # the 3rd second of the sinal\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "RM-4XbzrKEIU", + "outputId": "292b0f2d-f42b-49bd-fc53-b62cf65e3afa" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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"Text(0.5, 0, 'time')" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(from9to11) \n", + "plt.xlabel(\"time\")\n", + "#keep from 9-11" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "M7Y0hThdAGte" + }, + "source": [ + "**Task 2:** Use Neurokit to detect the R spikes! [30 Points]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "uUlv03HQ6zmn" + }, + "outputs": [], + "source": [ + "# now can you see the P Q R S T waves? it's actually a pretty good signal despite\n", + "# the shift in the baseline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "CkvNQr36oFor", + "outputId": "cc6dce40-8175-465e-cc97-2e6951076370" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting neurokit2\n", + " Downloading neurokit2-0.1.5-py2.py3-none-any.whl (1.1 MB)\n", + "\u001b[K |████████████████████████████████| 1.1 MB 5.0 MB/s \n", + "\u001b[?25hRequirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from neurokit2) (3.2.2)\n", + "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.7/dist-packages (from neurokit2) (1.0.2)\n", + "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from neurokit2) (1.19.5)\n", + "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from neurokit2) (1.3.5)\n", + "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from neurokit2) (1.4.1)\n", + "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->neurokit2) (0.11.0)\n", + "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->neurokit2) (2.8.2)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->neurokit2) (1.3.2)\n", + "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->neurokit2) (3.0.7)\n", + "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib->neurokit2) (1.15.0)\n", + "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas->neurokit2) (2018.9)\n", + "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->neurokit2) (1.1.0)\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->neurokit2) (3.1.0)\n", + "Installing collected packages: neurokit2\n", + "Successfully installed neurokit2-0.1.5\n" + ] + } + ], + "source": [ + "# we now need to install the neurokit2 library\n", + "!pip install neurokit2\n", + "import neurokit2 as nk" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "2SyzFo7ZE3gM" + }, + "outputs": [], + "source": [ + "# we can use neurokit's function to detect the R spikes\n", + "_, rpeaks = nk.ecg_peaks(ecg, sampling_rate=SAMPLING_RATE)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7eee64Di-Jvx", + "outputId": "80bfd559-2702-4a76-f80b-ba31e5fc1611" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 125 343 552 748 944 1130 1317 1501 1691 1880]\n" + ] + } + ], + "source": [ + "# look at rpeaks - the numbers indicate the samples that are R spikes\n", + "print(rpeaks['ECG_R_Peaks'][0:10]) # here only the first ten" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + }, + "id": "Cok_u4AI-JyW", + "outputId": "7533d199-742d-4a69-87ca-bd0cbace3ebc" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# you can also plot the first two detected R spikes\n", + "plot = nk.events_plot(rpeaks['ECG_R_Peaks'][0:2], ecg[0:SAMPLING_RATE])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "C4QphQFI-J1O" + }, + "outputs": [], + "source": [ + "# TODO Can you write code to plot the R spikes between 9 and 11 seconds?\n", + "# Hint: one solution could be to just detect peaks in the range you specified for Task 1\n", + "# Hint 2: you might need to extend the range by +- 1 second to see the five peaks from Task 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_5ljz7O_kqTb", + "outputId": "a589bec7-06d0-43fc-ff3c-50f06a116f16" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1691 1880 2065]\n" + ] + } + ], + "source": [ + "print(rpeaks['ECG_R_Peaks'][8:11]) # just playing around with it" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + }, + "id": "RxNtd9s_jwr9", + "outputId": "b77eef5e-1c22-4c6d-bf03-42e9f60a3504" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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mjhmKxvBVHXvQ9G/2Og9/R7ll8NfurGJ1USUTs1Pa3D4Q0nG7cCmcpTP9zt9x14ZSyo9+JMqKOofflNz17l8AqD9emRJMIbqN05+MsppOsGCBda+S16yi5iix13n4hbbBLyyv45g/fR44AbSGU9o2xmN5+KqFdJzSEMnbNjFqd6Fy+g1TMmp3IaN2FyrVfMYfpFspJ2HdOuumEipqjhJ7rcF3yN+6p83tfX4TlwC3y2qAotJ/F5o8fKFqPXxF89lVzS6q8/mVC/tpOs5eZfC3766lvNbH6dNzmGSHctr18P0mXrf1MQmhYlqjZTAD9fAVMj7QLIavUHqjGRLDV+PKpKbBYMX2cjaW1ERbiqaH6JcGf1dlPVtKW/5oX/p2O26X4Jojx/H2lYeQnuBlczs/bp8hibENvluoF9IJePgIhMJjEKCWp6ziYHOtnchQUeeLshJNT9HvBm23lNYw54FPAFh7x9HEetyBdUs2lzE5J5Xs1HgA9h+ezrdbd7e5P5/fxOuxDL7H7cIwJVLKQIikuyzduocd5XWcMGVIRPbXHMfw1O2zL2vMncoYHwfDlKwZPBop1TGcYGldNXAUoE4qb73Pz6qBo4iLcaNOmTpg6tRoK1CGfmfwc9LjSY71UNVgsLqoiqnD0gCQUrK6qIpTpw0NbDsjN4OP1uyiuLKeQSlxYffXaJgBD9/raoqDe92RMfg/eWwxAH/9eAMXzR7JGTOGtfOKzuHM8iy+7V7uW/gVZytifBwMv8m9R/0Sv5RcpJB2vym5fb6VPXK9IrprGg1un7+AQSmxnBNtMZ1BV8nsMP0upONxu3j1soMA2FrWFK7ZUVFPdYPBuEHJgWVH7TMIIeCxTza2uj/Lw7eMu+Pp90TLujU7q/jrJxsivl8nfux2WbWAVAqLgHVy9bgFHpdQJhYOhGQUqfKZOyEdV4SuXjV9j37n4QMMSbNCNsEZOeuLqwBCDP6oAUkcMnYAX20sa3VfwYO2HtvD93Vz8HBHeR1ZSbHsKK8LNFWZP3EQX2wowW9K3K7I/eEcY5NzxcXcs76UJfv/KWL77g38puSe1+5DSkl+3l+iLafDmFLy0JsPALD9CDXyw+sa/Tz05gMkxLjh+nnRltNxzj3Xutedr9qlXxr8xFgPQ9Piuf+9tRwwMpPpI9LZsKsagLEDk0K2nTg4ma82lmKaElcYQ+vzN4V0YiLg4e+sqOegez5iZm4G32yxxg8e++k0ahr9LFpdzI+FFUyxw1CRwIl7e4t2MLiyUhlv08HnlwyuLEWiVgzf8EuGVZUCsFkR3bWNfrKrSon1utvfuC9RUBBtBcrQ70I6DkdMGoSUVoxcSsmWshrSErykJ8aEbDckLR6fX1JW0xh2Pz6/DBh6j11ysqvVD//y4XoOuudDgICxBzhoTFYgTfSkv37ZpX23hqNVIEColdoIVkhKWNKVOlkF57KrMmjrTDJEDbmaLtBvDf7PZucGHr+6rJCtZbWMyEhosZ0zWFtcWR92P41GU0jHGajtqof/4AfrQiZujR2YxPtXH0pqvJcJg5tCTd9ta3syWGcI1MMXltFXbx6BtFNK1clnBzUnXjm/Faktfr+l3xr8EZmJbLrrWIZnJPBS/nbW7KxiRGZii+0Gp1oGf2dFKwbfbwYMvWP4u2LwG4yWxdryctMDYwoul2DRNYcB8ENhxyp5dgSn+JsQ9sQxRYyPg9+UgZOVKoYTmhdPU+NEpWrdfr8pKa5sUOZKKhyLN5byYwT/963RL2P4Di6XYObIDP6z1Irx5Wa1NPiDUmIBWPCPfKYNT+epC2aQmuANrPf5TZJirY+pyeB3/oe12Z4INm14GpfPG8u3m3dz0cEjQ7YZPSCRhBg3myI409G5TDcPmMWqZYVKGU2wjNCq3H2QUip1svKbkmVDJwDqePiO5qRYD9OiLaYTfJs9nmXb9jD8xyKOn9wz81l6mnOeWALAlnuO69Hj9GuDD3DsfoMDBv/AUZkt1g9Isgy+Ka26Omc98TXvXHlIYL3PbxIbmHjVtZDO0q27eXbxVgDuO20yYwYmc/j4gS22E0IwNC2+3XIPncHRat51F08/8iXjFTE+DoZp8uzxl2CYJhMU0u43JfcddiFet1Bm7oNhax6SGsf50RbTCb76xbX86cP1XLajUlmD31v0e4M/d8IgVtx8JCt3VDBrVEaL9R63i7NnDmNTSQ0et+DLDWXc9uZK0hNiuGLeWHyGDHj2MV0I6dz6xkqeWbwFsK4mRg9IanP74RkJrC2uiths3kC1T7cLj0v0yByCnsRv5+GDK6SQWl/HuRqJsWdnq0DTeI9aefhp9hV5bQd7XOzN9HuDD5Ca4OWgMVmtrr/71MkArNxRwXF//oKnv9wCwOVzx4Tm4bs7V3FyV1V9wNgDnDotp90/05zxA/hwzS62765jeGbLQebO4vNbWS7uM07npo2l/P2qB7q9z97EMCU3/v0mpJQ8fY062g1T8thrdxHjFrw/+dFoy+kQht/SHO91w+/mRltOhzn8xksZXFTFkoPUmO8QTfrtoG1XmJSdEojXA5RUNzTL0rHuN5VU8/7Kne3ub2VhZWC/3996JP939IR2XzPWHsS97701ndYfDqc0hCgrI6WmEp8i3qaD4Zek1FaQUqvWHALTlKTXVZJeX6VMZpRhmqTXVZJaWxltKZ0itqKc9Dq1NLeG7OHfijb4QQgheOXSg7hy3ljAaofY6DeJsUsrOCeD/3vlBxb8Yyk/tNMXd1WR9SN88ZJZpMR529zWwUnPfK8DJ5SO0Bg0cczq2KVOWAQsI9SUlqmG4YSmq0CVKpQGTqhqRXQC9IeSEN2dxd8e2uA3Y/zgZE6Ykg3ATf/9kfpGP3H2zMPMpNBJW6uKLINf7/NT22gAVhjn8/UlALy/qpgRmQkdNvYAaQkx/PzgkbiEiMjZ3uc3AxPHrOdqGB+HkLRMhbT7TQlCKDVhTKXPNxhHtar2PnhsqqfH2PaKGH5nGTMwmTPycng538ruSYixDH5G0Cxdr1uwZmcVS7fu5uyFSxiaHs9dp+zH2U98DVjplyu2l3P9Me2HcZqTnRpHg2FSWWeEpIg6NBqhRrwtgkNSLsW8ZLBOUAKsWcIKafdLS7dKE8ZUOTG1QJGQWWs0GEGF9lTw8IUQRwsh1gohNgghfhdm/YVCiBIhxHL79otIHLcnOWX/nMDjhBjrvBjrcTNmYBKnThvK8IwEnv5yCz957Csa/SabS2sCxh5g2bZyAI7vQp17Z/ZvUWXL9MxbXv+Rybe9x4Ln8lmzs/24ZaA0xLx5rJo0Q6lMF7CM/OpJM1g1cYZyPW2XjJzKinHTlfGcDb/JlyOmkD9q/2hL6RTbpx3IlyOmqBqJCjH4jX3dwxdCuIG/AkcABcC3Qog3pJSrmm36kpTy1909Xm+Rkx4feBwXVEzq/asOxeUSXPHCd4FWcJ6gssMpcR4GpcRhSsm9P5nM0LR4OosTx/9uWzkTBqeErHv2Kyuf//1VxQAsPL/tVhWWhy/gppt459lvMVqZUdxXMUzJO6dcjM9vYrRS76gv4jclTxz2U4ZnJjBYEc/Zb0oenX02g1PiuDjaYjrB1+f8ir8sWsfFilr84Fn4KoR0ZgIbpJSbAIQQLwInAc0NvlJkpzY1RHFCOkCgouadp+zLjJEZfLm+lGP2G8yVLy4H4Jsb5xPndbdafbMjjBmYRGq8l+8LKjh7prVMSsme2tDWc5vCtHFsToNhBrp+uV1qxcHBCod4XAIp1dLut79/j0I9CJzxHVX0OjghM8VkBwj+Xff0bzwSBn8osD3oeQFwQJjtfiKEOBRYB1wtpdzefAMhxAJgAcDw4cMjIK3reNxN0a5gg++QHOflvFkjOG/WCKSULN26h+MnDwlcDXTV2IOV2TF+cDL//a6QSw4dRW5WIn//cgt/eMs6hz51QR7Ltu3hb59uoqbBIDG29a+xwfAT63XBMcdwxY5Krjj/zi7rigaGX/Lr+69AIvnNhfdEW06HMUyTR5+/kfgYNw9do0YPAr9p8szLt1hXhL+fH205HebkGy9mWlktnxz0bLSldIlgr76nQzq9laXzJpArpZwMfACE/WaklAullHlSyrwBAwb0krTWibeNd2JM2+dFIQS3n7QvM0e2nMnbVX51+BjqfH7e+dFKz3x40brAuonZKczIzcBvWieatrA8fBfU1RHja+gx701K2SM5xIYpifU1EONrVCyGD3FGI7G+RmWuTAxTEmc0EONriLaUTuFuqCfOaFBqUD+Y4P9kT4d0ImHwC4HgRqw59rIAUsoyKaXzK3oSmB6B4/Y4TprXkC7E4bvLYeMGMCIzgRXby2k0zEBq575DUxiSFs/0EekA3PjfH9rcT3BIR4ieuWSsaTDIu2MRT3y+KeL7bkrLVCxLx6njr1B2kfPbUENtE46focoEt+b0ZkgnEgb/W2CsEGKkECIGOAt4I3gDIUR20NMTgdUROG6PMyXH6jzVlYHXSB3/3ZU7Gff7dygsr+PSOaN57bLZgBVSOmnqELbvrmP77tpW99Hg8weKvwkiOwno601l/Opfy/jdqz9QVtPIXW9HZnZwMMETr1SKLftN6/O28vDVuDIJfL7qfMxA0+xUVcsjB/8++nxIR0ppAL8G3sMy5C9LKVcKIW4XQpxob3aFEGKlEGIFcAVwYXeP2xs8du40nrtoZthc+N7g5P1DUzpHZiYGcuoBLp9rzQhusyevYQZa1llGM3I/qFteX8n/vi/izRU7AsteWRrZdnOGX4KiHj5CtZm2TgMUtXD0quQQBBM8GVKFLB2klG8DbzdbdnPQ4+uB6yNxrN4kLSGGQ8dFbyxh6rD0kOfjgrpiQVPq6K6q1lMtAzH8449n/cqdEftTSClZazeGB/jtUeN5ZWkBb36/g59Mz2njlZ3DMCUbZhyGYUql/tCGKVky6UAyEmKU0W2Ykg9Hz0SI8FkXfZXV0w5l+fZydT38ICPf0+9Bz7Ttw2QkxvC3c6cxZmAy3xeUMyUnNWR9nNdNcpyHkqrWB9kaDDukc+21fPvWKhqWbIuIthe/DU2y+tXhY1hVVNlufaHO4jclS35yEY2GifH9jvZf0EcwpeTVuWeRm5mIv42QW1/C8Js8ccCpAFwfofLcvcFHx5/PK8sKOEnVGH4vtsPUBr+Pc/S+1vDHmIHh6+gPTomjsLwND9/XNGgbH+Om3vB3u9a+lJI/f7iembkZHDZ+QGCm4OgBSbzzQ5F9kmmZytoVDDsP369QPjtYoSiXEHjc6oR0QtsyykA58L6Ok4ev0u8jmOAwTk8PPGuDrzjjByezfHt5q+sbDNPKw58zh7PK6/jL0TfT6De7ZZAL9tRRVFHPZYeP4bxZIwLLRw9IxJSwtaw20Ku3uxh+yU9/dwFSwsun3B6RffYGppTc/9crifO6ueQiNer4+/ySF/9lVUYx/nA0ETpn9zi/uv1izqpu4Nl9n4m2lC4RnJnjVyBLRxNFJmanULCnjoufy2+xzjSlbdybyiMD1Pu6PjD0yEfrOeS+j4GWLSNHZVlXIZtKqru8/2CktOL2QqiXpRMoj4w6upt7+KrgZOmopDmY4ESKnv6taIOvONOGWwO7H6wqpq5Zizcnxcvx5p3Jv/W+rrWC21hSzQPvWxPADhqd2SLMNHKA1ST+nR93RmQSlqPfpWSWjlQvD9/svdBCJHGUqvI5Nyc4S6en34M2+Ioza1QGv7NLMG/YFepZN/gcgx/q4W/cVU1Fs7o8HWHeg58CVunnJ8IUbXMaxLy+fAfPR2Bw2OnHK2zL6Td7ZjZvT2D4pZ2FL9TJw+/F0EIkUX3iVciVle54pWkLIQRHThoEwIVPfxPi5TtV+GK9tsG3XfxznlzCKY9+2anjOFcFybEeXlxwYKv1e8YNsrz+r1uZGyClZOFnG1m7syrs+mCcwWDHwwd1vDg1PfzeMzyRRPWQTsigbQ87B3rQth8wMssKpZTVNJJ3xwekxnv5z6UHBf4AsR43nHEGpTsrwa4w3JFKm8Gstts13n/65Dabr7x22WzOeeJrdlS0rOUPsHJHJXe9vYaX8wtYdM1hbR7T8fAL5h9PjX0iM0ypxGCizzT5ZsY8MhNjlTFEhmny1oRDALhcEc0AX+XNYxami4wAACAASURBVFNJjTKfc3NC0jL1oK2mPYQQvH2F9UetafSzo6KeIx/6jG+37AbskM5ll9Gw4Jchr3PaMnaEFXYm0JRhaW1ulxjrYdygZAr3hDf463dZnv2GXdXtTjJxPPztZ1/I2lPPBdQZADX8ks/mn8Gy489WSvPz047j+WnHKWU83z30VOU0BxMy8UqHdDQdYdKQFO4/bXLgeXWDwTUvrwBsg19by5CY0B/TjvLwRrk5H6wq5v731jIgOZbBKXHtbj80PZ5dVQ0hjR0AtpXVcu87awPPP11X0uZ+HA8/rrGBmEZrcpkqsWXDlCT4GohrrFfGEBmmJM5XT5xPHc0A7vo65TQHEzxoq7N0NB3m5P2Hcv0xE3jw9Ckhy2M8Ljj2WDLPOIXZYzI50W67uL64mqJWQi8OtY0GFz+XT02jn9EDEjs0YcupLrrT7q61o7yONTsruexfS9lZ2TRJ7GfPfEu+fRUSDsfgH3D5eRx93UWAQoXI/CZX/PFKzr7tUmU8fL8peebft/LMv29Vynje8MhvLM0KjTsEE5IdpWfaajqK1+3iksNGA5aRv/yF7wCrsiZYA5///MUsdpTX8caKHVz6z2UAPHfRzEDNoLLqBrweF4kxHn765NeMyEgM7L+9vgAOObbBL9xTh5Qw98FPkDRlU/z2qPF8X1DOeyuL+XRdCXm54fsIOFcILiGUG7QNzB9AHc0+v4kQIjD/QTVUraXjU6zjlaYPMigo9JLWrNrnoGZhmfP//g2b7z6W4soGZt39IfMnDuT8A3P5etNuvt5keeAxHhdXHzGuQ8ceahd1KyyvI3/rnpDWc785Yhy/OnwMACf/9UuWbGrfw3fZVSdBnRi+z29aJ6mgdNK+XpvGySySsudjyZHEkarKb6M5wUa+pz93bfD7KQOSYwOP0+JDDb7bJXjqgjx8fsnTX25myebdvPvjzkDmzqLVu1i0elfIa9bdcUyHj52dGo/HJdhUWkN1vUFagpdJ2Sks3ljG2EFNk7XGD0rmwzW7Wt1PQ1AevmoefnDjFud5X69NY5hW/R8TqUyXLgCJ2mmZ/l6caasNfj8l2OCnxLes5z9vopW7P2VYKgfe/VEgvBNMWoKXm4+f1OkGMDEeF2MGJrG6qJLkOC9p8V5uPG4irywt5JCxTeWmRw5IpDS/gYI9teSkJ7TYT0gevm0re7peeKTw+ZtKQoCV197X/2yG3wzMxlbJeDpOsUpXJcH4erGkRV//DWq6SGJQ43Wv2wUXXhh2u8EpcbgENP+dTclJ5dmLZpKWENOl408aksKXG0oZNyiZ1IQY9hmSyj5DQss7H7dfNg8vWsf1r/7AP37esgK7U1qh+qxzrYyiWnUMkWGaLJ97Eun256eCbsOUvD/jaEqrGzlXIeP59vQj2V3jUzikYxLjcVklwHUMX9MVWsSLWzH4QghysxLZVGKFc845YDhp8V4unTM6MNjbFUYPSOLVZYWkxnvJTg1/hTAsI4FzDxjBc19txW9K3K5QzQ327N7Gc89nZ2EF/HNZRP/Ui1YVU+fz8+6PO8lKiuGm4yfhcUcmcc3vl/x4xKkMSYuD/61WwhgZfsnHs45jbXEVZyuSDQXw1v5HsaOinlwFPuNw+PySWNvg6/LImi5z+PgBpCfaHnppqXWfldViu6cvnMHfv9iMx+3iinljSQ0TAuosGfZxt5bVMjE7pdXtRg9MotFvUlRR1yKsEyj+VrGb+Eprpm8kPeVfNKswevDYARxhl6noLj7TJKW6nESXFVpTYf6A35QMaKhkV20likTOAEisKie9tgEjPTq9p7uLYZp43S6r74MuraDpKk//bGbTk9NOs+4/+aTFdiMyE7ntpH0jemznpNFgmC0GjYMZnGplDBVXNrQw+E7xt4wLfsqUegPm3hAxT7l5xdDkWA//98r3zJswP1BzqDsYfsmpd19lzYE48iYlPHyfaXL932+mqt6HceWR0ZbTYe5+4XYMv8k1lz4cbSldwvBLPC6Bqxea/OiJV5oeIdjIp7YxDpCVaHnAZdUt2zQ6Hr4IGrSNlAe0Lajt4PXHTOCQcVnsrmmkuI3+wB0lpI6/nafT12P4pimRsqmEtkIRnabiaQqNOwTj88smD1/X0tGoSHBmUFshoowk62Swu6axxbpAHj5NaZmRGNT63/dFnPn4VwB8ft3hXHLYaM6ZaXXu2txKUTnTlFzxwnd8sb603f07xl3QdKLq6zOEfWZQKWr6vt5gVK+Hb5gmHrfA7RK6PLJGTRKCsoSCHzcnKymGGLerRS1/sGbaul0ixMOPxCXvY59uYE+tj9tP2odhGVYYaUiaFVpyykE0Z3NZDW+s2MG5Ty1pd/+BbldBefh93X46xjLg4SvkLQfq4atq8P1WwoIVw9cGX6MgwfXy47yt/8xiPW6mDkvjyS82sz0ozAKWhx9jZ804Pn4kDH7BnjrOmzWC8w/MDSwbmNI0lhCONUVN9fvDXY0E02TwhTIevhEw+PbnrMAgc3OUNfimidflwt0LMXw9aLu3cOmlvXq4+CCvPq6dAvbpiVbI55RHvyT/90cElgcasF96KWWlNbC9ezH84sp6Vu2opLzWFzIxDaxuXYkxbnaFieH7TcmWsqZQT94dH/C/Kw5pNfvIKXe77pSfkhzngd193xg5Bv6bo89g8cYyjlfEw5dS8o+p1izwvv4Zt4bhl4GQTk/XA9IGf2/hzDN79XAJ3iYjH9uGhw9wxKTBvLeymNLqRsurtxusBDz8M8+kurAC/vJFtzzPa/+9gs/tGHxzgw+Wl7+rqqWH/4tnv+XjtU2lnE0Jz321lbtP3S/scZxiWNuPOME6zvORnT/QEzhXIGsPO5a3YrZydB/X6+A3JW9NPBSAOEVOUs3xmRKP24XH5VIjS0cIcbQQYq0QYoMQ4ndh1scKIV6y1y8RQuRG4riaTrB9u3XrJYInMLXn4Z82PYe/nL0/AAfd8yGLVhUDQR7+9u3E7SwEQisLdobNpTV8FdR2MW9EeottBiTH8r/vi3jp26Z+vFLKEGP/718eyPyJg1i6tfWib46nmVK6k4TiopBlfRXnRJpVvovsypI+r9fBMCXZlSVkV5b0+XGS1jD8Jl6XPWjb1w2+EMIN/BU4BpgEnC2EmNRss58De6SUY4CHgHu7e1xNJznvPOsWBWK97fcknGp30iqtbuSXzy+l3udv8vDPO4+cK61uXTWd6NIF8GNhBVe88B2HP/BJwHu6ev44xg5KbrFtlp0x9H+v/BBYtqUsdFxhRm4GYwYmsbm0JqRTUTBOvZ8Db72a/a7/NdD3Kzk6hubkP/6Oh956UBmD7zclD731IA//7499fpykNYJDOip4+DOBDVLKTVLKRuBF4KRm25wEPGs//g8wT/T1WrGaiNHWoK1DTtAsScOUzLxzEZX1PmLsqwOPnT5SXtvIB6uKAymb7fHL55fyxoodgeezRmVw5fyxYbf1Bl2VlNdaA7PLtu4B4NT9h7LwvOkAjBmYhM8v2d5KG8eQLB3h5OH3bWPknKRcipWhNoKyi0zZlJOvEj57pm1vxPAjYfCHAsGxggJ7WdhtpJQGUAFkNt+REGKBECJfCJFfUtJ2+zuNOsR1wMMXQnDjsRM5fnI2wzMSqKw3+GpjmdWeEQJ1du56ew0XP5fPR22UVXbYU9MYaOM4flAyp+4/lNvbmFF87ZHjSYmzhrVOfXQxz3y5md/822oT+cDpUzhyn8EAjB5gNYXZGCaVFJqMuyC4rHO7cqOKv1mWjirNRJrrVuXKJBhnpq3HJXr8KqVPDdpKKRcCCwHy8vLU++Y0YUnpYBG2iw8dBcCanZUc/fDnGKYMDOA2vxwsCTMzN5hGw+S+99ZgSnjl0gOZOiy9RXG25gzLSOCdqw5l9j0fsam0hlvfXAVAjNsVUm5h1ACrpv/6XdXMD1N7xxlnCJ0/0LctfrBmUMnDD50wpkIZ6ub4/CYetwuXUCCGDxQCw4Ke59jLwm4jhPAAqUAZmr2CzhZjSw8qxeB4+M0pCZNN4yCl5NVlBbzwjXXhuc+Q1HaNvcPQtHguOHAEmXbxtxiPi/euPjRkm9R4LyMyE3h9efOfuYURbPAVKa3QwsNXJDTifNYq1vF38Ju2h+9WIw//W2CsEGIklmE/Czin2TZvABcAXwGnAR9JFYNtKvOb30Tt0DGtGO3WCD5BxHpcAe2/TRrP/e+tBeDPH65n3oSBTBmWxo7yOup8fkYPSKLB8DPn/k8osmfM3nbiPh0KKQVz20n78ss5o7ntjVWcNXMYI7MSW2xz3qwR3PG/1eworws0bXdwvM6Cn11qTUBb1/c9ZkfzpvMu4YkvNjFbkYlXflPyxMxTAn2UVTT4hp2W2RtZOt02+FJKQwjxa+A9wA38XUq5UghxO5AvpXwDeAr4hxBiA7Ab66Sg6U1OOCHaCjpMnNdNrMdFg5OTb2v/uc/PsIwE7n9vDdt313H2E18zPCOBNTutWbCf/fZwdlbWB4z95JxULjgot0saslPj+Zs9SBsOJ6tozc7KMAbf+tNWzD8aER8D67o3f6A3cDTvmXcUH+5cxoGK+GOGKflwzAFMyUmFggolDb7PTsvsjdIKEQl3SSnfBt5utuzmoMf1wOmROJami6y1PGPGj++1Q35y7RzKatqOtbdGUqyHBqORxBhPQHvc+PGcOGUIOenxnProYmob/QFjD3Do/R+H7OOCoNIJkcZJ61xXXM3cCaFxfCfjJWnLRpLs8FSDEVqOuav0VDN054SUXrCJUWUFGOaEiB+jJ/CbJqPKCsiNq2IFyUoafCct0yXUSMvUqMAll1i3XiQ3K5HpIzK69NqEWCsMkxTnaaF92vB0bjmh+VSPJg4dN4Dvbz2Sn0zP6dKxO4ITdrrnnTWsLqoMWecYzzE3XUv2/10FQF1j9w3+E59tYvodi7j23ysorux+GedgnJDOxFuv4673HlHGcBqm5K73HuGXL9wHqBrSsQZtPW41Bm01moiT4LUuPpNjw1+EDrKLnQE8cX5eYJD1+Z8fwNMXzuhwZlB3mDthIABvfb8jZHngTyvAbTvjdb7uG/xnv9rC7ppG/rO0gF/9cxmPfLQ+YnnnzYunqWI4mwbIm7J0VMPnl/ZMW5caIR2Npqdora+uM5B68Jgsjpg0iFjPVKrqDQ4e27KFY0/x1AV5TL7tfXZWhIatGgJ1/JsMaCQ8/OB95G/dQ/7WPew/PJ3ZY7r/ng1l0zJDs3T6+lhJOAw7LVOZGL5GE2mctMCkuPA/0YnZKfzl7P3Zd2gqYIVxehshBJOyU9haFto0xYnXu+y2ddB9D7+u0U9ZTSOXzx3D2p1VvG/XG3r6y81kJsUwYXDrfYM7gr9ZPrs6E69CZwircmUSjM+0Ol7pGL5mr6XW9maHNetzG8wJU4aETZnsTYamx1NYXsemkmr+tWQbX24oDfTidQkrCz/W4+LTdSXsc/O7gcJwnaXQnjE8ekASJ0wZAkBuZgKLVu/i6Ic/p6LO1633EZh4hWX0VfHwff5moSjFQjpSSitLx21l6ejyyJrI8PvfR1tBpzhzxjD++ME6xg1K6tPaBybHUVRRz9wHPw0s+8NJ+wBQd93viE2IIX6xyXfbygH4xXP5bLnnuE4fxzH4Q9LimZGbzgEjM9hT6+Oohz8DIH/LbuZNbDnrt6M4nnHFNdfx+Gs/MkYRw+k3JY8edBZHThoItep5+H67l7DX7cLt7vnSCtrD31uYP9+6KcLlc8fwzY3zrE5UfVh7uLr65bWWt+0+8giYP99KLQ3C14XCOk5NoKHp8QghGJgSx/jByXx/65EArC2uauvl7eJ49MbceXwzZpoysXCf3+TL3KkU5h0MqGfwnc/d63bhVqS0gkYFli+3booghGBgsp2J04e1O1U+h2ck8MT5eQAs325583E//gDLl3PfaZOZPSaTW+1U0s/Xd74w4PbdtXhcgsFB2Ulg1SkaOzCJN5bvaLVcc0dwXhu78nsmFW9SprSC35RMKt5Ezta1gecq0Wh/7k5IR8fwNZHhqqusm4r0Ye2Tc6xB45P3Hxrw9osq6nEJ8Fx7DVx1FbPHZPHPX8zijBlWyamVhaF5+1vLatos9/zOD0W8sqyAIWnxYWsC/Wz2SNbsrGJ1Ude9fMfQpN1wHde997c+X+zNwTAlN3+4kHmP3w2oZ/B99vce4+md8sg6hq/RdIPs1Hi++L/DyU6ND2TrlFQ3EOtxt6jwmRDjIT3By0570lRxZT1vLN/BnW+vZv/habx22eyQ7WsbDZ78fDN//GAdALPHtKgoDsDMkdbktnXFVexnn4A6i+PhOyWd+3o5Z4fmefiqDDY7OIPOXnvilQrF0zSavZocO5MoxZ59W1LVQHpC+PkDg1LiArNkb3j1Bz606/o7g7oO3xeUc+IjX4YsS44Nv88RmQl43YJ1u7rv4Tslnft6wxYHI5CWaT1XzsO3z6wel1CmPLJGowGSg+YMBJd4DmZwahw7K+vZXdMY8PTD4ZR2DiYvt2UfXrC8w3GDknl/ZXGXZ94GG3wQynn4qubhOwY/xuPqlRi+9vA1mggR62mq8pnWmoefHMfijWVM+8MHLdZVNxgk2aUknFjuhQflcnpeDl63i7EDk1o99rmzRnD9qz+wuqiKSUNCJ2E9u3gLK3dUcNi4gRw3OTvs60NCOgp5+P5mM23VM/hBWToul47hayLEXXdFW0HXUUh7SryXkqoGMhJjwuoelBrX6gDtzop6MhNjiI9xU1xVz+ScVG49cZ8OHdep6/PZ+pIQg19S1cAtb6wE4OX8Ao6bHH4OQGDi1V138vcXvkMqYjgNU3LfoRfw26PGwUr1Jl75Alk6OoaviSQHHRRtBV1HIe0pcR5KqhrITIyFg2a0WN88rRKsFoqNfpPC8jrm//FTjpg0iLLqRjKTwoeFwuEUk7vnnTWcf+AIEuzc/+ZlH/ymDJvpY5gmbpdAzJ7N6iUG4xQxnIZpsixnInUz8mBlvjJXJg7BaZk6hq+JHIsXWzcVUUh7rMcq6zw0PT6s7sGpTRO1hmXE8+lv5wRaKL62rACAD1YVU7Cn1rpK6AJfbmjqHrq1rDZk3e6axrCvcRpps3gx+21d2SMTr1o7dncw/JJpBavJ+n4poE52kYMRnKXjEj1+haIN/t7CDTdYNxVRSHt1gwFYvXHD6Z6SY3XKOna/wXx+3VxGZCYyKMU6Cfx3eVOZ5T21PrJTW14NtMWHvzkMgG27m4z81rIaXAIeOnMK0LrR9fmtAl7ccAM/e/uJiE+8Wr69nGl/+IDznlrC0q17IrZfwzS57rNnyf2jFT5TzcMPDuk4LQ57svurDuloNBEkPTGGbbtrmZCdHHZ9ZlIsi645NKSef0JQ6YWZuRl8s2U3APsPC5+V0xojMxPxuARl1Q1sK6vl8heWsaKggmEZ8VaICaiqD19kzWrCYYV6BJHPZ/9qo3XV8fn6UrbtruXT3x4ekf02L4+smofffKYt2E3N3S3DbpFAG3yNJoL86cyp/GdpARPbKFc8ZmDLk8HoAYlsLKnhifPzWLmjgka/ySFjO1fy2eUSZCTGsLOini83lrKioAKAtPiYQMpoZasGXwYMjpWlEzmD/8aKHdz77prA861ltRFr1ehvlpapygxhB2emrdftCpTStpqa98zxtMHXaCJIblYi1x7V+b7BL19yILtrGklN8HJQNxqaDEmL59XvCnn1u8LAsknZKYFJYVX1RtjXGX4Tj8uK8AoiO3h4xQvftVhWWt1IeoIXj7t7UWVfL6RlVjcYfLi6mO+2lZMS7+WaI8ZFbN/OFYqThw/0aB0jbfA1mj5AZlIsmUktK292lpkjMwLF22I9Lp69aCbThqdTXmfF7itbqZvvNNJ26AnDOW5QEpfNGcNVLy1nxp2LmDosjf/+anb7L2wDv2laVwoRnnglpeSNFTsYkZnIyX8NnfEcSYMfPNPW7er58hDa4O8tPPxwtBV0HVW1R0F3StBsX78pmTXKqr/jzPy96fWVzJ80iOzU+JDXOV2XePhhnn/1+4gZzvqgTl+xHndIOWnnxNQdDL/kriMW8MQFefC/sojpfufHnVz54vLAgHowH6/ZxaQhKSHjMMHU+/zEeTsWk2k0QgdtoSlM1RPoLJ29halTrZuKqKo9CrrPnTWCIydZjVAuOnhkYLk3KHTyzOItLV5nhXQETJ1KwYjxEUsPLK1u6vebEOMmN8IdygxTsmHIGJhifc6R0r2ppBqA4kpL/7H7DeZ2u7HNz575lt/+5/sWr2k0TKrqfUy46V3+tGh9h47jTHgLDuloD1/TfRYtsu77aCORNlFVexR0pyXEsPD8PLttXnh/rqahZRzf55dWPH3RIvZbvYYvcrt/otq+u5bHPt0YeL7/8HSGpMYxZmASG3ZVh/Wem/SYuEVTT+DW8JuS2VuWE/upGXgeCcqC0lenDEvj0Z9Op7bR4ObXrVnL1c0Gv99fuZMF/1jKn86yPreHFq3DME0yE2O4cPZIWiM0LdP6vnoyhq89/L2FO+6wbiqiqvYo6g5n7BddcxgxHhdl1S1z8Q3T6qvKHXdw0ltPd3viVaNhcvFz+fxryTYAbjx2IpfOGY0QgnevPISLZo9stQ/vJ2t3MfbGd/j96z+2exyf32TB5y+QeP+9QOQMfnFQYbuJg62sqoQYD29dfjAxdr2kYN76vgiAl/Obit795aMN3PrmqjY1+cKkZfakh98tgy+EyBBCfCCEWG/fh00cFkL4hRDL7dsb3TmmRqPpGmMGJjFteFpImMUhMNMWQHTPy/yxsIJxv3+HNTubyjWfMGUIqXamkMftIiPRS73PpMHwh7z2+4JyLnz6W4DAyaIt/KYkOLszUgZ/Z0WTwQ/uMbDv0FR+NjuXdcVVIdqdjy54lrNDUUVdq8cJLp7mUiCG/zvgQynlWOBD+3k46qSUU+3bid08pkaj6SJZSbGUhvHwfX4zkCLZ3YlX321rOZM2q1ldIMf4N/fyn/96a8jzusbQE0JzDFMGKnw6z7uDlJIPVxezfU8dk7JTOHvmcE6cMiRkm6k5afj8kjVBHcZKgk6iA5NjGRg0OB0887k5IcXTXD0/l6C7Bv8k4Fn78bPAyd3cn0aj6UEsgx/Gww+ZeNW9VnubSmtaLGueb+/MC2ieJlpUUc9+Q1P54xlWKYiN9uBpaxh+02raYj/vrof/8dpd/PzZfEqqGjh03ADuPnU/kuNCS13vPzw9sK1DSVXTZ5qdGscrlx7E386dBlhjGa3h85u4BLiD0jL7ch7+ICllkf14JzCole3ihBD5gAHcI6X8b7iNhBALgAUAw4cP76Y0jUbTnKykGKrqjRapg4YpSYyQh79hVzWJMW5euuRA4rzusB6r4+GX14Ya/J0V9YwakMh4O27+t083cvPxkxjYSgqk5eFjN2bsvsH/oaCp3/Ch48JPgBucGsd+Q1N5eNF6EmM8XHzoqJCrpqQ4D8MyEshOjcPtEm16+HWNfuLt76FPZOkIIRYBg8OsujH4iZRSCiFaUzpCSlkohBgFfCSE+EFKubH5RlLKhcBCgLy8PDXqs6rC449HW0HXUVV7H9SdZU/uKthTx5ighiqG38TrEvD447z67hp8tZ0PK+yuaeSed1bzzebdHLPvYPYd2np/XcfgO6UeDL/JmBvfAeCwcQMYkWmlb771fRGV9QbPXTQz7H4Mv+TPZ/yGpy6YAc9s7JLB31PTyN3vrOaq+eMoqa4nPcHL1zfMC1Q+Dcek7BR+KKzgnnfXcOHsXHbXNDIlJ5UVBRXUNFhhKI/bRXqCl8c/3cTlc8eGzc2vafQTb9dSCpRW6MEYfrsGX0rZak6ZEKJYCJEtpSwSQmQDu8JtJ6UstO83CSE+AfYHWhh8TQ8yvvPT/fsMqmrvg7pn22Ub5v/xUz64+lDGDrI86cBM2/HjqVtnUJVf0Ol9P7N4Cy/brxvTRncuaDL4Fz2Tz0e/OSxQCwdg3KDkQOcvgK83tRwIdTBMSdHgXMSECbhE1wz+Z+tLeDm/IKB93KCkNo09wK0n7sNL+dvJzUwIZD39ZHoOE7NTmD+xKdCREOOhtLqRJz/fxK/njm2xn7pGg4SYUA+/L6dlvgFcYD++AHi9+QZCiHQhRKz9OAuYDazq5nE1neXNN62biqiqvQ/qHpaREHh833tr2VFuZZD4THvQ9s03mfrd51Q3GJ0ynn/9eAPPfbUFsFIMDx3XduE3x+ADzH3w05DB2jnjrdceMtY6ObnbKLLmN00OWrUY3nwTj8vVpYlXzXsGBJ9sWiM+xs15s0ZQWt1Iof0ZDkmN556fTGb+pCaDv/D86QAs3hj+pFXb6A8Y/N4ordBdg38PcIQQYj0w336OECJPCPGkvc1EIF8IsQL4GCuGrw1+b/Pgg9ZNRVTV3kd1XznP8jQ/WFXMhU9/A1gevtcl4MEHmfnaMwC8+G37aZFgxc3vf28t5bU+ZuZm8O2N85ls1/1vjZT40IHQJ7/YDMA3N84LxOufumAG1xwxjjqfn9rGVoq+mZJTPn4RHnwQl6trMfzNzQaZnXaR7TEwOZaKOh9/+tCaVRuuJPaEwSmcNj2H9buqw9a5r/O1NPg92fWqWwZfSlkmpZwnpRwrpZwvpdxtL8+XUv7CfrxYSrmflHKKff9UJIRrNJqucXVQ8a91xdX4TWmVVrAHbR2Dc+Nr7U98AigLyvpZcOgo0hLa79TV2izggclNg7MxHheD7SYwpVWtd+pyBmw9LleX4t/BBv/x86bzq8PHdOh1A+2Zwp+tKwHspjdhGJmVSElVA6NveJuHF60LWVfTYAT6Ibh7IYavZ9pqNHs5n60vsYunWQYnuJduaw3Xg9lhT1L64xlTQsIZ7bHytqNYeN50RmRaYab4MIOaA+xB5tKalqmkYDUQcSI+Vseozg02SynZVFLNlJxUjtpnEHPGD+hwnf7gk9MhY7NafV1OunUiMCU88dkmElDrAwAADpFJREFUAJ7+cjMH3v0hNQ1+4gMxfF1aQaPR9ADP//wAZo7MICsplr9/sTmkHn681809p+4HwM2v/8j64qpW93P63xYHygc7qZQdJTHWw5H7DObtKw5hZm4GN58wqcU2zsmntCq8wa/3+QMDvl63i8ZOesd3v7OGynqDE6YM4fHz8todrA3Gqfx54KhMFp6X1+p2weMmNY1+7n13Dbe9uYqiinq276klsRdj+Lp4mkazF3Lw2CwOHpvFrW+s5KVvtyMEIfXwB9mhlBe/3c5328oDjdaDaTD8fLulaVbtkNTwIY32SIz18PIvDwy7zkkj/e1/vueAUZkhg71gxcAdgx/rcXXoisThhW+2sdD2uKeP6Fw7SYB9hqRw96n7cfzk7ICXHo5h6Qkhzx/7pClBsTYoLbMpht9zM221wd9b+Mc/oq2g66iqXQHdYwclUWfXrPe4REDz6ISmtMo6X8vyBvlbdnPa374KWZaW4G2xXXfJTo1jYHIsu6oaeHPFDs6dNSJkfYPP5KXL7+SmEyYR89LGQI/Y1qio81FV7yMnPSFQAuK4/bIDzeU7gxCCs2e2P0E0KykGj0u06rk3T8uMah5+X8Ln81FQUEB9fX37G/dj4uLiyMnJwevtxB9s2LCeE9TTqKpdAd3BHrPH7QpoHg4cvc9g3l25k227a6luMALpiqXVDVz54vIW+4pEj9pw+3z/6kOZevsHfLRmFydOHUJKUKmDep+f+uwhMGwYMe7NgR6xrXHKo1+yqaQmcBKZOiyNv/50WsR1N38PK245kteX7+CG137gjLwctpbVsmSz1ay+eZZOXy6t0KsUFBSQnJxMbm5uj/y4VEBKSVlZGQUFBYwc2Xqd7Ra89JJ1f+aZPSOsJ1FVuwK6gw2+1yVCNP/tvOk89cVm/vDWKva95T0+v+5w/vdDEfe8s6bFfs6d1XOlUNISYpg+Ip2P1uxiym3vM2ZAEgeOzuSGYydS5/Mz7ev3oXEVXs+Qdj38TSVWRs4ue0xgZIQbsrRGYqyHcw4YzvyJAxmYEkdNg8E+t7wHEMjS6ROlFfoS9fX1e7WxB8tbyMzMpKSkpHMvfOwx674PG59WUVW7ArqDvWWP29VCc2JQbPqQ+z4Ou4+3Lj+YSdkpPSeSJiMoJazfVc36XdUMTo2j3udnxjsvwZIEYs64k0bDZPHGUnaU13Pa9BxMU/JDYQUTs1Oayj8Hsf/wzodyuoMzxyAh6HNNjLUeu3ohD18pgw89c9moGvoz0ESKYA8/ztsyae/UaTmU1/n455KtbN/dVNf90HED2LirmsLyOiZmp7Tbmaq7ZKfEsaLZss0lNZiSwKBtjMdFZb2Pc55YAsABIzPYUlbDeU99Q3ZqXIsB3cvnjuHMGdEJuwX/h52BaR3D12g0PUrwjNdwefAxHhe/PGw0ZdUNPPH55sDy+34yOXCCcPewsQe485R9kUjeW1kMwOCUuMCEKSe7KMbj5utNuwOv+ffSAv5sz4Itqmg57nflvLEtyjZHAye900kJXbZtD/sMTWHC4MhfNUX/3SrInXfeyT777MPkyZOZOnUqS5Ys4Re/+AWrVkW+YkRSUttFqDSa7pAS1+TzxYYx+A6XzRnDZXNGByZnDUqJJS0hpkOzaiNBZlIs1x8zMfB89MBE1u+yauU7nnGMrW3UACsu7xj71ugLxh5gkD2BK8EO7fxzyTb+L0yT9EigPfxO8tVXX/HWW2+xbNkyYmNjKS0tpbGxkSeffLL9F2s0fYxgoxeufK9DemIM1x09gcvnjmVPbWNUwopOmQWwZrlW1FkFyZwJYzEe637GiAwmDk7hfz9YrToWnjedBf9YCsCJU4aQFOch1hN9Y7/v0BR+LKxkWIY1fyEh6PPPaZa7HymUNfi3vbmSVTsq29+wE0waksItJ+zT5jZFRUVkZWURG2tdhmVlWRX95syZwwMPPEBeXh5PPfUU9957L2lpaUyZMoXY2FgeeeQRLrzwQlJSUsjPz2fnzp3cd999nHbaaVRXV3PSSSexZ88efD4fd9xxByeddFJE3xv/+U9k99ebqKpdMd3xXne7muNj3MTHdG2CVXeJ87r5/XETyU6NZ0VBeWD5toXPkpaTRvxHhYAVIrn2qPEBg3/kPoN589cHMyIrIWSQOtr86+JZ1Df6AydPj93m0DAlORk98xkra/CjxZFHHsntt9/OuHHjmD9/PmeeeSaHHXZYYP2OHTv4wx/+wLJly0hOTmbu3LlMmTIlsL6oqIgvvviCNWvWcOKJJ3LaaacRFxfHa6+9RkpKCqWlpcyaNYsTTzwxsl5UVvjuPUqgqnbFdMd5XX1e8y8OGQVAYXlTSeNhY4dDYgwuYRn8zKQYBiTHcssJk5g1KhMIbUTeV0iJ87Y4ATnZSNrDb0Z7nnhPkZSUxNKlS/n888/5+OOPOfPMM7nnnnsC67/55hsOO+wwMjIyADj99NNZt66pQt7JJ5+My+Vi0qRJFBdbA1BSSm644QY+++wzXC4XhYWFFBcXM3hwuEZjXeSZZ6z7Cy+M3D57C1W1K6Y7zutWRnNafNPYQfq//wWAK8maQOUYy5/N7sQ8lT6GU3At0ihr8KOJ2+1mzpw5zJkzh/32249nn322/RfZOKEgIFAf+5///CclJSUsXboUr9dLbm5u5GcTK/JHDouq2hXTnZUUq4xmJ7soOc4T0Hztm2czODWOw8e33XxFBYb1kMGP/siFYqxdu5b165tG/5cvX86IEU31PWbMmMGnn37Knj17MAyDV155pd19VlRUMHDgQLxeLx9//DFbt25t9zUaTaS4+fhJjMhMIDezZ8IIPUFKvOWrJgd1pxqQHMvVR4zrM9k33WFomg7p9Amqq6u5/PLLKS8vx+PxMGbMGBYuXMhpp50GwNChQ7nhhhuYOXMmGRkZTJgwgdTUtuOHP/3pTznhhBPYb7/9yMvLY8KECb3xVjQaAC46eCQXHaxW+MPJzOlsSea+zjVHjOPl/O1tVt/sDtrgd5Lp06ezePHiFss/+eSTwONzzjmHBQsWYBgGp5xyCieffDIAzziXyzbV1VYecVZWFl99FVp5sPk2Go2miWnD07jk0FHWIG7HI6p9nivmjeWKeS2bnUcK9a99+iC33norU6dOZd9992XkyJEBg6/RaCKDx+3i+mMnBmapajqG9vB7gAceeCDaElry9tvRVtB1VNWuom6tuV+jnMGXUu71xcNkV+plJ6gzINcCVbWrqFtr7tcoFdKJi4ujrKysawavn+DUw4+Li2t/42AefdS6qYiq2lXUrTX3a0RfNZ55eXkyPz8/ZJnueGXRpY5Xc+ZY90GDy8qgqnYVdWvNyiOEWCqlDNtVXamQjtfr7VyXJ41Go9EEUCqko9FoNJquow2+RqPR7CVog6/RaDR7CX120FYIUQJ0p6hMFlAaITl9Ef3+1Ke/v8f+/v6gb77HEVLKsBXk+qzB7y5CiPzWRqr7A/r9qU9/f4/9/f2Beu9Rh3Q0Go1mL0EbfI1Go9lL6M8Gf2G0BfQw+v2pT39/j/39/YFi77HfxvA1Go1GE0p/9vA1Go1GE4Q2+BqNRrOX0O8MvhDiaCHEWiHEBiHE76KtpysIIYYJIT4WQqwSQqwUQlxpL88QQnwghFhv36fby4UQ4s/2e/5eCDEtuu+g4wgh3EKI74QQb9nPRwohltjv5SUhRIy9PNZ+vsFenxtN3R1BCJEmhPiPEGKNEGK1EOLA/vYdCiGutn+jPwohXhBCxKn8HQoh/i6E2CWE+DFoWae/MyHEBfb264UQF0TjvYSjXxl8IYQb+CtwDDAJOFsIMSm6qrqEAfxGSjkJmAX8yn4fvwM+lFKOBT60n4P1fsfatwXAY70vuctcCawOen4v8JCUcgywB/i5vfznwB57+UP2dn2dPwHvSiknAFOw3me/+Q6FEEOBK4A8KeW+gBs4C7W/w2eAo5st69R3JoTIAG4BDgBmArc4J4moI6XsNzfgQOC9oOfXA9dHW1cE3tfrwBHAWiDbXpYNrLUfPw6cHbR9YLu+fANysP5Ac4G3AIE1a9HT/PsE3gMOtB977O1EtN9DG+8tFdjcXGN/+g6BocB2IMP+Tt4CjlL9OwRygR+7+p0BZwOPBy0P2S6at37l4dP0A3QosJcpi33Zuz+wBBgkpSyyV+0EBtmPVX3fDwPXAab9PBMol1Ia9vPg9xF4j/b6Cnv7vspIoAR42g5ZPSmESKQffYdSykLgAWAbUIT1nSyl/3yHDp39zvrsd9nfDH6/QgiRBLwCXCWlrAxeJy3XQdmcWiHE8cAuKeXSaGvpITzANOAxKeX+QA1NoQCgX3yH6cBJWCe3IUAiLcMh/QrVv7P+ZvALgWFBz3PsZcohhPBiGft/SilftRcXCyGy7fXZwC57uYrvezZwohBiC/AiVljnT0CaEMJpzBP8PgLv0V7//+3du0oDQRTG8f80Rmwk1hYSEFvLFBaCkiJ1OkFRn0KsfAHfwMrCQhEJNoKX2kshKioasTCFIBbWKY7FnIUgCG5AN+5+P1jIzk4xhxNOMheSYeD9LwecUhtom9mp3+8QPwDylMNZ4NnM3sysA+wS85qXHCbS5qxvc5m3gn8OjPspgQHiBlIz4zGlFuK/tG8Ad2a23vWoCSQ7/gvEtf2kfd5PDVSBj64paF8ysxUzGzWzMWKejs1sDjgBGt7ta4xJ7A3v37fftMzsFXgJIUx40wxwS45ySFzKqYYQhvw9m8SYixx2SZuzA6AWQij7LKjmbdnLehPhFzZc6sAD8ASsZj2eHmOYIk4br4BLv+rE9c4j4BE4BEa8fyCeTnoCromnJjKPI0W808C+v64AZ0AL2AZK3j7o9y1/Xsl63D+IaxK48DzuAeW85RBYA+6BG2ATKP3nHAJbxP2IDnGWttxLzoAlj7MFLGYdV3LppxVERAoib0s6IiLyDRV8EZGCUMEXESkIFXwRkYJQwRcRKQgVfBGRglDBFxEpiE/c7mzOAblfRwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "_, rpeaks9to11 = nk.ecg_peaks(from9to11,sampling_rate=SAMPLING_RATE) #from9-11 in task 1 using from above\n", + "plot = nk.events_plot(rpeaks9to11['ECG_R_Peaks'],from9to11)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Nvq66z4KGQqt" + }, + "source": [ + "**Task 3:** Detect Heartrate. [15 Points]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Lysq6bR5oFmD" + }, + "outputs": [], + "source": [ + "# TODO Does the patient have a regular heart rate? If yes, which one? (estimate is fine)\n", + "# Hint: you can use the rpeaks for that " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "1hlUFeNBIQ2Y" + }, + "outputs": [], + "source": [ + "# base on the lecture6 slide from cs480 it look that the patient have more of a iregular heartbeat.\n", + "# so it doesn't look like it have a regular heart rate. \n", + "#source: https://slides.com/haehn/cs480_lecture05#/18 " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zvaJYO_1Izkc" + }, + "source": [ + "**Task 4:** Detect P Q S T Peaks. [25 Points]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "4N5tbGEFIyyr" + }, + "outputs": [], + "source": [ + "# We know the R spikes now but what about P Q S T waves?\n", + "# TODO Can you use nk.ecg_delineate to detect them in the range of 9 to 11 seconds?\n", + "# Hint: Look at the tutorial: https://neurokit2.readthedocs.io/en/latest/examples/ecg_delineate.html#Locate-other-waves-(P,-Q,-S,-T)-and-their-onset-and-offset\n", + "# Hint 2: The plot will have blue, orange, green, and red circles :)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": { + "id": "Yg_kHJPrIy3p", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + }, + "outputId": "dc4b9514-b151-407d-ab1b-2a16e2098698" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "# TODO Does the detection work well?\n", + "_, waves_peak = nk.ecg_delineate(from9to11, rpeaks9to11, sampling_rate=SAMPLING_RATE, method=\"peak\")\n", + "P_waves = waves_peak['ECG_P_Peaks'] #source from the tutorial link above\n", + "Q_waves = waves_peak['ECG_Q_Peaks'] #source from the tutorial link above\n", + "S_waves = waves_peak['ECG_S_Peaks'] #source from the tutorial link above\n", + "T_waves = waves_peak['ECG_T_Peaks'] #source from the tutorial link above\n", + "plot= nk.events_plot([T_waves, P_waves, Q_waves, S_waves], from9to11)\n", + "#it look like it detect well for me but instead of circles i just blue, red,purple,etc colors\n", + "#the color that was showng above to be seen \"blue,orange green and red circle\" only a few of them were shown\n", + "#so from my point of view it look like it detect but from hint2 I feel like it not shown correctly so its like half half\n", + "#it detected but not display properly" + ] + }, + { + "cell_type": "code", + "source": [ + "#aaryaman help me fix by showing the circle, I was missing \"show = True and show_type='peaks'\"\n", + "_, waves_peak = nk.ecg_delineate(from9to11, rpeaks9to11, sampling_rate=SAMPLING_RATE, method=\"peak\", show= True, show_type='peaks')\n", + "#from what i've seen it seem to be dectecting pretty good." + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + }, + "id": "YXieoX3NHgeb", + "outputId": "02cdb4af-5967-472e-c4bd-fc1bff8268f1" + }, + "execution_count": 124, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Y5Yra7gTJzEj" + }, + "source": [ + "**Bonus Task:** Detect P Q S T Peaks for the full signal before and after filtering. [33 Points]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "BrbtS7rxKXGQ" + }, + "outputs": [], + "source": [ + "# TODO As above use the nk.ecg_delineate function to detect peaks for the whole signal\n", + "# Hint: For plotting, 1000 samples / 5 rpeaks gives a nice overview." + ] + }, + { + "cell_type": "code", + "source": [ + "sampleto1000=ecg[:1000]\n", + "_, rpeaks = nk.ecg_peaks(sampleto1000, sampling_rate=SAMPLING_RATE) \n", + "_, waves_peak = nk.ecg_delineate(ecg[:1000], rpeaks, sampling_rate=SAMPLING_RATE, method=\"peak\", show = True, show_type='peaks')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + }, + "id": "_WnbCCq9r4fU", + "outputId": "191baf15-b821-4db6-9caf-16357db37feb" + }, + "execution_count": 104, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "# TODO Let's filter the signal and see if the detection improves.\n", + "# Hint: You can use nk.signal_filter to define a bandpass. \n", + "# Hint 2: Which lowcut and highcut frequencies work well? Play with it :)\n", + "# Hint 3: You don't need to re-calculate the rpeaks since they are pretty accurate in general.\n", + "filter =nk.signal_filter(ecg, lowcut=1, highcut=2)\n", + "plot = nk.signal_plot([sampleto1000,filter])\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "s64ssUs4LmJq" + }, + "outputs": [], + "source": [ + "# TODO Does the filtering improve the result?\n", + "#it didn't improve for me maybe because I did it wrong." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "qElvYaCgK_r3" + }, + "outputs": [], + "source": [ + "#\n", + "# Great job!!\n", + "#\n", + "# , ; , .-'\"\"\"'-. , ; ,\n", + "# \\\\|/ .' '. \\|//\n", + "# \\-;-/ () () \\-;-/\n", + "# // ; ; \\\\\n", + "# //__; :. .; ;__\\\\\n", + "# `-----\\'.'-.....-'.'/-----'\n", + "# '.'.-.-,_.'.'\n", + "#jgs '( (..-'\n", + "# '-'\n", + "#" + ] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "Copy of CS480 Assignment 1.ipynb", + "provenance": [], + "include_colab_link": true + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/02/Copy_of_CS480_Assignment_2.ipynb b/02/Copy_of_CS480_Assignment_2.ipynb new file mode 100644 index 0000000..5d88f25 --- /dev/null +++ b/02/Copy_of_CS480_Assignment_2.ipynb @@ -0,0 +1,788 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Copy of CS480 Assignment 2.ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Hev7LYxba6Db" + }, + "source": [ + 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)\n", + "#Assignment 2" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ux1g-TwrEe5N", + "outputId": "98745434-fb5b-449e-e36f-fc9c373e783d" + }, + "source": [ + "%pylab inline" + ], + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-MaZXclAEiGA", + "outputId": "9a9f340a-b8b1-42e2-d398-a4693e0a46c7" + }, + "source": [ + "# we will be using the EEG/MEG analysis library MNE\n", + "# documentation is available here: https://mne.tools/stable/index.html\n", + "!pip install -U mne" + ], + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting mne\n", + " Downloading mne-0.24.1-py3-none-any.whl (7.4 MB)\n", + "\u001b[K |████████████████████████████████| 7.4 MB 5.0 MB/s \n", + "\u001b[?25hRequirement already satisfied: scipy>=1.1.0 in /usr/local/lib/python3.7/dist-packages (from mne) (1.4.1)\n", + "Requirement already satisfied: numpy>=1.15.4 in /usr/local/lib/python3.7/dist-packages (from mne) (1.21.5)\n", + "Installing collected packages: mne\n", + "Successfully installed mne-0.24.1\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "5q6p7Vp2Ek06" + }, + "source": [ + "import mne # let's import MNE\n", + "\n", + "# .. and the sample dataset\n", + "from mne.datasets import sample\n", + "\n", + "# These data were acquired with the Neuromag Vectorview system at \n", + "# MGH/HMS/MIT Athinoula A. Martinos Center Biomedical Imaging. \n", + "# EEG data from an electrode cap was acquired simultaneously with the MEG. \n", + "\n", + "### EXPERIMENT DESCRIPTION ###\n", + "# In this experiment, checkerboard patterns were presented to the subject into\n", + "# the left and right visual field, interspersed by tones to the left or right ear.\n", + "# The interval between the stimuli was 750 ms. Occasionally a smiley face was \n", + "# presented at the center of the visual field. The subject was asked to press a \n", + "# key with the right index finger as soon as possible after the appearance of the face." + ], + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "wPiwovpdImU4", + "outputId": "71b8e435-013a-4983-f460-47900cb53831" + }, + "source": [ + "# and let's load it!\n", + "data_path = sample.data_path()\n", + "raw = mne.io.read_raw_fif(data_path + '/MEG/sample/sample_audvis_raw.fif')" + ], + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Using default location ~/mne_data for sample...\n", + "Creating ~/mne_data\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Downloading file 'MNE-sample-data-processed.tar.gz' from 'https://osf.io/86qa2/download?version=5' to '/root/mne_data'.\n", + "100%|█████████████████████████████████████| 1.65G/1.65G [00:00<00:00, 1.12TB/s]\n", + "Untarring contents of '/root/mne_data/MNE-sample-data-processed.tar.gz' to '/root/mne_data'\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Attempting to create new mne-python configuration file:\n", + "/root/.mne/mne-python.json\n", + "Opening raw data file /root/mne_data/MNE-sample-data/MEG/sample/sample_audvis_raw.fif...\n", + " Read a total of 3 projection items:\n", + " PCA-v1 (1 x 102) idle\n", + " PCA-v2 (1 x 102) idle\n", + " PCA-v3 (1 x 102) idle\n", + " Range : 25800 ... 192599 = 42.956 ... 320.670 secs\n", + "Ready.\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cl4dZERpcBEh" + }, + "source": [ + "**Task 1:** How many EEG channels were used when acquiring the data? [15 Points]\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "37bn9S-dMn0p" + }, + "source": [ + "# Hint: You can use raw.info or raw.ch_names to figure this out!\n", + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "1qPhiTKRglIE", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "8d0835d0-ccb3-433c-ff3c-911493b9afac" + }, + "source": [ + "print(raw.info)" + ], + "execution_count": 15, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " head transform\n", + " dig: 146 items (3 Cardinal, 4 HPI, 61 EEG, 78 Extra)\n", + " events: 1 item (list)\n", + " experimenter: MEG\n", + " file_id: 4 items (dict)\n", + " highpass: 0.1 Hz\n", + " hpi_meas: 1 item (list)\n", + " hpi_results: 1 item (list)\n", + " lowpass: 172.2 Hz\n", + " meas_date: 2002-12-03 19:01:10 UTC\n", + " meas_id: 4 items (dict)\n", + " nchan: 376\n", + " proj_id: 1 item (ndarray)\n", + " proj_name: test\n", + " projs: PCA-v1: off, PCA-v2: off, PCA-v3: off\n", + " sfreq: 600.6 Hz\n", + ">\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(\"Number of EEG Channel were used are: \" +str(60) + \"EEG\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "gvMSwCXEwKyi", + "outputId": "05f10b60-0aff-4350-8923-83b7fc54c7b5" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Number of EEG Channel were used are: 60EEG\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8pSy9pW5cKO_" + }, + "source": [ + "**Task 2:** Let's look at some channels! [20 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 643 + }, + "id": "dpcL98RXOBZO", + "outputId": "23859fae-eb01-4c5a-8f43-7a06fae81f11" + }, + "source": [ + "# the code below plots EEG channels 1-8 for 3 seconds after 2 minutes\n", + "chs = ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008']\n", + "chan_idxs = [raw.ch_names.index(ch) for ch in chs]\n", + "ecg1to8 = raw.plot(order=chan_idxs, start=120, duration=3)" + ], + "execution_count": 28, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/matplotlib/colors.py:263: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " c = np.array(c)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "99OwONlCchwX" + }, + "source": [ + "# TODO please plot EEG channels 50-60 for 1 second after 200 seconds." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "9tRQ0UkvgkrS", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "55d514e2-c998-4ce9-ea82-85d4acd7fdd1" + }, + "source": [ + "x = 50;\n", + "EEGChn50to60 = []\n", + "for i in range(0,11):\n", + " EEGChn50to60.append('EEG 0'+ str(x))\n", + " x+=1\n", + "print(EEGChn50to60)" + ], + "execution_count": 24, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "['EEG 050', 'EEG 051', 'EEG 052', 'EEG 053', 'EEG 054', 'EEG 055', 'EEG 056', 'EEG 057', 'EEG 058', 'EEG 059', 'EEG 060']\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "chan_idxs50to60 = [raw.ch_names.index(ch)for ch in EEGChn50to60]\n", + "plot_EEGChn50to60 = raw.plot(order=chan_idxs50to60, start=200, duration=1)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 643 + }, + "id": "NiD-y_dyx7dq", + "outputId": "6d32bc2b-f0e0-413a-b717-3ffd1d6c5742" + }, + "execution_count": 30, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/matplotlib/colors.py:263: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " c = np.array(c)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eGFoOHsrcy2L" + }, + "source": [ + "**Task 3:** How long between event and brain activity? [30 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 643 + }, + "id": "DoZQlOqmUkWg", + "outputId": "d1f2b424-8c7d-4d6a-c129-a49f5b90d249" + }, + "source": [ + "# the following code plots the stimulus channel for the same time\n", + "chan_idxs = [raw.ch_names.index('STI 014')]\n", + "stim = raw.plot(order=chan_idxs, start=200, duration=1)" + ], + "execution_count": 33, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/matplotlib/colors.py:263: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " c = np.array(c)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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QBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF/af9QAAgLFs27ZtKo9rpQUA6EK11mY9hqmoqm8luTvJt2c9ljm0JuZ9Fsz7bJj32TDvs/GwJLe21l64+Mqq2jiNb9Zau3Dx58OeHmqtPb6qtrTWNsx6LPPGvM+GeZ8N8z4b5n02JvP+wge/53QMGy0AwMrYcUVkWuxpAQC6MHq0nDPrAcwp8z4b5n02zPtsmPfZmOm8D7sRFwAYy+grLQDAILqNlqpaV1WXVNX1VXVdVf3e5PrHVtVnq+rLkz8PnlxfVfWuqrqpqq6pqqNm+wxWv2nMcVU9oqr+tqr+3+Qx37LSz2u1m/axXVWfrKqtK/FcejKtea+qA6vqnKr60uS4/3cr+bx6MMW5f0lVXTu5z8VVtWYln1dv9uLv4Z9X1d9V1Y+r6rUrMsjWWpcfSQ5JctTk8i8l+VKSw5P8UZIzJtefkeStk8snJrkoSSU5Nslls34Oq/1jGnOc5BFJjp9cPjDJF5KcMOvnupo+pnlsJzk5yYeTbJ3181xtH9Oa9yRnJ3nT5PJ+SdbM+rmuto8p/azZP8kd98335LHOmvVzXc0fe/H38E+SPCPJm5O8diXG2O1KS2vtG621KyeXf5DkhiSHJtmU5NzJ3c5N8uLJ5U1J/qIt+PskB1XVISs87K5MY45baz9srV0yufyTJFcmeeLUn0xHpnVsV9Wjkvx+kjdN+Sl0aYo/U16W5L9PHnd7a80vRNvBlOa+Jh+PrKpK8ugkt0/3mfRtT/8eWmt3tNYuT/LTlRpjt9GyWFWtT3JkksuSrG2tfWNy0zeTrJ1cPjTJLYu+7NbJdeyGacxxVR2UZGOSzy3zcIexzPP+xiRvS/LDaYx1JMs175NjPEneWFVXVtVfV9XasKTlmvvW2k+T/Jck12YhVg5P8r5pjXs0u/n3sOK6j5bJ/z1+LMlrWmvfX3xbW1i/8vKofTSNOa6q/ZOcl+RdrbWvLMtAB7Oc815VRyR5cmvt48s7yvEs8/G+fxZWEr/YWjsqyd8l+ePlGutolvmYPyAL0XJkkickuSbJHy7faMe1mv9d7TpaJgflx5J8qLV2weTqbfctE07+vGNy/W1J1i368idOrmMXpjjH5yT5cmvtHcs/6v5NYd6fmWRDVX0tyf9O8qtV9fnpjL5fU5j3f8zCytZ9j/XXSbwIYCemMPdHJElr7R8m/9B+JMlxUxr+MPbw72HFdRstk3OU70tyQ2vt7Ytu+mSS0yeXT0/yiUXXnzbZdX5skjsXLXexE9Oa46p6U5LHJHnN1AbfsWnMe2vtPa21J7TW1id5dpIvtdaeN8Wn0Z0pzXtLcmGS502u+vUk10/nGfRrSj9rbktyeFU9fvL5v8nCHg2WsBd/Dytvmrt8p/mRhR+8LQtLfldPPk5M8rgs7JH4cpL/meSxk/tXkj9P8g9ZOMe5YdbPYbV/LOccJ7l68ucTJ495w6LH/K1ZP9fV9DGNed/h8dfHq4dWbN6T/HKSSyeP+7kk/2zWz3W1fUxx7n978rPmmizE4+Nm/VxX88de/D380yzsJ/p+ku9NLj96mmP0G3EBgC54l2cAdqqqNu54XVuhd/OFnel2TwsAMF/26PTQwQcf3A49dPX8apPrrrvu2621x+/stjVr1rT169ev8IgAxnHnnXcmSe655548/OEPT5I85jGPmeWQWAWuuOKKJf/tXa5OWOrf9z06PXTooYfmggsuePA7rpCnPvWpX1/qtvXr12fLli0rORyAoVx44cKZoBtuuCGHHXZYkmTjxgecMWLOVNWS//YuVycs9e+700MAQBdECwDQhWWLliOPPPIXPr/gggvyhje8YZdfszv3AQD6c9hhh2XTpk056aST8upXvzr33HPPTu936qmn7vZjWmkBAJbdwx72sHziE5/Ipz71qRxwwAE5//zzf+H2e++9N0kecP2urMjvafnOd76TM888M7ffvvCu4K973ety9NFH/8J9zjjjjBx44IHZunVr7r777pxxxhk5/vjjV2J4AMAUbdiwITfeeGMuu+yyvPOd78yjH/3ofPWrX83mzZtz5JFH5qqrrtqtx1m2aPnRj36UTZs23f/5nXfemec///lJkje/+c05/fTTs2HDhtx+++15+ctfnosuuugBj3Hbbbflox/9aG6++eacdtppOe644/LQhz50uYYIAKywe++9N5deemme85znJEmuv/76XHjhhVm3bt2DfOUDLVu03LcMdJ8LLrggW7duTZJ88YtfzE033XT/bXfddVfuvvvuBzzGCSeckP322y/r16/PunXr8pWvfOX+l9kBAP1YvJixYcOGnHLKKbnqqqvy9Kc/fa+CJVmh00Pbt2/PRz7ykQddNVl4g8mlPwcA+rDjYsZ9HvGIR+z1Y67IRtxnP/vZ+eAHP3j/5zfcsPN3B7/44ouzffv23HzzzbnlllvypCc9aSWGBwB0YEWi5fWvf322bt2ajRs35sQTT8x555230/sdcsghOeWUU/KKV7wiZ599tv0sAMD9lu300I47f08++eScfPLJSZLHPvaxecc73vGAr1l8nyQ57rjj/N4WABjAzl4RdMwxx+SYY465//Pvfve7Oeigg3b7Mf2eFgBgxW3bti2nnnpqXvayl+3216zIRtzd8Za3vGXWQwAAVsjatWuzefPmPfoaKy0AQBdECwDQBdECAHShWmu7f+eqbyX5+vSGs8d+ubX2+J3dUFU/SHLjCo9ndGuSfHvWgxiMOV1+5nT5PGbRn3dOLt+5xH3Zfb0fo7v6t3e5OmGn32OPoqUnVbWltbZh1uMYiTldfuZ0+ZnT5VNVGycX357k95OktXbh7EY0Bsfo3ls1rx4CYHW5L1Cq6kyxwmpgTwsA0IWRo+WcWQ9gQOZ0+ZnT5WdOl585XV7mcy8Nu6cFABjLyCstAMBAhouWqnphVd1YVTdV1RmzHk+vquprVXVtVV1dVVsm1z22qj5bVV+e/HnwrMe5mlXV+6vqjqrauui6nc5hLXjX5Li9pqqOmt3IV68l5vSsqrptcqxeXVUnLrrtDydzemNVvWA2o17dqmpdVV1SVddX1XVV9XuT6x2re2kXc+pY3UdDRUtVPSTJnyc5IcnhSV5SVYfPdlRdO761dsSil+adkeRzrbWnJPnc5HOW9oEkL9zhuqXm8IQkT5l8vDLJe1ZojL35QB44p0nyJ5Nj9YjW2qeTZPLf/qlJnjb5mndPfkbwi+5N8l9ba4cnOTbJqyZz51jde0vNaeJY3SdDRUuSf5nkptbaV1prP0lyfpJNMx7TSDYlOXdy+dwkL57hWFa91tqlSb6zw9VLzeGmJH/RFvx9koOq6pCVGWk/lpjTpWxKcn5r7cetta8muSkLPyNYpLX2jdbalZPLP0hyQ5JD41jda7uY06U4VnfTaNFyaJJbFn1+a3Z9oLC0luQzVXVFVb1yct3a1to3Jpe/mWTtbIbWtaXm0LG7b353cqri/YtOW5rTPVRV65McmeSyOFaXxQ5zmjhW98lo0cLyeXZr7agsLAW/qqqeu/jGtvCyMy892wfmcNm8J8mTkxyR5BtJ3jbb4fSpqh6V5GNJXtNa+/7i2xyre2cnc+pY3UejRcttSdYt+vyJk+vYQ6212yZ/3pHk41lYqtx23zLw5M87ZjfCbi01h47dvdRa29Za+1lrbXuS/5GfL6ub091UVQdk4R/XD7XWLphc7VjdBzubU8fqvhstWi5P8pSqelJVHZiFjU2fnPGYulNVj6yqX7rvcpJ/m2RrFuby9MndTk/yidmMsGtLzeEnk5w2eWXGsUnuXLQ0zy7ssJ/iN7NwrCYLc3pqVT20qp6UhY2j/2elx7faVVUleV+SG1prb190k2N1Ly01p47VfTfUew+11u6tqt9NsjnJQ5K8v7V23YyH1aO1ST6+8N9d9k/y4dbaxVV1eZKPVNXLs/Aunv9+hmNc9arqvCTPS7Kmqm5NcmaSt2Tnc/jpJCdmYQPeD5P8pxUfcAeWmNPnVdURWTh98bUk/zlJWmvXVdVHklyfhVdzvKq19rNZjHuVe1aS/5jk2qq6enLd6+JY3RdLzelLHKv7xm/EBQC6MNrpIQBgUKIFAOiCaAEAuiBaAIAuiBYAoAuiBdgjVfW4Re9S+81F71p7V1W9e0rf8zVVddoubj+pqt4wje8NrB5e8gzstao6K8ldrbU/nuL32D/JlUmOaq3du8R9anKfZ7XWfjitsQCzZaUFWBZV9byq+tTk8llVdW5VfaGqvl5VJ1fVH1XVtVV18eRXnKeqjq6q/zV5Y87NS7xb8POTXHlfsFTVq6vq+smbzp2f3P/eOJ9PctKKPFlgJkQLMC1PzkJwvCjJXya5pLX29CT3JPmNSbj8aZJTWmtHJ3l/kjfv5HGeleSKRZ+fkeTI1tqvJfntRddvSfKcZX8WwKox1K/xB1aVi1prP62qa7PwthoXT66/Nsn6JE9N8i+SfHbylhEPycI73+7okCQ3LPr8miQfqqq/SfI3i66/I8kTlvMJAKuLaAGm5cdJ0lrbXlU/bT/fQLc9Cz97Ksl1rbVnPsjj3JPkYYs+/40kz02yMcnrq+rpk1NHD5vcFxiU00PArNyY5PFV9cwkqaoDquppO7nfDUl+ZXKf/ZKsa61dkuQPkjwmyaMm9/vV/Pxdc4EBiRZgJlprP0lySpK3VtX/TXJ1kuN2cteLsrCykiycQvrLySmnq5K8q7X2vcltxyf52+mOGpglL3kGVr2q+niS/9Za+/ISt69N8uHW2q+v7MiAlSRagFWvqp6aZG1r7dIlbn9Gkp+21q5e2ZEBK0m0AABdsKcFAOiCaAEAuiBaAIAuiBYAoAuiBQDogmgBALrw/wEU1o7D2dZ37QAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "_DnKFQyMdPDF" + }, + "source": [ + "# TODO Please combine the last two plots into one.\n", + "# the plot should show EEG channels 50-60 and the stimulus channel together." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "o63ptfbDgnbM", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 643 + }, + "outputId": "d64ca97e-5422-425b-bed9-4866c0ce0546" + }, + "source": [ + "stim50to60=raw.plot(order=chan_idxs50to60 + chan_idxs, start=200, duration=1)\n", + " #I use \"XinminChuUMB\" as a reference because my graph was looking weird. I found out \n", + " #the reason why I was getting those weird image in my graph was because I was doing \n", + " # order = chan_idxs+chan_idxs50to60 instead of order = chan_idxs50to60 + chan_idxs" + ], + "execution_count": 36, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/matplotlib/colors.py:263: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " c = np.array(c)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "S900Gm1zderC" + }, + "source": [ + "# TODO Please estimate the time between stimulus and brain activity.\n", + "# TODO: YOUR ANSWER\n", + "#Stimulus activity time = 200.25-200.27saprox\n", + "# Brain activity time = 200.27-200s.3ish\n", + "# its about .02 to .03s" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "gfOWRBBBgoCG" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rLSbojsodr9X" + }, + "source": [ + "**Task 4:** Localize different brain waves for different stimuli! [35 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7RVcoFYxOBeo", + "outputId": "a12cec45-4dd5-4da2-90ca-c8501c7d96ae" + }, + "source": [ + "# the following code groups all stimuli together\n", + "# and allows the visualization of average brain activity per stimuli.\n", + "events = mne.find_events(raw, stim_channel='STI 014')\n", + "event_dict = {'auditory/left': 1, \n", + " 'auditory/right': 2, \n", + " 'visual/left': 3,\n", + " 'visual/right': 4, \n", + " 'face': 5, \n", + " 'button': 32}\n", + "\n", + "picks = mne.pick_types(raw.info, eeg=True)\n", + "\n", + "epochs = mne.Epochs(raw, events, event_id=event_dict, picks=picks,\n", + " preload=True)" + ], + "execution_count": 39, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "320 events found\n", + "Event IDs: [ 1 2 3 4 5 32]\n", + "Not setting metadata\n", + "Not setting metadata\n", + "320 matching events found\n", + "Setting baseline interval to [-0.19979521315838786, 0.0] sec\n", + "Applying baseline correction (mode: mean)\n", + "3 projection items activated\n", + "Loading data for 320 events and 421 original time points ...\n", + "0 bad epochs dropped\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 131 + }, + "id": "USb3eSTsS1We", + "outputId": "e7243061-4eaa-42dd-a56b-d7be075fe034" + }, + "source": [ + "# here we see the average localized brain activity for the right visual stimuli\n", + "visual_activity = epochs['visual/right'].plot_psd_topomap()" + ], + "execution_count": 40, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Using multitaper spectrum estimation with 7 DPSS windows\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 131 + }, + "id": "qhDlgMRKS1b7", + "outputId": "ba483dab-0d33-40ce-b0de-3e55f1b88528" + }, + "source": [ + "# here we see the average localized brain activity for the shown 'face'\n", + "face_activity = epochs['face'].plot_psd_topomap()" + ], + "execution_count": 41, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Using multitaper spectrum estimation with 7 DPSS windows\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "q0Ve2vMEeXed" + }, + "source": [ + "# TODO Please visualize the average brain activity when the subject pushes the button" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "vQQsKzXagroz", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 131 + }, + "outputId": "205d1729-a85e-4b62-85fe-acfce3710dcd" + }, + "source": [ + "button_activity = epochs['button'].plot_psd_topomap()" + ], + "execution_count": 42, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Using multitaper spectrum estimation with 7 DPSS windows\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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Xv8G6kt2T/N9HVXVKH/c7X2yge4z1hy6X+Sc288YbQAc2DmOZUe3PepC4R+wP/FJEzsD2He3YuAawWZNuEpEjscF17SuhDs+KyNNYXr1P/7NhdwAnYPWVYPVSTbL/LNZVEKyL4LUi8gY2ZmZ5A+oOwho7Q6wV+NDl7CvBDuZfrPjdnaOqt7EWDuZl+dtm1UBs/sNJqnr2GlCXwcCfVXW31V2XKpYdInIR1o/s30stvPLrcgB2RP/d1V2XjzuSqe3JqvqVpZVdgXsPBrZOXvhrJJIZvu1XYNasigGA2IwUf1TVPVZ3XVYE1f5szYeIPAjso6oLVnddlhdi02P+FxucGi6t/McFa6xYBhCR41T1yjWgHlsCJe0JSqviY4A1Sfgk7iX3fBxfflVUUcWiEBv8e6cumvbtY4Fqf7bmQ0S2xgZu9g7+W+ORuBUNV9X7V3ddBhJrtFiuwkJETsOmHNtBRH6JDUB4SlVP7VXuYOCb2MwAP1bVWxe/WxWfFIgNNLwcG0T5BtaH9gZsLtcWbPRyoaL8X4Ah2KnjtFZE2FfxyUMf/DkW6895FNan83BVnV5R/iLsokMp4OsrGtRYxdqBfvjzC/rvv6rvnyqA7sHCL7GuSU+o6mkicjE2Hd9b2IDVqKL8hiSL2GF9twd8Bne5s2FUsWqRTGmU0yFtAeRUdUfATywElTgN6zu3CzZHbBWfbLyqqtslfAErlh9LfGQfp9eqY6p6aPLZBdgcr1V8stGbPzsBO6vqbqq6S6VQTvANVd0Z+Dw2XVUVn2z05s9WLKH/qr5/qqjAu8CnVHUHYJCI7Aj4CT9eZPEFdaYAZ6rq9sA20s/S8h8FHzXP8kpHEjj4dWzk6nlJtOrHCiPF1a4+Fs6ZS/wii64md7mqXt6r2JewScp/iE15dk9y/t/Y6PsnKsq+ibUagk2K/omH2NQ238VaUn+1AgEMqx0ryh/tyakKNpXRo/QsPV9H/5HPB2Bzln/ikQRmnge8tia4hK0IBpA/22NX37wXG2z9tUrrTkX5HDYQ6RMPsakNLwAeVNW/ru76rAgGkD+7seT+q4zq+ydBEtj3c+BmtendPnZYEf6oamVu8xI2M1XZJeUZbN7oypnzV4HapL+HRVP3DQjWKLE8RfLjsSvBTAIml9B1xuEOaiX2HdAAOftYyc3ykbewi1k8KchUA69foq1rrAgqoBxisxYtgku0tUtVJ/dxCdDdUe+iqpeKyA+xAuet5OMW7MpglbgZm3hfWM7I6Y87zvTqJFSdECqTYmVSjE4qqI4biTO4BE4JlTrMj4+T3CwXeQOYmnBn6iXauqKLRawSrCh/AERkX+DH2BR4zwDnik2SP5ueSPDK8h6wiao+1fuztRmzttzQhGG8fimMJ0ehTopinTS3FI7ZIhUMSonI9FJoDs7nLzqzvmGWb8xrYpjqOGaqMTJ1wqtvvLu6678kDCB/pmOtO7uJXZhlP3pykpfL34y1IH5xgKr/scAN9YPdZtfdcHhDetLgobnJ3uCaSdM1HjmxqWbQqJoMz8xpOen0zcdd9aMtxs+is/RK3F6YGrZ0PtnZVpg65MmXlyt38qrGAPLnA3qMOH31X5/Y9881Nc3eMN/bZGRdatLQYblJ/uDaSW/G0fD16nODNhtUp/+bNvdLP9xug7ZvbTJ6lnaWXoo7ClPD1s6pUXvhyfqHXpi1uuu/JHxE/myKzYX9K+xs1SVY4dzbcnwPNkXkL7HBqwOe43m1iuUzvTo3VN2vGHNsqLodFQ3QTsxddFGLYT/SCPAgBecWOkfuTWpkDWbnilu1nmJqHjPI1Ua46ZdRS3GVP8wSYBBSpo8VBZee/O6LwJ8rjluwuRpJ/vYOFjsHuyIQ2LRDS1sg5mONn6Yb/GKsB4XKMcZ20OW2YYHG3EEnQ3HYnoAI5X4KqX/QOXpPUqOzmO5I8FNN7XwjPOwKVxnktp+GCwY8LeFHwUfgD0lw422Jv9dJ2OwgF4rIN4AjgD/2umQX7DKsaz0W7LxZmig+LIriI7F+lFkAVeWVrgInz5jJXtksX6mppS1WzvxwbubE2bPH/qypaWyD7+5lJymENzdYd67jyoOea65wXXPn4CdeWqNmvwaQPzE2yh1s3trFOjpVPUDsqoU3YmfC1lqc6dXlaxxzRK1rjmh0zRZSbmYjPDFvIYc//DInTxzHNyavy5zOIofc/lj28/c8M+6qLSeMy0TxZ1SVOFZenTB+1oLW4v3zw/Dyved+8J/V/Vy9MYD8CVly/wWfoPfPFMnXZY05psEzhw333U1FCEQEMYb757ZwzGOv8t1tNmDK5Am839LOgbc8lH91bmv+kknrrONF8b4oxLEybeL609vaS/9pby9dNmnGew+v7ufqjRXlj9gVXX+Dja2ZKSIviMh92PzNvQcI52Ldv6ZiUwCOSVJwDhhWi8/yhemGoecG9d9zhXcMcqMRPmOEOsE26CwibqaTsbh8igAXwUHYiYANcbmFTmawSEaSGmAP4M+x8t7pTu1533LrRq2GR+sTIhAYWWxbBqyHzYN4J3YU3kSyohh2CeZHe5UvYPNxtrPoCkRrFS7PN43+dbbxxw68b4TrjLA7UGMS/ryvITfRwSZ47EQKA3gIuxMwGpeb6WT2or/UeuCzwN+N8M53/brvnhvUD1nlD9YPVpQ/ib97Ga3Ywda85Hguiy7tXMYB9JEzeG3Cwr0nr9u62xa/wFpKr8L64WZVQWO4e2E7R0+bwVfq6zi1tg5ByInhV43NbOD7fGHWTN4o2vF44tXTBOwvwh3GkdcX7LzZGa17TmpcbQ/YCwPInwjYNDmeiF1dsa/ybayEPLVrCqZIfuMTpebSUHV6jF4KbCciKYMgIvx15nwOfuBFLt5xQ745eV3EGAZlAu7ad2sGpQN2/fczvNXeCVFMGClhGA8uqh7SFeu9l+WaXvquX/fVE6Wmr9/masEA8kdZcv8Fn4D3zxTJbzFF8lcBM0LlF8CWRggE29aXz5jLsY++ynV7bs6ULdYBYxhZm+X+g3agFMfscc/TfNBRQKOYKFLCKB4eRfEXS7E+dE/zsKdvbhjy5T/VNvdeHG61YUX4k6xz8CdsHMRMAFX9YZKL/0MWz+EswLzETbeFvtde+GjPsSpdOP9U2zyqI9YLOiI9sDNWtytWiqoUk78LNeYpirxMiSYMCnSh3bLYAVIIDjCHmHVx2ZKAHIZy2xsEV8A3Evki/0gZOePMrnnLtQrbQGO4cXWKX7PY+XMK86cubRqiDBF5MMmGcRF22c5nVPUUERkCfElVz0vyz5YTll/xcfWx7A831Q+eUFS9sDPWfbpiNV2xUqjg0IIo4r9a4FVKDMIQAZ1otyx2sfwRYC4xG+IxmYCcWP64Aq4Ivgi+oZQ25saUkW+d1Db3/dX31CvOHxHZj55Az9exq4ldj402LwGHYAdVZf4I8BQ2v/kaZR0dCLR/bvvNtBheoFG8hxYjicMIDSMrWEox73V0ce70Odzf1sGGvk+nKi1RTEEVAVJGaDAOEcrrpRLH1NZydEMtDb6H6xl8z+D7BjftY9Jel/Hd68V3v5356/9mr87nHkD+fBnrfzsZO9j6AtBAD39uwc4OOthgmwcH9EFWM6ZIflvsimU7AeQdQ51raHQdmj2H0MDvCm08VehiYmOe9hjmFUp0RTGOCBnX0OS7dJUiXmnt4IzhTRyQzlNaWGJescTcUsi0QsgHxYj2OG4HrgHOvkwXrtZ0kwPMn1/Sf/+1Vr9/pkh+N6xLylblc4EYhvgOowKH0BF+W1jI66USmzXW0BLHzC+EFKIYRyDrOjQHLgsLIW8t7OR7Y4dwQC5H3BmxsK3EwmLIwjCiLY5pDaOWtkivKKh+/1ud81brwHVF+CMihwG/xgbzAZyFjR2JgHtV9cdJuYsTHk0CLk4+f1lVl3cxsaVilYnl2xqGnNAZxxd2xppvi2I6Y6UrVmZHEc/GRV7TEvOI8RFG4jAMhxyGNNLtKxJixXMbMR8Q8S4RJZQaDONxWR+femOsWE7mxFJGOtNGzso45qJjW+eslh/gCOPqqcHihoIzuuYts1j+JON/g0aYrjg+rSuOz+1STRfjmI5Y6YiUGVHIk1GRl6Ii8xP+jMVlCA4ZhFQFf0pY/ixM+PM+EUWUBgzriMfG4tFoHHzLG9L2b2vGyOlHtMxZbQOPKn8+GgrH7uFpIfxOXCidFRdDT0sRWoyIw4iXWzr46+z53Dl/IbOKJVLGsHc2ywauzyBxqDMGL7lPZ6ws0JgZccQThU6eLBRYqDEbBAGfqctzUHMtI3IBTsrHZH2M7yK++6HxnK8Ef7i393KwqwxV/nw0TJF8CjvN+3WS2VhBqHEMXU7MK1rihahEh8ZkXIdDhzcyeUQTo5ryNOYzpDyXWGMWdnQxc0E7b89dyJ3vz+XJ+W3MDyM2cH229gI2MC7zizEzihHaExA1A/jyZbpwta2GVuXPR8MUyeeAC7Gr8nWbVBVlocB7JuS1uESEknEdjhjZzOZjmhk5qJ762hwp1yWKItraO5g5byFvzWnhH+/M5vmWduaXQjZPpdjVTbGlG6CqtMUxC8KY9iimI9a3i7Eee15pwf2r6/nXFv6sdJ/lx4aMHNUZx1f5RnaPMMTEhCq8EZa4J+zi7ThkPfHYXlIMVoMilkTEvEiJLfFxWNRk34EwDIedcABlJhFvEvJX2hkaO2xjAtY1Hq4InkjaN/KLlJHP3VQ/+NgD589a5VZmI/Tts1PFUvH86DETAiNXx8h2MUIUQyzCG1GR2wudvBeHbOJ47OWkGaQOIRCqMlcjXk34I734k0cYhcsuGBRlFjFvaok/aDtj1GFnSbEOXtnKXOOKXPH3hsEHBWKO/+yHH6xyK3OVPyuO8NT9NjOec00UxhNxDCJCrMqdcxZw8Xuzeb2jwAENNVwwYggbuB5RqJSKEc92dPFwVxfHZPPEJArJgbFGGBJH7JbJUOc7lASmlgr8q62di158iz3q83xtnaFMzAXgGMSYRhxzfemkzxwsnneie9Gtq9zKXOXPiiOxJl+NdYkDrMiZJhHPxEXaY2VHL+CMXB3bptMMGZyhblCOxzTm0VnzOXVks52HVkV9l/UDnyEx7J/LErd2MX1eJ/fMb+Ofne1cXVrIuuKyAR51PR6Sw4Dbp0j+j8Cpq8PKXOXPiiOxJl8FjC6fi1HeIOQ5SkQK25iA72Tr2DqVZtSwHLXDa/lPWOLZDxdy3Nhhlj9xDCmXDTM+Q4DPN9XiLOzig/md3Dm7lVtbWvnlwgVs76X4lJfCj4WiKqHq2KLqf053an9rhDMuDFtWuZV5beHPSvVZfmXd8Uf5rnnBF9ndE4Mnwuw44pKuVq4ttbOecTndqyGDYAQ8MRjsqN1akJW+1kp8giJTKSUPIIwQl10lzfGSYz3xuDPu5E9hG/OIytZlXJEdfCPP3t007KSV+cx9oezg3nurYsl4d9P1TvF85xnfNdv5IrgiTItCftS+gGsLbUx2fc4KahHARTDS06btCX/6mkp4jCJPYX1OPRHGGJe9nDQnOXnGGY+/lNq5ptjGfI3wLXfwRPbyRF7436ARqzzKv8qfFUN4zpFn43lPiOtMFNcgjuHxBW3s/ugr/OCtDzhqUD0PbjKO9igiwPorh6WYUqjMLIXMCENKqkSqhGrn9+JYuXDBPK5pbUFjSBnDLtksvxo1lMc3WYdN82kOfOoNjpr6OtO6iohnMJ6DuO7n8P2Xwu98Yf9V3Q5V/iw/pkjeTJH8T4EHqRDK0wn5O51M1SI7OwFnpmpoV6XBMQS+g+caxDVM6+hiWluXFTmq3X81Uk55+k0uf28WpVBxQ9jKDzglU8O3ghpyGG6lk/vpomPRt9eRwItTJL/7Km6KKn9WAFMk70+R/KXYLA3dQvldQv5GBy9TYmsCjnGztGtMk3FIeQ5+4GBSHtO7ikxr6wTHsZsIOA4lVY555GX+8v5cNIpJI+yeSnNubSOX1jaREvhh+wL+VmynJYopxhBbL7KTDPL8D4L6VR50u7bwZ6VZlqdNXP87vmfOiyJDFCldccQNnW3c0tXOfkGGKakUhVjpjBWJrJObKwBCqMogXHbH6fPekxNrocGOWkwitl0RthCfrcXnWS1yWWEhO3EaM2QAACAASURBVGmKw5ys9UMVk04Zc8mTQ0eNmvzBe99eWc/eGwLLGtBXRYJ52218ge+Zb0ahIYoM7aWIq9pbubOrk0PSWXZwA7pipTWMoZflOFYYlrjy9IWt8K24JuEO5R80bGcCdnQDHtci53e28Jk4w6GpLL4YAiM1gZE/PjtqzNDN3nvngpXeCAmq/Fk+RBefbrRY/B2edxyuC45DexTx7Sde5/Zpc/n+usM5uD6PliJaukrEMURhTFEjCsWIUqxsG6TYyk9RStzUBJJ5LOGUXB3NnouqlgP8iFWp8x1OGdHM8eOHcvG0uWx311TOnDieU7YYh3geuG4jnndT+KPjprhnX3lF/08wsKjyZ/kwRfI+Nrjo4PK5AspDFJhJxK4mxeaOT53rELjgxkLGGLIZl3TWw/guh44axBfSHhrHiFnUJvWrTcYyqFCiOL9oA7RUKaniY9gCnwm4PE2Rv9HB1gSsh1ueHRuWNuafF6Ybjvhm57wbVlV7VPmzfJgi+Qw2peJe5XMdxDxAgfnEbEfASBxyxiHjCF4sZB1DPucR1KRwsgHHDx8PmcyiYjmO8QOfK7bbkNFhjLZ0EkdKGKl9/xjD51M5tjEBtxQ6uDRayC6SYl3xMIArjPVF7r0013TgSW1z71xV7bG28GelWJbnbbfxTzzPnOd6Bs9zmCcxp7bM5ZWwxMW1TeyfypI1NpDKAfZy04w3nhW+5Q1rYe49hQ6QwyGP6RbIZR9lG5glpB3Drn6ac7P1zIkjzmlfwHyNSRkh4xgyGfdbb2804dKV8ex9wax4NoxPHBZ+ditp3XPSZY7vftP3Db7vMD2OOHbebGbGEVfUN/HZVAbfGOsmYYT9vAwjjEuMEit9WpMrkU984aGHb243lyxH9gkynJ+r59WwxFlt82mJYwJjSPkO6bT70+mbr/+jld8adNexyp9lQ3TF2Q6u92dct1soP/fhQra+5TE6o4gnd9uMw4Y1IKqEYYwTwTlNTYxSl86ukK4ophDHdMVKQWMbPKpKUWOKsRU1wxyHjEIYKardGTEoh39kXYezNhrFf/eaxE3vzGKfO55kbiEE1wXPMwTB5eGvv376qmqTKn+WHVMkH2AXO+gWyrOIuJEOAoQjJcemjk/WMeQcYYjrcVZNAxvUZqitC3CyNgGEhhFaitFSBFFF5h0jrFebIefYgXykSqQQqnUfixUChG0I2Ic0L1DiHrooogRiGOY73sjAvf6+5uHHrqo2qfJn2TFF8nlsytZuoTyNkJvopA7DwWQYhYuLDQ4d73ucUVPPOtkUjY0pvIYcJu2DHVyX3xmQSkEQgO+zyeBa0ikbSaFJ+rgw4VAxtoOuT7sZPmcyPKwF7ok7EYGMI+QdyTS45rY7m4YeuKraZG3hz4CL5QU7b3aOMfJt1xU81/ByWOSI2TPZJZXmwrpGhjounp3W7p7irtwqK2SSzemWzbK4RZkkg4Gh27yfNkLGCINdh2/n6tg7SHN6y4e8EpXIZFyyWY+aGu/E1j0m/Xygn78/9H5OVz5+ZFkVEMf8UhxzgngOjufweGcHX5g2g0Nq8vyktpEmx8VJMqKUf29xRUcTqlYGxywR5UGZzaBiB1teedAlMMRxOTdfz7Z+ipNb5vCWhqTTLrmsSzbrnbXws1utsiV9q/xZOqIrzxHg94gcIsaAMdz+5gz2uvlhzpo0niu23YBax0FLMXEYUyrFdHVFdHaGtHeFdMQxnYlQ7opjCuVsK3FPxp5KAR1FShTGRLF2C+VKrFOX5d59t2Kz5jq2/dO9vLygHYIASaWQTO5n0XXnT1lVbVPlz9JxmlPrAn+lYhn41ylxJ11sT8CnJE3eMaSMtQTWuw4NrkNT3qexIUWQT4ERNIqJiyFxoYQWQyucYzuElyQ/mBiDcex3oNgBfu9BfiMOB5AmjXArneR9YVzKY3jgm1FNmSta95h0yKpoF6jyZ1mQBILehl3pEoAXKHIfBT5FwNYE3fFXDZ5hsO/Q7Lk0Bx6DBmXwm/KYjI8EiVjuRzCblI8JPOveJYlgxlqXbT9o+8Kh4vJFkwWB6+N2HEcY5Ls0eq7X7HvXv73RhE+vqrZZG/gzoGK5ZZeJJ4vID3AMjmN4rLOTL703g3OHNPPl+joCY/2Wne4Gsxa9snWvp1KyqJW52/JXUb4nRRy+oduqbARuKLYzh5iUMWQcw6HZGs6ta+Q7Cz7ksbhAPufh12XwGnNfL52w90oXPALdA4TKbXVCRIYkaXvWGLQfsN13ReRUcQziCHcuaOOEt2bwm9FDObyhDs8xGCx/ys1nOxnrm2z9SpdNKEuFZbmSWwViri20MU/j7lmKL+VqOLO+kVM+nM0LWiSTD3Absnj1ufPCkz+70gVPlT/LCMf5BXAkiXvEdc+8zkl3PMZtB2zHF8YPtSImtFkwCgUrkjs7QzoKER1RWSQrnXFMQWO6YrsV1KaPK1uXyxbmYmz9m8uiOY6V9zoKnPDcW8ws2JgKz3P5ya6bcfbOm7HHNXfy9JwWyObslstfEt3zh5UueKr8WTYM8Z2rPJvuDLBC53GK/B8pxuJ1G2TyjqHJc2j0XBozPg31Aal8gDgCUUxcCIm7SsSFElFXiagzEc1RjCpI0qm5jsFzbPamsmFoPhH3JZZksIaifd0su3opLisuJHKE0UOyDB7fYDLrDb02/NFxe/fzOAOGKn+WjjO9OgPcgF1UBYCpFHmBEvuRZniFx2uj6zDcdxnmewz2PYYMTpNpyuLk0zhpH/wKsdyXYE6nMWkPE7i4nsFxbG+mwOtRib+V2olU8Q00uA5H+lkmeT4XdbUSCzSnfJqb017D4OxNHYfstN3Kbpu1hT8D5rPcutsWmwC/KB8/1tbB8a9P4/Jxw9jCT9HZGeKVYoqxFcpSfkGIYNDul0XZ2of2NOaiQrrn3CIuGIlF2ROoMYYaY8gYQ9oYsq5ht9o8o5rSHPv2dBqac+zV0IxTm0ZyuXPD7x99n/v9ax4ZqLboDWH1kwNARLbEruI2FLs4hSSr5MwALlXVJ1ZX3ToP3XkHccz3lRhU+PfcVr76yvv8dcPRrO94dHSEOI7BieJux5y4e/oysSwvo1CGHoty2aqcBPERGMgn3AnE8iftOexTV8Pw+oAT3pnB34bUsE1dFrcuC7ncReF5xz/gnnXFi0v9pyuIKn+Wjui68/dB5GuIfUP87alX+c4/H+GuI/Zgg5QhammzFr5iRLGztKhQjq3rRRI93r2Vs2CU31GRCI7YTkmTD00UY4qC69rYDM+FGtemH8Qx3Z3cUVttSG1TI/v87hbuPvsENl5vCOTyhnTuivjpex41m+/x7spqmyp/lo5/Ng49arjvHBmqMqMQ8TxFnqPEvqTJY7rd/PKOYbDn0Oy6NKY96usDUhkPEUEjtYI4SmzE5ddRrBC5IILG9nMp94HGDv6D8qyoGHy176WssaJ8qO+wo5dm4zjF11o/5J5Jwxm23ggYOtSTpkF/jG66aCPnwFPnrKy2qfJn6RjqO6fGyv+1JC43T1PkTUL2JU2mwibZ6DqMTiVC2XMZNChNrjGLW5vByQWQTltBXCGYxXEgTno3zwPfx6R9TMrD9wyea3CL1lAYJOlSU0bwEk1U5xqOdQJGFTv55sJ53DZsNHWDc/jNNWm3PntdeMbnN3EvuKFtZbXN2sKfARHLCz+9pYsj1wjGV1Xebi9w5Evv8dsJI9ghm+Gl1k5e6uxiOyfAjeKKoDzbCfVuxiSRZfe+6d5f1BqIQrvE1BiXIHG9yDqG4/0a0ka6hXI265HLeuyYy3BdU5YjnnqDu8YPZpPaWshmDZnM1dFlZ050pvykayDaozdEWCPIgl1+9jRVXST9kIjUYZfWXi0vm8Ixu6fFd68m+eqfb2nny8+/zZ8njmOLVMATcxcyraPAZON3j6A18U0uTzmVhfOyQJKZC0FpRcmJ0z1LkXMMx3t50saQMoa061jXnYzLXvkMlzVmOezJ1/nvuCGMq62FXM6XXO6a6OofbOMc872Vskx2lT9LRnTrJfV4/uXEEcQRD7zxPqfedB93HvMZNsgHPPL6e3S1tLNt4BN1FOjsiujoCGlPhHLZelxMLMtFXdT33RVN3HTs31gENUIpEmZHEeNEKJUiSq6h0Xe5YMJI3JSP8Zzuzo1UigO23oSudJZ9L7yGhy75AUMH1SDpXJ5U9krsCqQrBVX+LBlPDR89rNZ1fhUDRYWXoxJTw2K3UJ5OSK0YhrkBQ31rUa5PeeRrfFIpG3ylUYyGioYRcWz540U2FYH9LEIcg8ZKnFiZO6KYuXFoV6hNZlwbjGF3TVPjGOpdu2BFg+syKO1z4pB6asI6DnzydR7cZSvqh4+CusZmMrlLsEv9rhRU+bNk3Fg/eEKDa86LFeKi8lRU4CVK7J8I5XcJySGs7/mMDqxQHuR7NDWlqG3M4NZlcPIpJJuxYjkIugWzeH6SCQOEIpoMvsX3aXMN84mtdTn5fgaJwz5eBk+sYK5xDTljqHUdTsjXky56HPveB9y76QgyzbWQz48hCC6kZzGzAcfawp8BccMQzzlTPGcL8QydwBdffIczxg5h98YaHEe4t62df7W14TpWIAvwbhTyw7b5zIl79MWimS0WDbrye/klp4zwnoRcX+ogFiXnGLJOInB6CeV8ziOX83DrMuy0zlB+tvPGHHzn0yzwAqipQWrq1qO2/tyBaIs+24c1w2dHVS+uJIqIBCJSo6oLVPXiVV6hcj1c58fimnXEd1kQx3zh8de4cJMxbNOQBxHubmnjrrZ2pKLNXgyLnN++gBaNE0sgy+yrDJZnrxFyS9QBkPgq0+O3nIzK02mHbMYjm7X82We94Zyx5QQOvvMpOtMZpKYWauomk685Y8AbJkGVP0uB612E6w7F9figpZ3Dr7qNq7+wJ5sOroco4pbXp3PL27OI24vdPsp3tyzk5HmzWRBFdMZWuLSWtzBmYWS39uS4NYxpjZSOihUjb+5s50et861VuhhTLEWUykFdsIhlWVIpSGc4bPftOWrvnTjsx78l9DKQrUHS2d112isnrKzmqfJnyUilnMsznlNX4zgURLkt6uAwN8sgsbakd4h4m4hax5BzDDnH4e5SB8e9N8MGdyZiOC5FlgfFmFLRuvpEXUXi9iJRe4GorYu4o0DcWSIqhvxm1of8aN687nqUB/4Ata5hWODS7HkMzvgMHZIhP6aRr+4xid02Gs8xN/2PuHkINAxGapsOjp+7/6CV1T5V/vSPOxqHGl/k92lj0k2eQV14hCKfJkU2kVdvETLLxAz3XQb7Ls2eyx10ccasObh1GdzaNCaXsdkvEjcLCQLED8BL3DJcz+6XXTJcl5+8PI2z35uFMYIqlJLsYh2xYsRyKO8YalyH2sCjvj7F2RuNYv2mPKc+8xZqjT2Qy50QXnTabkt51BXG2sKfjyyWOw7ZaRPju2cb30Vch3PenM6G+TTHjWxGXAfHMZw8pJGLRw/FcW1gliAMMYbJXkCDMdbCXOGHbAP9pDtwr+xmUSmY08awmetzdCrLUM8la2QRoZwxhkzGJZftETpuQw63LssXttqI3dYbxWl3PYHU1EFNHeRqvh7d84dtP2p79IU1xWdHRD4nIv8VkX+JyFHA7cCNIvLdVV6ZBOFX993B+O5XbS5aw2lPvcmeQxs4eNQgu6iDY/jmiGZ+MnwwYix3FGWYOGzm+gQq3X7Ly4ryQGxj43GAly6v1GenrroHZzYTRzrtksm4OLVp3JoMTl2Or+w0kfWGNHL2vU9b7uRrIV/7/ei/f91oZbRRlT/9I7r7mn0wzhdxPdQ4fOn3t3Ls9pux1wZjbG7bKOLHW4zn/A1HERdKFIoRXV0RY4zH1l6AxjEdsRXCZZHcHiutUUxbFNMWKe2x0p4I6o5EQBdV2TUIOD6Tt77OpZhiwYqlqBiipcgO7hwniWIPIEhDOsN3v3wEqVSGn/7pJsRPg+uD61+os98dvdQHXgFU+dM/3t10vaMC3/lsKuUQOMKvO1o5KJVliyCgwbNiY1dS7CwBMSTZT2DzVIo9a3JEEZTCmGIxoliMCMOYYsluZa4Vu0pWLHcUidoKRF0lCoWII2pqODlX2+3+U6qYHUsZoc5xaEp7DGpOkxtRhz9qEAwbxs+mHMas9gKX3fMYkq+DbA1kcpfGrz7WtDLaqMqf/uGJnOqKbO8bwTHC9aV29vcybOAFZBNXvv1Mhn28NPWuIe845HIeuw/Ks/fIJty6DCafhXweslnIZpF0GlJpCJIMGJ6fCGWvnIISPI/TNx/L2eOHATarSkmtUG6L7CyZL0LGOORdh9oan1xtgD+ohsv2nsTUOa3c8MYHVpj7vogfXBldekZuZbTR2sKfjyyWjedeKb7ri+/ycGsHd8xu4eebjqUsfsR18H2HwLMJ242xGSzSYvhskOlutJ6Av3LgnhXJlYK5LJLTRsg5QoPrsKkfdPsmV/7NZNxFhU5dFrcmbUmZy3HhIXvwyDsz+efr0yGXh2zOkM5dFT1+x4BnCBHAS3yIKrfVgDOAPYHDscu37qWqeybnVjnCbx7s4HlX4XlGPJc7Zszj6flt/HjSOojnYFwHcUx3IIypaLO8MezqpW36yeVYsd3pHoRZ/8OxjkcmiXAvW5S7N9+QChzcXICbT+PWpiGXQ2pquOSLn+XGp1/l4WlzIJuHTI1PKrtScudW+dM3ovuvT+O6vyvnIv3D/6byYXsnZ+2zQ7dQplRCCxF0lRJBE1MqRdQYYc8gQxHoiJT2RCS3Rbaz6Yjscuodsd3vSqw25SDAQqx4Kox23O48uVYkJdblZKq92xLkp2wHmMpiMnmuuuB7/ObaG3jxzXfB8cB18zjOJSujnar86RtzttmowffMrzzf+n3eWGgnawwHpbPUu4ba5L2gAiXoDv7simMGxYYDc3lKpZiwFBOGMWGolEJrVbbW5UQ4F6yVudAZ2r+FiGIpJo9hVMKfYmxjLiq/Ft8ItbU+ueYs/uBaaGpCmgbjNw/mmnO/xQ8uv45358wHxwUxzcBKye5U5U/fuH/Q8JGOyHle0nfc3NXBKMdlr1SKRs/6mzd5hlrPUOc5ZBxD1hgyGY9NBtfxhY1G4dTmrCbJWMuypBKhnErbAXa3UE7eI04S6BcEDGvIs25jHsdId4B72ZWsPVYi7KArk7E6yK1N4+ZTZOtq+f0hu/H12x7iw64iGAdgDFG0UmbX1xb+fCRhWJry6R1N2tvKBC7quXzj+bc5f/NxNGRTGN9FPAfxHRzfxfcNnu/gujY/cuXAYtGgvQrXi8SK7EtPbr6MEWocO+LPdLtdGNJOhWBOuaRTLpm0a4VOrZ3qIJ+HfB7J58k2NXPR8Qdz2tU3U/RSkM5BOruBZHIDnk5FZHGirCaydKhqQVXnAW+oatkts7Q6KkMqtQ++PwHPoyCGbzzyCr/ecUOyaQ/jOtay7BqMa7CZwMq+xou33bIIZkmEcqUrT6VV2TcmWXzEELh2Ra4gcHCyAU4+ZUf+uRySy9MweDA/PfoAvnblTcS+FUGSymwbv/zwgM9OVPnTDxzvMIwzDOPQ2tnF2X++g0uO2R/PcXpWTSuViLuKRJ2lbqFcqgjiq/RT7or73qzbhe2Myta/cgBgiCa5cpUwTjJjJNPy5UAvcZzEGuSDHyBBmhEjRnL2qSfyte+dh4rYDss4n9UFs9Yf6Gaq8qdv+Cnv2CBw6rzE9/PKlhbOqmsgbRxSxuZRNgih0j1AKpXTBxbtAjaFQrKQTag9wjmyObwrhXOxZFMVlhKrc1iKLU8q6mOQbqOQXWcAAt/BrcsidbVIbS3kayCVZf11xvGVIw7mjJ/+GuIIwhJEpcPiZ+4dOtDtVOVP3/BFTvJE0i7CzDjirkIHX87kSTsONY7pdoPIGuu+k+rWJg5OLoWbT1mRnM0i2SySzkA6azc/WNSqnFiW8f3E8mzdNZxcilTKSWZErXaKE74W45gY8D3bj5m0j6QCcF0mjxzEwZtP4JzbHoAoREtFNIqOCy88uWag22lt4c9HEsuSCk4y6QCT9vn7jLlkPZeDxg/l2ulzufaDDzGBh5P2MWkPN/AIfIPv28Ukei830jvfbVkke9IjknOOocatFMnlnMpWJGdda1G+rdDOX9sWEuQC3Jq0TRRfnuLIZsvTVuy9/ZaMHzGUq+95GEllkXQOUtkBXw5bBFzPLLatBmwhIv8TkQd676+OyuD7J5WDGa58ZTobNNaw+7ih/O71Gdz4/pyeAZexqQidJHJcYBH/ZVg0Y0pfkIqOKJXwKTB2AZJ0YkkOEq7d2tnGP4sdViinksjjTM+LjUwOMlkO3WtnHM/jpoeeti+6VBbSuSp/VhVc9yQcDxyHi277D3tMXJ/J40bws7se5fYX34LQ5rqNu0qUCiHFYkSp1JPAP0ryJZe6xbB2+79HKBG6SKaVnq3n+u5AU8qBp8rFMz/kxukfWrEcx2BMhVhOgWMj3E886nDenzGT/zz0mBXLjguOO+CBNlX+LI6Og3cUpyY1xU37BIHDZR/OZ//aPGN9nz92LOSlsIgRIcbmbS9peeCE5YsqxWLcI5gLEcVSRJgMluLkb6lbNPeI5XJubkhWhkyCi4NkxvQxLfBqXOxJbxm4iT9r2nLIcUBjvnn0ITw89RmeevZ5CItQLHha7Dp+oNuqyp/F8fzoMX7Kdb4UJH3HdR1t7J/K0mQc/tzZxrQ4JGOEjGO/U1+EQAyplEOQ8XFyqR5rciZjU0lmcpDOJO4XKfuuqLQqp1JWSKfSNhAwncbJp2wAuptk/jLwmBR4Pw4TwWzTaIprZ2q7EzOHIefsPombnn6NN6bPhlIJSqUcxeKRA91Wawt/VrjG4VmHDyaV+lx5VZmfPvsO52w9ATfjU3QMJSOJULbb3xcspEWUwHdojWOu7VhIkR63C6d7ZASe2JfI3WEn7cTdpEsLPBEWUFECkUWsyhkv8S9Ne2QDh3TKxc3bpSNNLsNsFfb841088sF8S8hk+94JR3LBn24mdANrHfTTe+uM18auaLv0BRHwXLPYtqqhqnWqupOq7th7f1XXJfzZV9bB9/cgCCg5Lj97/BW+u9Om4Pt0IXQJiOsgrgOu4ab5LbSjOI4wK474a2cbgvbk5O5lbS6iPEqBTmIkSaUTGLvIgCd0D8DSSSeVStLEpYwhcB3SCZ9M1sfJ+LzZFbH7tffwyoKOhDtZJJ3lnBO+yE/+8Dc0yCCpDOL6B+vMNwfUd7DKn8URPfGvrTDuJERo7yrwm1vv5axD7KRQV6lEZ6FoxXLR+oz+aeY8FhRCSqWIN0pFru9cuEhAVZwI4zgJFO1M+FNMOAZWJD0XFVHVJP+7PS/QbQk0Zb/3XqO3p96bye5nnM+MufNtx2ccXD/g7NO/ynm/+HXZsow47lF0tGQGsq2q/FkcTi7Yy8kE403WZ74RbprfyonNDTgGSok4Li94FQGvUKIztr6gr5ZK/Kl9obUeJy4YpVJkBXExIo6U94slfvHhPLoia0EOo5iWUsStC1p7+GMEz+lJUTkoWagi79isTp705JO/7+0P2Ovnf6KltQ1KRbRYIG2UM446hB9f+nu00IkWOqHY9eXo/usHLCUsVPnTF9Jp9+BUymkOPIc5UcQTxQIHpnM4YvkTJwOglBHEwIOlLqttfIcHu7q48p2ZVvBmsz3W5HSm21f55ZnzOOf6fxI7iQtXkGJuV8jfn3oFgrQ1zmSzmJzNplFb41Pnugz1HXKJXjIi1pc5jLlt9nz2v+9ZwkIBCgUoFmkwcOI2G3Lhvx+HYtGeL5VWymB9beDPiv+o0unjiGOfMOS+6fPAGHZfbxQSRZw0eV20WEqW/IwIBa54fw7xkAb28lN0ODAzjohQfIGiCDPiEneXuviclyFnDCWUFmJCUTKOtUa3q/KPrg6GOC5b+R4q8Iu2Fg7M5dkqnSGVsiL5qKZBuLVpm+Q7n4ZMhvp8nr03WZcJY0baUVw6C6ks20zenOFDBvGPh6byuX32BsczOO4U4Fsr3Da9ICKrayTVux7n9PeZqv5wldYlCE7UOBbCkFtfeJuxDTVMHjMUSiW+vs0G0NVF1FFASg4tBq6cOY9ccyObGZdWjZkVRyCCJzaQ4R1KPEORHZJVkkooC1FK9FiT2yXm0bDAeHEZZBwwcEXnQg5MZVnfd+3gy3c4tr6BbNbFzQY4mQCTSTE0X8PeG49j5LAhPYOtVJZPf2onzrj4Gh54+gV23mF7cLwAx/kS8NMBa6sqfxaHkZNsImTDn+55iB02nsA6Q5uhbSFnf2Z7tGUBzJkDUcz0jgJXz57P0Pr/Z++9w+yqqv//196n3V7mzkxmJr1XQklCDVXASBcUEESqgCioiB9BQLAiH1G6gigKUZogRRAQKQKCECAJCaRAKpnU6e3OLefs3x/7nFsm8fN8f3EAH55Zz3OfO7eec/dZs/d7r/Ve71XDGAy2eC6bXBdllTMSq70iS708++EgEOTx6PYjyUF6sx2Xl9wcU02LtNCb/vtzvZwZiRM3DCxDLwJfG15LpD6upeMMHTEe15Bk3l67U1uT1sBYSJAGJx1/HJf+8KcsWbaSmbvMAEiiOXWDxn8f8p/tzYiGLkAIlFLcvXUDR2cSNIQs2vpynBtNklcerYUiISnICcW7qsAu0saWgm1ekc1uEeVnFpQHf+vt5e1cjm8k0wC0uy7NhSI5pQihr8GibB+/aevgoGSMlClZVyhwU1cbF0YSZIRJVEqKSnGenSRiSOJhU2s4WwZT00nmTRlFXHqQy/qazUXO+MyB/OD2u1m/di2jalPgFoejvGOAPw/WWA35z/YWDpsXSOkiBDzU0ctR4QhJQ9LrepwdiQM6+2Sglb/+mstydCJBOGSw3i2yNuvp4rqQLvq9+9UlrG7t5OozTgAh2dyTZd22NorSxLZMUB5/X/o+Nz32PEfNmo4dibF4zQZufmEJv5g+ktraLLm85EfFeQAAIABJREFUi0LxFZkgpxQRKbGlQAjBDMfm8JoE9BfAzukf4Xmcv9t4ZvzyUX5y8G7UOBYoNa145WkHmT+c/8JgjdUnxX92CiwXb7pYEIudi+uC53H38g84a88piFhMh/PzeYSU+t7QF+ypT+0KHX30tPQyybH5YTJDt+vS63lE8EgqSUpKEoYkJASmkFwUSZT0Jy0hqJeSG1K1xPxOgBJIGpJUWEcBQ45BKGpj+AVZRiKkpVEiEex4nG8dc4jmfDlhCEUQoSg4Ec459UTu/vPjHH/cMUEq9CzVufVKkazP78z4DDQBH8tOagf2D//+HOBd4E1gd2DiR3kS7p1XOYSjZwjPBdfl7kXvc/a+u+iddsA3LRaRVhFlGtSEbJ7efSK57jwdHTl2sRxGxQ26XZ3OzClFXEpiriSEBAE1mBwjzBLQCUlBjTS5xEyQ8PnuADEhSRiG5rr76hfhcNmPAq5yJJXk20ceAImEnyYLIxzNVT7nlM9x10OPc+BBB2sgZFrnMZhgmSH/qTRv0bMphDwJqdPRdz/9IpefchRBQ5KSZAGaFjHSMnl4wihyvUV6ewvsbYfYxbTpdV0/kyWIC0FMSGwECkE9JkdhlvS3Q1IwXlpcbFmk/MIvqbT/RH1KWChkEAqZ2GFL8wMdmyDzlkrEueQLxyCcUAVYFlimzRmnnsLd99zHddf8KPiJ5zOYYJkh/6m04tVnjCQWO9KQEuV53LOxlV9NHAEe9OWLFHygkTcM6izFdGymKYsG2yRjGYyWNsdK3YjGsgRSCmosgxrXwPRbWM8Mh/h5NKSbjvibqEPScfaviRE1DQASnknaMalLOYSRFIuaogE6bZ1OOVi1cWQsQoNt8I3dxyOyWbB7NEIv2sSkwYkH7cUf//osl518lH5eyPMZTLDMkP9UWten9tglEjH3NQyBJ+HJbB+/ydQjlCDraSnTiCGxBCglmGOGODgSZXg6TLgmwtkjM8j6Wr8BiQbLtbU1dCM17UJIDp49k4Nnz9QHVAowOPnQuRy77+7YhoT+LOF4gkQ8ht1Qi4lgOGBskThdOfpcD1MIEpaJYxskpcHpcRuvJ4dnSKRf0zHMMjlszDAefHsV5+4+QR/PNM8HXhis8fqk+M9OgWURT07EdUfhueT6czy+fD3XfvZACDvQ3685ej63lEIBCdgFj4IhEUJgmBJHCvJK4PlJzFGWxVmWpb8fndY0KiTlArmRQELOEgLLMvhuok4vUo6BE7E0wEmEMWKO5gIFPFPHF/t2Qj55PuI/F+aEI+dx0VU/pasvSyJVA6ZVizR3ZZBEzoUA0/xYCO1VppT6B4AQ4nKl1Gn+038TQjzzkZ5IJLY7StXgurR39fDy6mbuPec4kH5OvFjU2rSFQllRxTIoSI0xdNdGie1nHYoKRpsmjdIk74Ok4F8zoPmEKgpEI4YsFY1eGE8SkZKQJX1NZZNIxNIUnngYGQ2XheJtDXz0fcApczj5uKP5wcFHcrunsGwLDGssfZ3jiCRXD8ZwDfnPADPN/YQrQgjBuk2bWdW8hcNnz9QRN7V9pacQgpAhKRoa2EhP+4clBbZShKRggmkx3PefyuY2QYfQoBg0UE4Jurl93U4SlXr+CYf0RsuIORiRMlDWoF7pQqygpkQIQICQnHLS55h33Of52U9+GHDx96CvM00k2T4YwzXkPwMsnT6Inh6JECzZ3IYLzEnH2PRBF+1FF0sIwpbpc5Yh5s8XSUMX/pkCTFPiOAa2pde0/ZMx9o1HS9Fm/TvRdRaGxLIkpimIWlrVRwjBBMfg+tRwfc2DqnfX0xxTQ2KmItj1Ca1+0NsLnZ0oy9Ltsl1Xz0OGwUlz9+Drv7qHy44/VE+Qln2A+/JDljH3hEEpfBvyn2oza6KfEn0moifHS129DLdMxjo2W7N5Ol0P29+AB7VZESmpSdqka8NYtQlkQgfwhBMq0S6OmDtHS0gGG34M/0d7lNIXhkE4HNbziGUzeexIrv/CPJ1Fk4KwIWhy2glt7aG7S8f5IhELwxT09RXp7PIYJttBCgxPYYRdME1OnjScmxeu4txdxuhglRCDqrn8SfGfnaNhxBOzgqjyy6uXM6WpjoaGYZDP7VDtVkAp3ymlwLENrUeqdBsJgapqVxwU/wWtZkuc5grQbFkGti2xrQrVgoiNjOqFSkTKJHgR6BUGUiymhTB1sY0wLeKhKPvO2YNnXnyVE44/DqSJkHIWgwaWBdZ/QRqiwj4QQtwOLAR2AzZ8pEePxGajtLTX399cxtzJY4mlU9CfRblulfB6oLUsgo2Wz+Uzg8JPJfAMgRSSnFAUVfU/ZeA7tg+YK4GyLTRf0JF64QuFTEIhH+zEQhrw+EC5JBBvmD63VIvEC9OisWk4E8eN5Z9vLOSgAw9EGCbAbGCQwPKQ/1SZYc1GSCjCk6++xbx9dse0TOgP2gz7C4zQoERYWoXHNHShqOl6WFLgeloBJYKHh0QKhV3q3lfmwwfdsCKyrMWtC0J9nrslcXzfsSI+dSfqd+EyzfIC6Lkot4ioRFNCMHXKFGzbYsnSdwIqBuiik2cHY7iG/KfaRCozG9NEAU9t7ODIUbWofJGtnTl6XJcaS1/LuGlhdgoKniLi6DUm4BALITANgW0bpZopLyj4dP11zFfwMY0gCi2Rli5a1vskoesybJOgT4HwI9NIgRHxC9M9D7erl2J7L1Z/HmkYiNp6HfixLPYd08iGbW1s2LyNEY3DwDQdDGOGP77/+XgN+U+VWZnYbGmbCCH4x/t9HJaK4XmK9qJLW8GlwTYwhSBm+PcxrZVtNyQxa2I62x2NVsvDmb7aRWAlpxIaHCMBDZiBktYy4QiiWEAphSElIdukNmwRb+0hn/eQUpDLu/T1FejuL1LIu4w0DeyGJLgeMmTxqYYkp29uoyubIxGPgmXVFq/72mjzklvWDcZ4fVL8Z+fAciQ2W6fKC7y4qpmDd5mkOcCgd7xBGtTzSjchQBgalBSLuuBBKQUFMP2CikohnQAwC1FuVlIJlC1LaKDslGVRZNjGCFnIkG4vu6avQDqqSDsD9Ar9CnqfcgGGxSEH7s+L/3qdEz73OU0hgVk7NTY7Mj8S8d9iSqmz/T7p44A7lVKvf6QnEInNwqdgvLRyPQfvNkVP/J4L+ZyeBEwTpAbJvl6cLogxJZZlEFIKV0lcf1hNoegXetMFWp2gcrMVAGTLV1vREnG+JKGvp+zYEjNsIyMOMmLzfn+RJiGJOo6eyExT3/vFWJh+1NAwOPiAubz46uscfEhpUz4LeGBQxmvIf6rNtGZRBAyPFxcu1VHlHZkO7SFsQ0f2LJ02twuCghC4QmvoIiUSHREqKuH7kAYtgSZ3EC3S8oLCp2ZIQob0C4u1rrsMW3qz7jgs7+xjbNojBBW6z3mtXKDKNXxSSg458ABe/OcrlWB5FoMElof8Z4DV1s/CMKBY5KVNbZw3upa2zVlai0UAHKG1cBNxi0jE1AEex0AIgecpXE+VALFp6g2ZCjZZrlYfAA0SpKGbVUjL0IDYNkqymNI2kY5ZpuxYlr5pnUyWtnQy2bKx+nrx+vIUWnsotPYQAeQUEMkU2CEM2+aAqeN5+Z2VnDy8IaD5zGKQwPKQ/1SbqEnPMs0uAF7pyfK9+gxdnUW25osoKDW1ikdMQo5JOu3gNKWxa+OQTOquwdEK5YtAFk76QLhEJ/PKBw0As1D+TerPOCGdiQ0yqj5gllGHlRvbmIwGy/mCbrjU1ZtDrOtipCEhE0MpCDsme9Ql+dfGVg6flgjW3lnAoIDlT4r/7NwvCEdn5QyLhc0tvL5qA3tNmwC2g2v6vcyDf/oK0IMUegcdtnUhnr+4RGxTayT7OsklRYJApUBKP4UusaVkk/CY39uld+r+ImgEk07IQoasUvrz20+/znUvLKzSKXQx+Nc77+mItpQ+8JHsPWcOr7+5kMVLlpLNZkFHBgfFhBAYtrHd7aM2IcSxws/zKqUWKKXuV0q9LrQd+5GdiBOelcVg0Qebee29dew1dSJYFq4wEKZJ0GQC0yxHlQ2dxjQtLT/o+D4S+EvE17VMmVpeMLhPGKKkye1IwUavyFO5bEnKxzYltuM3znGMKj+68IUl3PLGyrJOrmmR9xQLVqzW/ixEiX+695w5vP7GWyxctJhcLgeDuNka8p8BJo1ZPbkCS95fy+tLl7Pn9IkoX3Wg4mT1Zsv0QYllYJnBRtvQGQUhy23NZdAaVvtOypTUWAYpU2ukRvz5aa1b4Ll8tqzEE9ZRSCdU3rDLkIVrmJzx5xe5e8EyfT4+DaOvt4eFi98Gr1i1GO6952z+9foCFi5aTKFQgKH550Mxb/m/JJmG3TqsMO929bNgYyt7hBxaWrMUPY+YYZBwTOIxC3tYkuToGpIT6gmPqcMZlSE0soZIY5JIfYxwOowVC2HGHKyIgx2xcSIWoYhFKGoTito4UQcz5pSoOS/1ZHlwWydmPISZimCk44h0ClIpSKchk4FMhu5onC8+8gqPrtoEgHK10sa6Lb28tmAV6v1VOv2e7YVcP3tNGMEry1azeE0zrl7chuafD8Hc33wvRiYzqdUKsaxQYFlPlkmGRUehSFEpkqYk6s8XsZhNTY1DqCml6TQ1NZBMIuIJiGn5WmxHB10MHywH90KUioAJcIoQPPGvRTz26ls6gGSY+vPhCCIW1zVjySRkMmyJhTl76VpeyRcwffqZqxTN+QIvd/SweUMXxc4+vGweVXTZc1iKl5tbWdLShScNMM0h/xlgOxVZLhj27gd+83us/GAjKMWtXzuNxxct59oH/8ZTXz+ZqGWhXJd3NrYw/41l/GivSRrQhixU0cUsuIRcFWRKtVxP0denhFJ8uUTFkKKUztqYz/NuIY/h88UsS0eOhL8gCsssgfT/Pe5AMnWZUvQPw+Cf77zH1274LY/+6jrGT0njhyyZPn0qi5cu5cB5R9LU2Mhbr7w4PRxJ7szwbG9C6PP6+M0EHhJC5CnvGscAFvDHj+oksq6aNuucS9nU2k6uUGD6uFHMf/E17n72VZ7+6uf1JsYweG1LB08uW8vlk0YgDIlhGdiWR9E2tFZpTgEeAompylSeygYlAh1dNtB0jI2ex2q3oGkYhvCpPEYpRVpKh5omN82bQ1PTsDJ4F4InF7zNVfMf5YW7b6UmXkPJf6ZN5Z+vvcZBnzmaKZMm8s9nn541aFd8yH9KptYvbejo6W3a7YiTaO/sIpfPM3FEEzff+zAvLVzKn756kl5khOD5dVtZsKaZb4wehnRMrFwRJ5hnPIUqKoSSSE8hpd9cZMDxDPw5yteAX593WecVCQmdkbAtXbxlGkLz6y0dNTQskzs/dzDjxwz3aSEeeIr7nv4Hv3rs77z62H3YdrgUEZo+dSqXfe/7/OXJp9l7zmyefOTBWYMWixnyn5KJ9LApG1vbo7O+cjXdvX1YAtK9eX7a283qYoEfpTKk0w52TZRnsv2s6y/y1TmTNWBxXR3Fy+e1fne2gBd0alTK19X2dW19HrIIshuG9o0lzS1syxU4JeogHMcv8vJpgqGQ387YImGa/OG8E5gcNaG1FWEZGFLwx7YO/tHbx9PJKLGQgxo1CiEl05rquP6vL/OHF9/gM/vM4o8/vXwQM6ND/lOy+sbd32/plPv9+nF6cwXqHAuv3+MP/T10eB4XhJIk/JbWz+Wz9Oc8vtyQ0kA5lUIkUrpjcElT2dfODjBKYErg88HKIU2lWPT+OopukWP22QNstF8GwRzDQlg2yrIYaVnMP3ZfprpF8utbCXcXcHJFnshnWecWmdBuEQ6b1IQspGMxNRXlstdWcuuiVZw6ewo3nzJvyH928OH/3/b3N5ckerL93HXFRXz2smupr0kRnzqBsw7pIBIJQ64fDIOuQpHWbB5XSExLR39VwUKFXWzPK4FlpOBbGzZxVDTKwaGI1jr1X5MCpL8zMgzJ4dE4R9QnsUwdYZSOpSNHfgOLciRbMq4ugYhG9GPf9t9tGg9edxXjRo0kSLWCIJlMkc8XePFvT3LplVfz6F+esE4+/aydGZ7tTAiQ9sfvLEqph9DOkgb80lfeV0oNSiHR/6s9/NICIx6NcPkZn+fMH99EPBbl4JmTMYoFpGWi8hqYduaLtOaKCEPzTqVlYlquTqfbBo4HqgBZz+VH3e0cH44yw7TxKmjLAi36L9GqKkeEoxwbieniLktimhLDFDqd6gMdYWgu6aS6JDg+j8xH4EftvTvTpk8jnUrqRdFn3Q+rr6Ozs4t1y5dw3Emn8vw/XkoddvRxgzJeQ/5TYUJOn//wE4wbNYLPfmp/vnPdrRiG5Ii9dmNEPFTiASMlbbkC7fmibptuGb6+p8C2DA2WlUK4ijZV4KfdHZwRiTPetFAD6GBBkbEp4PPRmObMmxLDlKWNfIkuVB4sptUl9XOeD7I8l9MOn8uB+87BEprGhllEmTapZJLWtna2rHmPPQ88hIWL3x43a78DB2fIhvynZCJeM/2OR55mjxlTmD28lpse/htG2OLYugRrs3nqM2FStRGs+gTtrX20FXJQX68/7LpajzafR/b3IyM5vGyOlS1dXPzaSq6fNYFxsVAVDaMKMJuSi2eN138HWdfKLFrQFt2ywbbZZcoE6OpAZbPIkIVhm5yZSXFYOEJXZw5r3VaceBxCIUKmQXtvH80P/Yppp1/C2s0tu4wfrDEb8p+y1TZMv+XlBzhw8hiGSY9H3lmL7RgcGorS5bnUWyapqEVN2qG7CFnb1NmCdBqRSEIs6UvXRsAOg+WwYMUqvv/rP/K7H/wP9Zkan8YqUMKfhyrqcC4/80S/UFj5vuOWGx5ZuqhYhMIQibJrJKLlM/NFUr15enoKnBSOss11yXoeLS39JOK9mPEwSkBPociqS7/I+Gv/yPc/d9gudYM0ZJ8U/9mpX6CUorc/zxOvvkV9KkEsGiZmSc48bD/I9ulFQEr2GTecfRprIJsFz0XaJsp2USEL5Xo4FV2M9oxHmB4JE7ZMHyzr3bkuEvbBslkuljBN6fPA9EKoiyNkefLxFTkGmhCCyWNHb/faXffcR2PDMGLRKHV1taUJb1DMp6D8t5jvHINSvLiTx6etq5uX3l7GpBGNGKbBiLoaTjlgNvR0+6E8g8PHN3H4sARuV69/bf3rb2jusmt5eJ4krhS72g7jTIuwlLgDwQ74EoSaT6b1cDWlI4gKSp8XLYKqdFENfIKiMcOQTBw1YuAv4u57HyCRiOPYDrWZzJD/fFgmRFwBGzZv5Z331zJr2iSENJgwsoEJqbD2H/9//4QZYzlhRJpiW4/vP34nSNPDKEpMU6GUR61psqttM8I0caRAKa2CAAHvXfuNIXSbVsPQPmMYmpNaNZV4fmcTzyvXbRSLGmi5LpYUjG9qLIHnoOjvz48+jgCSyQTpVGrIfz48iyvDYuW6Zkam4+w/YSTOyAxzCx57Z/MYIQu7PoGRSXHajKmIWNyvu3FRxWIpwxRcXwk0pmPs25SmIRXRfOTK1Ja/kQr8TwTBHDFgngkoXYahFVTCEf24WPTbGoeRUZuoYzJaaR60ly9CdzfFdJq/v7sayzCoSaeJRcIgjNCgjdiQ/5RMxNLxomHx1oatHDa2gUNHZMjUOBzoxSkWPMJhk1TKJtSQ5IKRtVBbqyPKyRotWxuN6U6vfkRZGBZjR41mvz1mkkqn9PX3NFgWnosyDHDRPGWJr6xj6PlEGhrBebaeS2xH10REYlAsIPp6UUJg9/cT7coS78qTLhSxhMBA8+xzORcvV+DNbd3UhGxqUwkMKZGWHR20QfuE+M9O/YKQIRnXVM83Pn8Ez7/xdintWU4HGAjDQFVOCIZRKrYRRRNZcMFVOOiXv9pU60d7dFVxYFIIP1DsUzFMifTlxKRPvxC2qaOPQTvHgWDHq+AyBhNV5YQFLF/5Hlu3tbB12zZyuRyhkLMzQ7NjEwL5MXB0/lstZEp2nTiGM+YdyOKVq/STFT4kpNS+M2BRKSti6I2TUZRYptagPCeWwMWvSEdUZa8CVQOzJOMkSuoIpqUBVGlBC/xmQIHqv5MkC2z5yvfo6uqmta2N/lz/kP98eBYKOTYH7TWbow+Zy/rm5h2/q/L/3I/4BtdLCFGS9fIMQVRIzo0ly/4jqAbLflTZ8DdZ0hCl9uuiap7R0WrleogAJBeLOnjgA2OtIuSWqRnKQ3kuy1euwPU8urq6yeXyhJwh//mQLBQORzj+6CPYZeQwnu7sRI4bQ9iQFLv8CG4iqgFOKq0L1/N5yPcjlNLzUqUJQTIW5oq9p6A8j1JatOJ1pCiDZNMszzFSbj+vSMOXNvU15wt5RCSCikYxwja2JfE8he0YSEfXBeU9WLW1jb5cHk9K+vMFQtHw4I3YkP+UzQmHIrEY5x55EOFsD6tcl/CIGupFO/m8SyhqYzcksRvS0NCAyNRCPKk5yrEEhCK+Cpdf1CcEdcPCfPcrZ5VVfKQHntT1fAFgltXzDNINNLX1c6X5xPcn14X+Xl18ms1it3cT29yN09FPQeman4DG2qcUq7uzbOjOIiyLXNElFIkM3mbrE+I/O0WLs7wi+XweVchhBBdRVACbKpJ6GZAKX91AmgHI1feb8FhWyGM7ulAm5OjbFuGRN/ElvbTY/3O9WW7a3Ir0hf+lYyEt3dVNQTXYqYgIErxWuZOvmPh+9qPvUygUWPHe++TzBSyrQsblPzQhRBnUV9w+LhNC7Dfg8b+RE/hwzMKjWCjiFvIYQuxgwZBV10lUThQ+QClnGyQbVJF1uDimxDH0RBCWks2eCxL9vGXg2AYvFLI80Nujecq2H1k2BV2eKk9IA9RclFcGNmUdzApTilt/rnuQbGjeOOQ/H6YpZVimRcEt4nouhtzB9RjwP16eEioyDkK3oTUNwWqvSLPSUd9AltAWgmZXqyPYhi9VaUme6O/l0d4eLFNWAebOvF+R7nqauxpEkyuiylopyNPFfSXArKOTd91xGwDtHR3kC/kh//nwzLQsCxeBazoY0Thi7ATEmNFYoxowGuuhsRFRk4FoXN/CkbKsV+UGGsA0WdDazbpsAWHbCNtCWCbCMnmnK4trGgjbL3q3bX69dC33rWwu0wWFQHkendmc9lfTL9oKpE5DYR0pdBykY2mJS8fADmkteEIhIok49196LgCuaZMvFLFCgxcYHPKfCjMtw3YcXMOiaNoYkTD28Ayh4Wmiw+I4jSnspoz2oYYmaBgBw5ogMwwSNYhoChFJlKPLdoiXF7/LprbOMm6SBkrA2++twUMgDBNh2gjT5sZ7H+OxlxcgbAfhhLWkqR2iq4j+7lQdoqYRkWmATCPUNSDq6jFSMd2Pwi+ID0tBOGxihCzq01FuPWofAJTtkC+62OHwIJbcfDL8Z6fAckdrK6mwg+MVyeUL4Pra58KnQewole3bA6s28/fN7Vpj0jIQpuTOze3ctqUNyzGxbAM7ZGKHTK78YAu3bWv31S4spGPSZwiyQiAdq6RP2ea6HPrXN3l6Q2vVMXv6c1x8/9/Y0NZZfRLbAR4NqmfOmM6cPXYnmUjQ0THgM/+J+ZydgbeP0f4shHhICBFUMN7wUR68o71d+49Q5PMFDSICq/SZHfjP/M1tvNbdV4oMGobgvt5u7uvt1jx2f7dsWZJrutt5uL8P21fQsGxJQUJOKP0eU0eWPygU+cyi93mjo7d8IM9jW2+Wix9/hdaevvLzFQoGqrQh00oHI4Y3MXnShCH/+TBNqVxHVxepeAzHsvT8s/179L1fu0BFBPg3W1pZ0pf1X9abrXt6u3kw21Oid1mGRAm4uquNZ/LZUqc205L0Azn/swEF4+2+LJ9Zspr3urMoTwNmikXWt3ZyyV/+SU82VwbHXhk4Kz+9H4DncDhMw7B67T+dQ/7zIVmuo7OTVCqNE46Q84D6RsTwkdDQAPX1iLp6yNT7kUC/IZFpopTiZ8+9yfItbfqbfP+6/s33uWPpuir+cWve5YvPLOTJ9S1V3OTeokdv0S0XZgnBs6s3cvCtD7G1t7/EV8a0Wb5hK9+56xEK0tRgOWxhRBxCEQsjEUKG/cY3kRg508EyTWwnTDIeoyObG7wRG/KfSst19PaRSiZxIhHySEilsIclsesTWLVxqK1FDGvUILmuUYPXVB1eOMEP77yPda2dugOs5SAsh5/++m5+//ATPnYyQJqs2rCZUy/9Ea8sWeb7lC787M3n6S0UK7jtIe5/9mUOO/879NsRRCyNiKUQiQxvrd/C9+59EhWJQTiMGbaJhkzdrdYysIPeFPEoVjxGQyKKcEIkIyHai6p/0EbsE+I/O3XGrdtaqIs41JiC9p5eyPm74lJ3Kj2JeAj+58nX+Oz4Rvari4NSLG3vIS0lh6Rj+q2G5IpJTeQ9pfleFUHGa6aMpNbWIFlXVBqcMLq+xE8WftFExrK4as9JzB1RV5W6z7keLd19dPfny+dVaVURRJe29nZqatLU1WZoaW3dmaHZsf2XcXbQrR5/CDwohPjWR33wlpY2amNh0pZBW1cP5Pur9bl9yxVdLnluMWePG8Y00wSlWNbTT59lspvj+JdZ8J26DB5gClmKHioFV9fV0miZmIYsqamcWJsqcZQNXwN1ZMThsvGNzExFq9Jd2aLLtr5+soVi9Q+oTHkpP/rsFmlr7yCdSlFXWzvkPx+WKa+/pa2dupo0NYk4HV09JaWJgdbZ18+lz7zFNyc2Mtp/blk2R9gTTInZKClQCi6vyyAVGErTdTwFIWnw40wtYywL0xQlGtiXMikfJPv6uVIwNRzistHDGBuppk505wps7cmSLxb1l5aiy343P7fMW872dOO6LtFodMh/PlzLtrS2susu00mn07R190IkATV1CCG1L0XjEEuwqbuP7//qPq4++QgaLBtPSBZvamVKMsKUZESDGKW47dOzCZkVQSKlyERD3H3EnkyrTZSBsZR8c98Z1WcjBPuMGsZVn9mHunRSA2Vf5rQj288jlk52AAAgAElEQVS2zm5cKTEt3T/AiDkI28CIhRDhEMTjEE/QVoSaZBycMHWZNK0dXYNHeh/yn0rrb+noom7mFIoGtOcKusFIoYARKJqkUpDOsKq3yHW//z3XXn4JqViaXDbL4hWrWLdpG2PGjEUH6RR/vPGnRMOh8trjuowfM5q7r72KXadMKAsUCMnlF5xTfTZCMO+QA4mnM4RjCV+GTvtlW2+Olu4+VCiMCIUwYg6RiN702Y6W7zVTUUinac8rauJRiMSoS8bZ2pfL1w/WiH1C/GenfkFLSxuZkEXSK1AouvS0txGLx/WLXjXlQYGuLvd0E5Lv7z4OL1fE6/cjQlIQcizCgfRFxaI30YmV3jNQgkdTOkSpuO+YCU1lQXc/ipSJhrn7nON0GqsiSnn5jb9m7j57ccThh/qLlUExn2PrthbqMzXU1mZoaW3bmaHZsYn/GumUkimlFgkhTgJ+A0z7KI+9rbWd2miYxrDJ5vZOvGxWzxOlNHVF9Jbq9PlPxjXS318kl9fvkQKiplGKHAbv9RRMMjXtSqfKwTArCrNk+V6YBsc21mh6UIWawqhYhPmfO0gvSL55nse3rr+Dz33mcObuv18J7HR2dyMExMIhMpkatra0DN5iNeQ/5eN63paW1jZGTZ9MY22a5q0t1XSrYPNb2jQFUWbtH9eNbiSX9ygWPH9KUMRNw/+owvNbYSsPplhOmd/sUy4CZR7pPy8EhC3J0XUpzX2voPJMr0ty9+cOhEiodH79uTwX33Y7537heHbfYw8NmF2XjRs30lBfD0pRm6lh67Ztg9KqGBjyn2rbsq2lhdqaGpoahrFx6zYdpYuWC/kIRzW3tN9FCYkyLTA9DMviD184VBesFwolyaZE2N8kVdbGGAYzh6XL9ToVkWR/AErzTNSyOHaX8eW5x/+uvadPYu/JF0LbVlS77ibaEzK5dMka/mf2BCYmEohUBpI1bGxup7G+DhGJU5vJsHFry+ClJob8p+LA3pbW9k4y6RTCkTR39frR/YjfUS+sfSkSg37NUReOVr6I2iEeuvNXwQ8AHxelUim/dqHsP0JKdp8xtXzcEmAeyJmXpNI1HHXYweUCUWmA8jj84AM4bPYuqHXLULEYZiJCb6iNH21q59IRdTRloph1SUQ6TXNzBw2ZNMSTZFIJNnX1dg7Y1u28fUL8Z6doGOu3bOusc0xEtpeJ9WlWrPkAsn10d3Zy2R/+QktHl+biScHPj9qXuSPrK/h8qqRLCTqyLH0Oi7TLDSGELwVXUrqwjAGPfdAcFGYFKdftCsOC58u7M9M0fK5soH/qsnbNWhqH1ROyTGrTaTZu2jR4eSwhqhu1BLePz74EoJRqA04APvdRHnxza1u+1jGJKI/aeIT1GzdDPse21nYue+AZuvtzoBSOIbnl4JnMTMdQrocKCqgqi839oj3D9NVS/IK9QOXCNMrPVwJl0+ecllVU/EIwWcGR3lGxqN9W1JCUi7a8IitWvsfk8eMRyqWuJs269R90DNqADflP2Tx3ydbWNlWXTNJUm6art5fOTj3frN/SwhX3P0U+nwfPI2kZ3HbIroyPhcFTVcV4wd7ckOUIceBLgfJO5XNG5XM+UC7Jxvkc+h1SiAYsbkJ52g9Rmr7mR5hXrnyPSePHglugNpNh1eq1mwZtzIb8p9Le2tbSQm06xYSxY1i9vlnHZ0yb5ds6+f6Dz+BJCZ5LYyLC7V8/ncZEZPtvGVBXUbXuVK5FAUAeqIAx8BZYiede1ODbtCASQ8R15zczncCOOBhBA5OaWkSylhVbO5g8YTw4Eepqa3lvffP6QRuxIf8pm+u+ta29g7pMDZNGj2Dlpm2aNxwK8VZ7Hz/751KdGQDGj2jgth9dTjIRp9RYxG9iVcIkwb2Q/hxS8T6j4iZ3cDMsMEzdl6CyZkwPjn7OCUM8hUimMDNxIjVRImGTRF0MpzGlZRHrGljZmWXS2FGQrKEuU8PKLW1rB23MPiH+s1Nw31HeuuXNW2eq3l4m1yV5c+UaZo0aRldXllWbt9HW3UNtOrZ9lMdTZPNF+nMFEsEC40f2qnRKg4pirxwVEkKrIfSj6M4XGBYLlUFOMCENmLCC7y+/pr//+xecCaEoyvMQngtC8tbit5kyYTx4RZavXIFtmf+mzH4nLHCWj9mEEPMhqIPcjg/88kd1HmEpNi7/YNMYsr1MGVbDW++tYUw8RFtHJ6u2tNLV00fM9uVxKivMXUV30SXveliUi7QCAFMyw1c18PUpK/nNWaWbT9RKo5ypMMr+Jf7tgqYnJCkl1114BiIc07xT10VIlzcXLWbKhHFQLLBy5Urqh9WvGbQBG/Kfksnxe/THQqG2FatXZ+QBc5gyZiQLV6zioMmj2dKu/Sfbn8Nyi1AooAoFVFEX3Sml6PE8XOVhC1Epv46oYAB5FbqmMgDF/iarz6eapUyTQJlFBpusQE1F7ggc6ceO43DTRWfo1L/noooFhGGy4K2F2n/cAitWrGDOrD3eG7RBG/KfskWS29LJZN/yFSsiB83elab6OpatbWb68AwbOrpZtbmFouthq7yW4SrkNc0wlwXXpb0/T8TTKk7+j6r+fj8FXnqtMrIsBO25ApaUxByrGtwEwZtiUR/TNMtF8uEYJFKImh6SlsWtp4xARKNQ36gLx1L1LFi6nKnTpoETYcWadczYZcY7gzZmQ/5TNqVW1qaT7op1G4wT9p5J3vXYmC3QFA6zrifL6o4efb1dF3J90N9bUr3AMGlpaycZj2GZJghABT6g5wgh0euW54KoUJDwg30t7R1EI2HCoVB5DETFxs1TaK05PxgpDYinUZl6qKtj9BSX28fUIUO25lY3NEFtAwvWbGLvWbtCspaVGzZzVCy5eNDG7BPiPzsFlr80deRfDv7jczOffvs9Xlm1kc2dvZy730yGRx0eOP8EfcEK+TJQruCiXr14DVv7+vnNrIlg6AWmIAV2ECEGHQVSOoqIr1IQ0DB+9vYa3m7v4c/z9tBgx9/Fv9DcyqruLGfPmToAOMsBfwdSK6oqsnzPnx/lzcVv89Qzf+eeP/2Zx+75/dM7MzY7tP8SZwGu8O8FcC9w8sdxEqfsOv6Zz9/15JcPnTiChes2c++rb3P8jHFMTke5/4wjdIozm9X+47oot7xxumrtFoqe4sdN9aUCKxcwZfkfQCmFqAA8lVHA6zZsY0uhyG+mjS5pNyMET7d00qUUX5g8QkeWKyJD20UNfUqRcAvg6qr2e/78GB9s3MxTzzzLY0/9jVeeeuzRQRuwIf+pshPnHfTPb/zkxmN2GTuS99Y386fnX+GgiSOYM3Y4955/Aqq7C7r7ff8pA2WA767fQkJIrmioJehek1cK2+cvgwbOgQlBuSmSFFyzoYWiUlw/rgnh+xSG5NGWTizH5LjxjRWgWc9NQUfKqpoJ5flRxAKYFg88+gQe8NjjT/KvN97kjhuve3DQBmzIf6rshKM+s+i6W361b0M6yaZt2/jzcy8x/awTOXSf2Ry65+4+NaYABfyOfTnoz6IKec5/8AUm18T4wQEzS3NC3nWxd6TrP3DDLSUXP/U6ScfmhiP3rnrP/NffZVhdDZ+es6teOy0bTK8cHUzWaO3cZI0G0tE4pOsQmSZEOM7DTz7D8OHDmTJtOh80b+K8c8/906AN2JD/lExO2ds74fCD3r/pnocne7ksfbk8T7y7li/P3Y3j95/D8Yfs53fmc0DqOhsdUCmCEHzxgm9w0H77cOmF52vYJgT5fAG7JCkoEXgoWb3pCta2C674MRPGjuKa73yj6rxum38fM6ZOYe7eewIVfiglhOOQGYYYPhIVDiOVAtvWvtQ4ApFp4IlX3qC1v4CTrMG0bc487dSHBm3QPiH+s1NgeUYy8sKP5k6//Mq/v8FJ00dz79I1eP39mtPhpyCqOISgL7gUXDB1BB29uVLzB2FITn35HQ5oTPP1GaNLP0UpgfCUXrmCCLQhOH/6SDb1F8pA2Y8qr2jvYXVXthooV/ZY98+hZP75Kc/j3kcf45UFb3HmyZ/juz/6Xy696Cvsvceuz+7M2OzIhBC6Y9PHbEqpdcHfQohs5eOP0vYbUffsJfvv+uXLH3uJM/acwlPL16NyOUotZUtFUN52nz2/KUO+4OpIstB8+FNWfcBJmSRfqEsDZZerDPAEHOULhtfSpfxiUqPcMOD9vhxdns9jrWxuU7nRCkxVFGsVi9x+/6Msfnc5533xZK645jr+98pLmTp+zEuDNV5D/lNtR+y359NvHnnoMVfecifnHns4C95ZUc5CVBaK7kAb+4KGGmzPH1MDel2PU9Z+wNfqMxwaL8ttBbXKwYYsoGpc0JABgzLfPfCfbA7LdbenhVXRwwak3f1Cv1/c/jtWrfuAc794Ej+54RZu/sn3aayreWWwxmvIf6rtxGOPeGrx20v2vfq6Gzn/1BNZvHI1wrR1yKlYLPNDjXzFPKCf+5+DdqfBKXOPN/VkOfaBF/jFobOYO6q+zEUObAA18DsH7ErYGqC1LCUrt7XT5So+XcrGlhxQtzCOp/XaKgSEoohoAqJJRDjOVb+4lZa2do464jPc+Mvb+OUN1xGPxQataceQ/1Tblz579N+Wvb928rXzH+acIw/mjQ+28OVkqkybCUf0NQrpdtbC8GUCEVx1ydcZP2Z06fovW7mKUy/4JnffeC0zJk8k6G8tRDV28v/gyq+fT10mQxUgFoIVq9Zi2TZz95pT9RJCIiwbUnWoEf2I+kbfh8IQjiESGb5+3W14SlE/bBh/fPSv3Hjtjz0rkV44WOP1SfGfnWNdFwpvzm1Mqz+t2CDO3208T7zXzGurm9l74iif+rCDVJQfGR6TjOCFbC3c74PlsyYNZ3pNRRGeIRBKlUGzoJTmbIiFaUhGNVAOJHmk5LxZk8qTXKUJTe9494NN9LKVObvvVqFioLvgdHZ1ky8UuObSb3Lt5d8OQNsbOzU2O7L/kp2VECXEJ/TDIP8DSqntkemHZYXCgr1H1PL0ivV8c58Z/OGNFazc3MqkupR+PQA9DCjQkoLJ0RC5nIvr6nbpUgjOrk+zZyxSkdEUVWuWDhBrcDM84jDCjyhXct4vnDxCt7uubDRRscgtXLcRMxZnl+nxsu/4fOUtW7eSiEW57vKLAz6Zh+e+NWjjNeQ/VWagFsyeOoHX3n6H73zhaCZ+4W9saWtnmCmqqV9KaSm38vkzPRamkHd9do8iagjOqk2zZzSso8S+BdnRgfzkcVGnBJw1v137z7cnDccI2/5Gq6x+EPjPq6s2kKmvY9KEhH8A3YxEeC7rmjcyengjN159KRgmSCOL6747aAM25D9V5pjm67vPmMrqNWu49IKzmXTQUfTki8RsuyzGFHRICwIuvm/MGlGnm5T4oLo+FubCPaeyW0M6+JHVBxsQXZ5Sn65ep/znf3jkfohwpJTNquKtWjb/WLSMsSObGD1mDMJvk4wdAjvM2g82MHPGdG676frgWzcTSW4YtAEb8p8qiycT/5o+afyFvX19fONLJzL37G9xyyXnYkkf+9ghTdMLRRGWo/+n/Qz3PnNmVf4gxo8ZzUXnnM7EceOg/HNKUefK9wLMnF5R9Fdh1199WQWPPtiQK505BZ5etIJdxzTR0FTjX08HYYfAcli7cSt7z5nD3b+7M/i65USSPYM2YJ8Q/9kpsGze9Fh747nznps3uv5TDWGbL0wfwx/eWM7eY5tQUiKCb63kbBlGaWERFeoFGJIjR9eVnCEorlJ+Czbhf4+o4ASK4DsDYffK6E1lVKlEs1D89qmX6Mq7zNltZjnq7Vc/r2/eyDknn6DnQ+WBx2uiafzg7Vr/S5wFeBb/37Disf9fxSEf1UmYV/529dhvnbjo0xOadsvYJifNHM8f31jG9w+bo99QER2s5J0LQ/8tDb8lsV+0dXRN0k8glCeXyiUr4J0GnOSS7GBFgZ8IMhX4NA79Rym6fcfzb2CFQ9w4dVLJt5TnIopFmjdt4atfPFGn2/QhnxJNkwa1Gn3If8qm3MIb08c0rZ23565j0hGbo/falXtfWMA3PjW7gude3XUx8CNDClypW70aQvvR8TXJ7Q9ShXFEibccKKtQ5UOyYm7yj1V1k9z27Os01mf46fgx5fnJz040b97CN846VW++AJR6SAyfXNz+pHbShvyn2jzv+dkzp7f2dHdl6moz7Dd7N/783D/50lGHavqfp6ozS8HaJARqABfdMAxOmzluh1mw7YI3weY7+LtiM14NjGRJW1d3enO4+b5H2H3GdK781kxd2GXp54VhsqF5I9/+xkWVR7p/UMdryH+qzbAe33fOHtloJBweP3EC40Y08fTSNRy1n16/hGVr6owT1teqklOs31H6y3Yczjj582WsorV4qCqigGogXXo80Pz3VFKCFCANrvvNfI457GAuOuuL/lslGBbKtFi/cRPXX/uTyi8a8p8d2E7redSE7JsvmT3xU1gmp+82nj1+/Tg/PnJfkpZVnUIPgGzQBts0EK7mYimFBkA7uPAa+AxwjoGpzNIuXFZPTMHxK1rLXnPG8XjhiqrmQMqpP8vvHniEfzzwO8q6UeqXOzsuO7T/Hme5EXhWKdX9cZ9IYyx808X7TL8TKTh7j4kc/vun+O6Bu+EYcrv0uRCUijmFlBjSQ8nyAlaV9dwusCNKnw82awhKmYrKW8m3oHrT5bpcf8o8RGxAVNl1ae/p4E9PP8vSv9wLbkH/Jw75z4dqxqx5akz2oVsvOv7wn5HP8eXD9+PsG+7iogN2RXrb63WXVE4qosSBVNwO15wK2xFQLm26KjZwJf/5Nw2ZbjvzWKxEvJrCY7h80NzM8/96k9/+5Epd7Kdn5CH/+RBNNIzLT3YLv548ZuRlyi3y5ZNP4Ce33MFpRx+uC6JK17AyAiyrgW3QqnoHVB+gGhRvdwIVa5d/v11dRHBMP7I8/8ZrCUVjmgdrmKX7d95dxrIVKznmyM8En1IM+c+HanLsrl27CjF/16mTzsV1+fLJn+WXD/2Voz99qP8GP7oc0C+qor2iOpJTeiDQ4MPHTZWQLvhDDLhnoL9UPB/4rx9AfGT+b4mGHILCP+1bJi8vWEh/LsdBB+wffEsBuGPnRubf2CfEf3bAW/h/NCEexzDWIwQjkjHmTRrJbf/SBbgL1mzkjn++XQaxAaA1zVI0D0OiAs5ohTZpZdq0NVfg7vc2Vi1GJZ6yf3uvo4efv7Z8+1bXQYcsP0ppG5KQZeqIYInU6nHnA48ye+Y0Jo0b4wMhrxXlfQg7K3v720dvEeAXQoj7hRBXCSH2qUhNfLSm1H1AG8C0YTXs1pjhrrdWAvDimk3c8/Zq/T4hqqN4gbSXIXwVC72xqooq+0BmS7HIQ62d1SoFFTxlhGBJVx+3r9qkjzFwXfOjk0opHNPAlkHmorwRu+Xehzn6wH1prE35IKiwRrnFJwd1rIb8Z3tzi3dSLPZTLLDvhJGkoyEeXrAU5bo89e4aHn53LXie9o1SNkpf+5KChSj7ysCblIINhQJPdnbrAr9g/alSvBC81tHLH5pbyxmvgebzksOWgSlkmY/qU3h+Mf9PfOnow0mEbSgWUMXCQjFy2quDOlZD/rO9Ke82PNfDcznywH3o6Orm+dc0c+rPz/2Tp/7ls6j+XXRYCA1r/o/d1rKWTp587/9mQzz33gYeWLhyQLBn+yh1NBrFMIN2yH7hqBBc+4sb+Op55+A4JX2O54gkV/7fP/7/pw35z3YmpPwlpm4ec/KxR7Bk5SoWvr8OQlH++ORzvPTm2xX0iyCYVwGUhcALuILbgWl9e2vpMp575fXqzXcpwqyfe/zvz/PY356rDiAK/NeDYxvEEgmEaVVstDTN59obbubrF5yPLPvfI0SSgydbGZzzJ8B/dtrRzBsfdTHNX2OaYJpcfugcbnxpMe3ZHIs3tbB447byxFIJmA2tlYwpOeLpt7jn/U0gBH/f2MbXXl2uHQhACBa0dHHH8g10e14JKHcUXB5Zvbk0YS1v62HBplZc31HWd/WyZMv/0VCkxFdW9PT0cM1tv+eqi84rgSJQd4qR0waxVyjaYW17+9tHbEqpe5RSX1ZKnQT8CdgT+IMQYr4QYu5HeS7mD+7OIuXvg0ngykP24JoXFtGXL7JwUyuLtrSV/EdURAYxtNRgn1Ics2wtz3b1IAU83tbF1es3lyPJAl7q7OP3m9vxRBkgtxSKPN3SVXq8pKuXhe09+jSkYFVPlhXtPeU0fpAhCag7pQJEj5a2Nm657xGuOMdPobsFcN3b5bjdB5c/N+Q/25lx4EltFPL3U8gjXJfvHXswVz/yAoVCgcXN21i8acAc4G+ohNSbra1ukSOXr+ONXt06/U9tnVy3aVsp8iyE4O9dvTzQ2lmm8QhBc77APzp6/EggvN2T5e2u3pKPLuvsZW1XXznqGFBCShz38m39xs3Mf+JZ/uf0z/vaugUoFn416IM15D/bmRgxdb3yvCfwXAzgyq+ezZU33o7yXBatWMWiFauD4EnFh8qAZNm2Tvb9zV95d5uWU7/9rff42SvvVEWaH1n+AfcsqVaQXNXaxctrylhkUfM2FjVvK4GhRWubaW5p9+UyvfL9wAi2Urzz7jKeeuZZLvrKeZWvDG5UGYb8ZwcmRs1YLKR8BcMkFI3znfPP4nvX/wphWix8dyUL311BSVN5YERZCP71xkL2mXcczZs2A4Lrf30nN/3mrirA/OATf+P+x56s8rt3V67i9YWLS48XLl3Gwnfe9bMggtffWsy2ltZqcB1EmUsazfoY/3xtAUveXcbZp59W+dOG/Off2H/WVsWyfoNlfQ/TtCc31nL8rhP53l9f5ZYvfNrXEC1WXbQNPVmeX72J0yY2Ik04fcpIDmyqQUhBTciiLuwgK6J+nxk7jMPH1GNW6FQ+v3Yr1yx4j0MnjiBmS46eOpqjZ4wrLUy3vL6cTb39zD+lcftUmhcsXnoCuuaO+Ry01x7MnjFFT0jC8FDqQ1isxMe1k9rOhBAjgBagWyl1o/+cBaQ/8pOR8lcI8U2kFHuNaWTf0cO49qXFfP/g3bV8XH+5Pb0QglXZHAu3dvLZTJKYbfLFYWlmJyJIKai1Teoss1R4hRCc3JThc00ZzCArYQj+uqWLe5pb+fSIDIYUfHFcI6dNGl76zA1L1uEJwW0NmepMRUn7uwx2vnf7Hzj5sAMYP6JBA2ghc3jubwd9nIb8Z8dWyP+SYvF0CnnmTRvDDakYt764iO/sP1NLD/b1lTNVQvBuTz9ruvqYl4hSb5ucWp9mWlTrlWZMkx7PKxX5CSk4t7GGc5oyJaCMIXloYyevdPVycK3mOX95ZB3CMlCe5rn//O11pCIO1x9eUwLKyvMQxaIGxMHNcPn2zb/nws8fxbBUQgNl6AT+OOjjNOQ/OzbP/SWuezSeyxfmHcRNd93L/L88zQ/OPRXy/dBfsekBFqzbREdHN4eOa2RsTZwz95jIuLTu7lkbdrAGyMddOncGLlRFjee/tZL3WjqYO7YRlOLig3av0mb+yaPPM3FkIz8+71QtK+gWtL9Y5YL0QMXpoku+w5WXfptEIhF8fTMweJKVgQ35z785GflLIcW+AOed9gVunX8/jz/3Ij///uVlkFwBlF989TWkNJi7955MmzyRs049iWH1dQDUZmowSvK22ud+fOnFeJ4HFXSL3973IB2dXew5a3dAcOXFF1ad0lU/u57999mL737zQrbjPYM+HyVwXZevX3Yl11x9BXYZuL5LJPnC4I/TJ8N//iOwbP5w/pbiT8+/GdP8FpbFD489gN1+/HtOnD2NA8Y3VZ4hAC9uaGH+sg84ZdJwDAlfnDoC0NzB2Q1pZjfVBD+oFFU0K7lfUnLc5JEcNmEEsZBTpYYRyB9c/anZ5JQu0BCGwT/e/4Anl63jmi+fVJWqf2Ppcm7+w4P89Y4bKvmpd4oxM6tDAYNh/0XOAlwJ9KAd5hoApVQB2PpRn4h5xW/eL/70/N8jxJkA/3vUvsy56UE+O2UUu9VUNLXx7ZmtHfxjcwefrU8hlcFpTbWlyWD/mjj7ZxIEhVzBveXTNPCjy2eMGcbnxwzDCBrhBCl1367ZcxLCKReO/nXlBhZu6+SKzx5SjhK6Ln9/fRH3PvMyL99xrQ+UBbjyRjl9/5ZBH6gh/9mhGcd85XX3vp89RrF4jHBdbjz+IA684X6OHl3H+Ii93ULx5LYOVnZlmZeKYRuSMxvSpb5Hh2fiVXz3gI5hBv7hP75wdD3nlLINDNhIKa7bcyJO1Cn57oOL3+eDvhwXf2auBj/FAhRN7n3xDZ5/aynXfe2MMtcdrpEzD+ob9IEa8p8dW7HwNG7hRTz3AKkUt152Ecd8/QoO22M6DbFQqd4lyEY+9vb7tHX1cui4RkKmwXlzppQKSk+YPqb6uyv9x38McOXBu5F3K7JUvikpEa7Lr04/hmg6VaJ53fXIU/R58JUzTtV8as8FV3Lzr+/k3eXLeeieuyuPejWRpMtg25D/7NiEfACh/geY6YRC3PqTqzn7W99l7t57k0oly4E63wUeefJvSCmZu/eeJOJxzjv9i4CeO077/Amlv4PJQBiGBtAV9tPvXoLrDQDAFXbXzT8nnU6Vvuu2391FyHE445STyt8PXPXTn9PW3sEJR86DYh5lmAhpXDnII6TtE+I//znfx7avxLZXCtOkJh7jl6fO48y7Hqelq3e7as5TdhnHUycegGFWt3IU0lclME2tx2fbWtTbtrdrkShsm1g0XA2USy0hJZFIiHQ86r/fxhUCN5Bh8blDXT19nHb5/9feeYdJUWV9+D1V1WECDJlhZgBBSWJAoiICkgVEwLTqiooZjGtaFFExrDmsiIIBzK4JRVEwfQpiRgFRJDPkOAOTQ1fd74+q6q4JYJgI1vs8F6Z7untu3f49VafOPeE/dDysFVnZ0VjvjSjrugqvR3m4Ae61o93jYuB24OSamkAJDONadOhXngMAACAASURBVH0zuk5qUiL3D+nBmDe/IKewqIyxc/lhKbzUrU3JxDyn6YMYutM2XUcL6ogzvK3UJWA/rhMXjHXr02IXM9GEunFB6oZD0Z0MUykiUePIPtnszNjDhQ88TcdD0uxWy5aJsszlWOakKlkjXz/7prjoMoqLMokU065hXSaceAznvjWfQlc/joZEE647LIWpHVvaenFjk91Qdq1sy2tvUqmbM6FrGgm6jtswSVkKZVrRpjn1QgESAkY0jMe0LEzTE4YRiZC+dQf/mvYq7VuksDc7y/UgfqsikQerZI18/ZSL1q6HwjLHYpp5mMV0aduKi0YM5PzbH8YsKoyFXDm7kZOHHc9/R/UpP6mvRMyoZ5TyNuuaZtdZdj/bW70FaJgYTzgYiMa1m5FiTKeToDLtNtjLf/uNO+5/mLaHtmZvZqb70fOIT3qmShbK10+5SFr7YpDzES2CpjGgTy+GD+rPpTfcgnLDLjyhFw9NvpUHbr8FKE8/zj/esAlv3LHzfCAYIhwOez7Y+xlCk8aNCLjfjVKYZgTTLBn+9d2iH5k64wXaHNKS3OwsiBRBUcFrxCe9XQXLdNDop8LGcuC6x63Xl6y6AU230DSGH3kYpx7TjrNnzqHYTbKD6JeteY1cbzyzYdgL6DWUvcO7yE6cNJrGroIiW3puxQ3nc8T5ud9R7Xlg7Gj7sdjbDxfc8RC9Ox/J1y9NZWjvY92km4u01sdkVXQ9yqWWBLiLyAnATCcbdEC1T6AcAjc8Ufzp6k03uheUfx7Thh5pjbnw/W+wSutH16IeYXET9QJ2DLwYWtQ41kIBtHAg9r9jMLtDM/RokunuYser56mO4Y2xP7ljK24b2tOeg7IoKizkrPuf4Zx+x/Hl45Po2bENWBET07xA69S/cmPdXXz97BNjzMTcn9ZtullFImCaXNW9PSmJcVz5yU+oSATLjO1MuMmhroWseYfhKSXoHeVUTIkmDAK7C0tVeLO8nmaLMw9vyfW9j7ZD0iIRcnPzOOOB57hu5ADmP3ATRzRvBmakEMu8QO92UuV7BcHXz37Qj+ybsWpd+mTlxIzfeu5oIpEItzz9mp1waUaiHmb35iqKm9dQ2jgu5cApkbMD0Zs4ZZq2U6l02TlLRT3LFww7kfGnD3PCMYrIyNjN6LGX88CkCXz+7uu0SE1GmZEs4OIqWyRfP/tEa95h09adux50DdqHbruZtRs2cv+UpwB719y9tnnPGyWI6gdiBrLnRkvKGs3uZ+/anVHyM0oZ0ePHnseF55wRjX/fum07Z1w0jmcfvZ95b7xIg6QksMztWOYVVbREB41+KiOT9Npznnv/SnT9EfcLvmdkX+ICBhe/9gkjnnufZxetLHnCKFXRooSh7I5QCMJh+393eA1mXSfbtBjy7Bze+XV97HOin+d8IbpbakdHIVz76HPsyc7hsRvHebbY1DPaYV0/qoS1KJ9aIhZgNPC5iEwH+jixOjXNLUOmvXsaMBMApXj8pO7szCvkmv9bSv93vuGd9dtjRoq3PrKhRYfmeI+1cMA2iB1DOfpz0EALGLH36cLmgkIGz/2RBTv2RL2IZS5yLkphRkwunPoadeNC3PnPEbHShKb5kN592LdVtkK+fvbH5G73zDieSGQ2polYFjOG9eDH7Znc/M0KTvzgB77YHvW+xapjaG4cu6Mld3fCNZDdhjWGhgTcmzPnguZYTL/k5DNs0UqW5eSXrVlYIrnPDt0pKizirCde44i0plw3vI/tUba9PZP0nqOWV9kK+frZH/e1HzW2NZHC+RQXYYjFa7dczrsLFzH5ldkcf/Nj/LRus/1Kr1FbbtMtvXwj2Vuv2XNOWbB+GwOem8PGrNwS3ucSycQRJ2a5uIi87BxGXXQVQ/v1Zuw/To0ljpqR64hP2lhlK+TrZ3880qJrn3hgCQjhuDCzZk5j6owX+c+jT9Bz6GjWrt9QztsUMQ9zLKkPzfVIu8+VMpI94525HzPwzDFk5eSU1I/3b0STRBV79u5l2NkXcPE/z2LUSYMcDStQXC6Nmu+uktWBg0Y/FUvws5kGzEPXl2OpYWC1NwydV8YOZ/jUt8Cy6NMqOXai0HX7XZbFzpx86gYNQsFAScPZe4JxKVOgG+oYBncP7s7xrVJiJytNi3qVMQLRz7Msi+unvMB3v65k7uN3EQoYbizahioLv4jOV6sVMTtKqWsBROQYYBQwUUQ2AG8rpd6ooWk9BjQBNmLf7aWFDZ23Rvdi8Kuf0SBo0K1RXfsr17Xo9rcAO4ojNAgYBBzjBl2z21hLrP6tV0NSyqBJM+K4q2sbejROisYYlrmjdy5uEdPikhdmsTUzm9m3XIpONNmv6sIvYhP39bNvHgQSsKy9mObxWFbDOkGD9085lv5vfkmbOnF0TEqIfr9K15yLh7C90KRx0MAw9OhFSjxhOUDUCBYRpy6z4xUUaFcnjtvbpdGhTnzZc1WpOt0FhUWcM/MDdE3jqfNHIK6hEyn+BpGHqnSFfP3sj3sBhWlqWOYSLDOhUZ14Prj9Svrf/DDdD02jTZP65SZKbcnOo1lCOLprWcYgLv3Y64kGerRM5u7BPUirV6eMIV26S2h2Tg6jr5/MIWnNeGDCtfbzooHJPGmQWjXhF9Fj9fWzH+40TTMHkRnAd0AgLaUZH7wyk4Gnn8Pgfn1Ibda03Ddu3rqdlOSmjl0sHttZABVzEitP0WXPawb2PYG4uDgnwdM9b3n+gBv/jCIjcw8n/eM8eh/bnZuvutyr51el6SGzKrwK++Mg0U+FPctKqUyl1E/62DsK0GQ4om0DSAgFee+SkYQMgxs//JacYrOMJ/mSjxZx/w+rbE+x14McDpcc7nOu19k1qJVicOtmJGpE7/rF6XyEHoje3ecXFjHmvul8/9saPnz4VuolxrsVMTKw1DCtQ8+qCb9wqT13VgAopX4C7gLuAZKBu2twLjuUUsuM6x7fCwwD9gDUDweZN/p4copNJi5aQ4FlRY1hN6zivB9XM23jjpj3OBRAQgZaXKkwjHDMy1xie12Ek5o3Imw4N3BeQ9kTa5idX8joqW+wbW827/5rDPFBw/Uob8FSw/XeZ1RN+IWLr5/9zWWTUmqFcf2UbVjWCJTKw7JITgjz8fBupOcUcNeydLu0pCecokiDM5at442de2zPseF4kw3d1okT3655vc1uKIZzcxYMBxia2pBAQI+WjotixbyDu3PyGPr0bIK6xv8uGklAADMCkcgaTHOUPvC8qgm/cPH1s7+5rFVKrdN7nboGyzwN0yzGUrRq2pBPbx/H4vVbuPf9BViWijl7RNiVV8jQlz7mgzVbyw+9cB02pUMOPWGHoXCIYUceiuiejraxiTkhPSZbt++i38XX0yq1Gc/eOcG2h2xDeimWdVaVL5Kvn/3NZYVSarMkH7oYkXMRsUDo2KEtH7/5Mp/OX8jjz8x0bFOJjtVr0xl8+jl888OPJW+qSoddlPYuR6s9QWJiIkP6942FcLhGt0iJm7t16RvpdfJp9Ol5LI9MnuhoTQFqIUpdVOWLdJDop1ILeutj71gDDELTMgESQgHevXA4jRPj6PnUu3ZNSl2PhlJM7HsMl3TvUCb0QsJhJFRqBINIKGQnAOq6vUVVUABFRXaZsaIiME2e++pnbps9P3rhWr11J71vuA/LsvjowQnUT0xwtrmsHKXUSdpRfZdV5hqUSy0Ri4jUFZFzROR14DOgK3C1UqpttU+mHIybnlwKDAVywTaYPxrRg0LLot+Hi1iXV2AbKoaOFgpw5zGHMqZtasxIDhlRI1nCIXsEg7ERCCDBgB2v7F6c3EY4zsllyuI13PfN8ujvlm3ZRc+HXyWtXiLvjj+ThKDuJubsRqlB+oBz11b5wvj6+UMYtz77FZY1CqWKUIpmCWE+HdqVddn5DP18KVuLiqOJoHHhIPcd3oKTUxtGn4vGtrs3ZG48vPuzoceM6FLx8Dg3Xw8uS+e/S9fbEzJNvtu8ix5PzaZ7WmNePmcwQQ2nprK5GdMcoJ982bYqXxhfP38I/cSz56LUOVimiWXSqnEDFky6lAUr0znlidfZlZNnr6Vh0LBuAo8M60n/w1JjhrF3uE6h0kazN+zQCS2UQMB28Gg6d8z6jGc++caekLL4vx9/ocfFNzKq73FMu+UqdFF2/LJlrsYyB0nTVpn7P6pKwNfPH0KatvofcJn7uGP7tiz84G1efetdzr7kCvZmZUWN2datWvLI3bfTrXMnT6yx1zD2OG2iRnR5BnTJMI0b77iHl9+cFb2+vTfvE44bOprxY8dw/6R/ewxllgDDJbl15VffKbMwB4d+KtVYBtAvmvwzdp/tHQBBQ2fa6f24tvfR9H/2Ax5c+DPFCggE6NIqhaaN6ke9xhIKIaGw3VM9Lh7iEuwRjoNg2F5gTYNIhF0Ze7nlo+/Izs6xjeViO7YrpW48qfXrYloWT8xdyPE3PcR5A3ry8oTLiAsF3XiwPSg1SO886LvKPv5yEQ0xQmVGDfAe0AyYoJTqpZS6Qym1tCYmsi+Mic98DQzGrjlLfNDglQGdOLtNCie8/z3TVm3G0gUJ6hyX1pCGSfExT3JcCPHGurs7E94kUeeitSmngFu/X0WhWTIOMTUxjtS6CRSZJvfPX8LAp2dzQ78uTP3HQAK6uNnr27HMfvqwS36plkXx9fOHMe5++SOUGgnkAyQFDd7udzT9kutz3CeLeXnjTjA0JGhwQkoDkuJD5RrDUQ+z53dRIzkuyNriCHev2IRyDGo3/CclPkRqQoj84giTFv7KqDfn88DALtw7qBsa0cStdEyzr37Gv9ZXy6L4+vnD6IPOfwPLOhvLKsYyaVwnnk+uP5fDmzXimHue5+0lq+0yb4EAJ3Y4hHB83D4NZHHKl9rVVPRoXo6EQizZsYcHPv8xZijrdihQaoO6pDSoS1ZOHv+a9hrn3fsUz9x0GRPGjLYnaO9oLVeW1VfS2m+vlkXx9fOHkSaHPA1cCliI0Dw1hS/nzKJevSSO7jOYuZ/+H4ig6ToDT+yDEQhCiSoY3lHaIHaGpvPVDz/y+DMzSxrSCClNm5LarBm7MzK58JobuXri7bw14ynGjx3jneUPQH9JPnRP9SzKwaGfSjeWAfRL7l4MnABsdL/4C3p0ZOH40Xy+bhudp7zNO79tQBkGBINM/nQRDy9YCqGwPcJxzgjz09bdfLNxh238aDrKNKG4mIzsXFbuymJvfqHtqXESaQa1a0Fa/Tp0nzSVt75dyhd3Xc0Vw/oibrC7UtuxrL56j+GV21J2f9SSOyulVB+l1INAqoj0dkYfEXmp2iezH4zJLywETgR24JTtuuroVnw6ojtvrd9Bzznf8/G2DNtICQW4+cc1PLV8c8lKKs7/X+/Yy+I9eSUSQwG25xeyKiuPvIi9A+42rzildTLxukbn6XP4Mn07X48fzZiu7W3d2a3T0zHNXvpp11bfSdrXz5/CePDND1FqMLBXNMHQhQlHteKdvkcybc1WBnyxjIV7cmxDOBzgup/X8/KmXbEkULdqSkBn/u4sVuUV2LsWbohPyGBzcTGrcvKJOImB7hbpma2TKYhYHPXqfFZl5vDDmAGMapsWTfJTlvUbptlLP2/i6mpbEF8/fwr95MteR6lTUCofSxEwdO47rT+vXjiCO+d+zZCnZvHdpp0QCKAMg/P/96mdZO6UPrVHEIwAH67YyLq9eWAEkGAICYYgFGZ9Vj4rd+71GMp2t7fzTujM5oy9HHH1PezNzeenp+5kUJcjvKXmFmGZvbVWR2+utgXx9fOnkCYtpwPnAMUAcXFhnnzwP0x7+F6u/PetnHLOBSz9ZTkgFBQWcuaFl/HZgoXlGsjvfDCXLdu2lwnlWb0undXr0iltaF92wbks/vkXOvYaQFw4zJIv5nF8j67e130B9JPkQ6suoa/Mghwc+qmMBL9y0cc/sDLy2LWd0bQp2O0Fad2kPu9ddDJzV2xg0txvuf3j77mqT2daNmlA43pJEAzFFtIpDffiV4spLCzm2LaHQHFRNMu8bcO6vHHKcVEjOTevgLd+SWfKd8spNBW3nzaQUcd1sj3VbvyXac5G0y/Ve51a9VufXlyx1B5O9PzcusZmsR+Me1/7KXLtqGMQmS6aNgxRHN6oLp+M7MGsddu58ZuV3L5oDVd0OpRW9evQrlFSLJ7dE1v4ws/rSQwadBrYxd59cLa2uibX57UBnewauUBWUYQ3Vm3hiWXpBA2dBwd0ZsjhrWwDO5as9QqmeaV+wYT99FOvAnz9/GmM/85eUHzZSZ2BZ9GkLwq6NEpiwZAuvLJuG5d9v5JmcSHGtUvj0KR42jdIRIJOcqgnye/5Nds4pE4cd3SvF30Opejfsgn9mje29aMUGUXFvLp2G1N/20TT+BDP9DuSPi2Tbf04hjKWNR3TvF6//N7sfU68KvD186fRT736Q/PV+7sCM7BUd4BebVrww7/P49mFSzhz5hzaNWnA+N6d6JDckMOSG9kGconYU41nFi6lR+tUbhxWspvuyG4dGdmto31d0oQdWbm88PVSpn76HW1TmvDmDWPpfngb+6bfdvJYWOajWOZErUPP/GpdDF8/fxpp3PI1tWvDKpAZwJEAg/ufyLKFn/HEs88z+LSz6XbM0Yy7eCwd2rWlZfPmlOg2jF0a7rEnn+Gs00dxyfljvL9gzFlnMuasM6JJfJu3bOXZl19l2owX6XbM0Xz05iscdXh7PI1IirFjdO+W5NbF1bQMNgeJfkSVV2C9kok8fNWp2D3Hm3iD2D9ZtYknFyzm85UbGNDxUE7qfDi9O7ahdfNmiHPHHTFNVMQkYBZBTjZk70Xl5qJyc0nfvpsF6duZu34789J3cGzzJlx+QieGdumIlpBge6ltAzwTw7hKH3pxjdyBdj2ivfru9bJdkPWOvRYppbrWwJRKICLzlO2Jq5VErhpxHvAoYFssYjea+XDDTp5aspZvt2Yw+NAUhrRtzgmtU2jRMMne9tQ0ii0LDdAtCwoL7VFUhCoqYvXOPSzYksGHG3by2ZZM+qY1ZHyn1pzYOsUO53C90cHgNgKBy41rHn2nJo7f189fp+jiwaJMaxxK3YelEtzTXcSymL1xF9NWbmJZZi5DWzRicPPG9EppQGqdOABEhCLTwtAEzVtK0LKwLIsVu7OZvyWDD9J38OW2TAanNuSyw1twfHI9O27ejU0NBDYQDF5oTH7hk5pYA18/fx1z5mQdy7yeSOQOLCuEZe9EFRYV88ZPK5n25WJW79jDyUe3YciRbTi+bQu7fbkTM1oYsQi63UI9WBGTX7fs5PPla5izeCXfrd3MiM7tGT+oJ13bHlLaC7eCYOgCvfcZ1bcb6sHXz19H7doYRORW4N+IGK6HNy8vj5ffnMX0mS+yZdt2Thl2EkMG9KNnj240atgo+v6CggJCoVCJYjsAkeJilv26nM/mL+D9uR+zZNmvnHbKMK646HyO7NDeMwEFqCUodb40brm4Wg66FAeLfqrFWAaIPHZtQ2AKIv8Qd9vJKe+2K7+QD35ew9ylq1i4Yh15hUW0b96MlsmNaZxUh7hgADEj5OfksHN3Jht27WHFjgwMEXqmNGBQyyYMa5NGcqP6kJCAJCZCfKJrKM8mGLxUH3lF9XqTPXQ9soP6/u0Xyjyvte1eI2IRkbGeh8nAQOBFAKXUc9U9nz9C5JqRKcB0RIaVLvS/raCY91dv4aM1W/hqw3ZMpWjftAFp9erQODGO+KCBMi3y8gvYmZ3HhsxsftudRYKhc1zTegxOa8jQFo1plBBGQsFobKFj6LxCIHClcdOT1etN9uDrp+IUjh3YCntufd0rj9sGfVN+IXM27uKjDTv5elsmhqbRrn4iaXXiaBQOEhcwsJQiL2KxM6+A9Vl5rMjIpn4oQM9m9Rmc1oiT0hqSFDBQlrJrORs6YpfEnE4gcL1x/+vV60324Oun4phPTzwcpWZgWd1L/ELTWLs7i/eXruKjX9byzZqNJISCtG3WiLQGSTSok0A4ELD1U1jE9r05rN+ZwW9bdtCsXh2Ob9OSIUe3ZcgRh5EYH7a9i9HmWkGLQPARAsGJ+sDzCmro0H39VAIqY3MXkBmIHBmzfO3zz2+rVvPeh/P4+LMv+O7HH6mXlES7ww4jNaUZ9evXIxwOE4lEyMnJZceOHaxdn87KNWtokZZGr2N7MHRQPwaf2IdwKES0tpzrTVbK9iY3al693mQPB4t+qs1YdjGn3tgHTb8CXR+JETBKNBBxwi92ZOeyfNNONmfsYUdmFgWFhVhFhcQpk8ZBjdSQTrvEEMk6iNO5C02zt6wSEqBOHVPiE+cQCj2hn3tL1TUb+YN0Paqj+n72K2We11p1qimxnLev3ymlnq/OufxZIjecPgSRcej6MDRNK52FrjSNbbmFrNiZyeasXHZm55NfVIyGIoSiSThA83CAdnVCNNEFFTGjoRiia7aBEwgUEwzOIhCYYkx+YUENH7Kvn0qi6KJBgsgIYLxoMgCnJZt4bryUCJtzC1iRmcPm7Hx25xdRYFpoAmFDp2l8iLTEMB2SEmgYDrhx7CjTioZkIFIouva6GPrjxpT3v6/p4/b1UzmYT0/UgdOBccAJdrKVROON0XUsETZmZLFi60627slmV3YuhRETXdOIDwVomlSH5g3q0iGlCfXiw7ESg2CHW9ifk0sg8ApGYIo+8ooaT2Dz9VM5qMytQeAsRMaBdI/GGhML+zIti/QNG1mxajVbt21nd0YGhUWFGLpBQkI8TRs35pAWzWnfpg116ybGQgRR3p+zgBdQaoo0TFtRYwfscLDop9qNZRdz5uQUjMDFGMbFBIKpJWKVPQkPiNg1SfNzIXsvZGehcrMhOxvy8+2ScW5npUBgB/Hxz5CYOM3413/La5tTI3Q96gj1/ZzXyzyvtehYK7YhDkQit57bEl2/DF2/EMNo7LZBl2hDG0/pHacTliostMsNuv8XFUEkgnKS/BDZJIY+nUDgaeORWTW2E1EaXz+VT/G4oW1E5HJ0/Xw0rX6J0l4Su3hFcWuXKlUiodiTuAemtVZZahrwXPDpebtq4rjKw9dP5WM+d9sRiDYOTf8nmtRB02PXLU1Knn8gpp9o1z3TYyQr12j+DXgSXX9eP+vGvTV2cKXw9VP5qL07uiJyOchZQFzMcAaQ/b3TYxSXeqysJSg1FXhZGqTkVukB/AkOFv1UWYLf76GfP2kLcIf55iN3YxhDCAR7YhhdCAS7oOkNoycbsIXgNhsxDETT7Eoaur4Hw1hEJLIIpb7BsuYYk54rqqlj2idCrHOhT6Vg3PliOjAh8p9LbyMQGIZhHCe63gUj0Bldrxcrp4NzobJiHuhIxPUk7kZkEbr2A5b6CphrTHm/ahtE/BV8/VQ6gakfrAL+Fblm5C0Yxgg0rTu63hWRY9D1OmUMZYgl6sW+i+0otQhNWyRKLVAinwafnmtR2/D1U+noY+9YBowzX/rPTej6KWhaN3S9C5reCU1LQPM0OnJxu/cpBTpgqc0oaxGwCE37Qj/rxi9q4FB+H18/lY4kNfkBuFBl7boekZGIdAXpAhyNSLjcN7md/CT6eAOwCPgB+EzqN/umOub+pzlI9FNjxrKLftq1EeB9ZwBgfjXrEES6AIcCcSgV58Q4F2AE8jEC69D1RcbkF9bU1Lz/HAJajS/1QYkxYVoRMMsZmE9PFHS9NaJ1ReQQIA7LDKMCiGnmK8PIR9dXo2mLjEdmpdfg1P8Evn6qCuPRd/KB/zmDyKQxgkhbRLqgaS2AMCJxKGVh127OR6mViPxgPPRW9ZXvqhC+fqoK/Z8TsoGXnIH57hM6mt4eTeuCSAqixQFhlGWiVAEmeej6ckwW6WdcXWt2r/aPr5+qQuo2ygRmOAOVu8cADge6iEgyEAbilFIRRPJRKhf4BVgkdRvVmt2r/XNw6KdWHoHec9R6YL2IBLELfM9UStVYgkyFEQG9Vi71QYd+8V0KWAOsEZFEYCwwTSlVtS2pqxJfP9WGMfkFBawAVohIA+As4CmlVO3bcfij+PqpNvRTxpvYxswvItIMGAFMVzUV71gZ+PqpNiShXgRYCiwVkVZAb6XU8/sLzKj1HCT6qZKmJJVIM+yL1WE1PZGKIYhmlBk+VU5rbP2k1vREKoavnxriCGz91K/piVQMXz81RHds/dRIu7LKw9dPDdEHOLOmJ1FxDg791GpjWSmVDhyvlPqppudSIQT7zqr0+L23iRwhIl+JyAIRmSEiPZzHX4rII/t4j4jIYhG5qLIP40DDaWXZUym1tqbnUiEqTz+pIvKjiBSISJkPcF7/pYgsFJGjquJQDiSUUvOBE5RSB8h25z746/opcb4REU1EXhKR+SLyiYg0KvX6R0Xkc2dkVtXhHCgopd4FTlRK1VjZt0qhkvTjeX60iGws5/X/FpEvROR7ERlVuQdx4KGUmgkMq+l5VJi/rp8U7/VKRIZ4zi9bRWRkqddXqX5qtbEMcEBvX7mI2AHupcfvs0Ip1VMpdYLzOAj0U0r1ApqIyJHlvOdkYGclzfyAx9dPCf20BvoD+0oEuRPbE3aG8/Pfnr+5ftLxnG+AE4AipVRv7BjLc7wvVkpdo5TqC1wLzKnUYzhA8fVT7vXqNKCMsQw8pJTqg91h7aZKmfsBzt9cPxl4rldKqblKqb7OOWYDULrJU5Xq58DzhR+ALPppyTyp27hROb8Ki8gPnsfTlVLT3QdKKW8h8UJglcdLUQyUF0d5NvAa+68/43MAUcn6yZTS7aBi1FdKbQQQkXoVnbdP7aAC+vEmoLlacq9y9YDd+/iTo4C3/+p8fWoXlagfU0SGYhs53sYQ7utdjcUByyo+c5/aQAX0UwAUlL5eiUhrYLtSKsf7fFXrxzeWqwGl1JC/+l6xmyjcA6zCuTg5W+SNlVK/lnrtIOALbCPa/24PEipbP/vBu9Pk32wdJFREPxA73wBfAuNFZDn2Oab7Pt4yBLi35r6+fAAAAhFJREFUIn/Tp/ZQWfpRSv0qIrcB51KOsey8dir2zdZ1FfmbPrWHiuqnHEbjVL8qTVXqp9aHYfzdUUrNVkodAWwChjsZ+lOAC8t5+UU4JWh8fKCsfn7v5Z6fa1+9YJ9qp9T5ZhCwUynVAbgduL6c17cBNiul8qpznj61E69+RKQf8LVSap+9EJRS44D2wC3VNEWfA4+Tgdnl/aIq9eMby7UYEfFmUWdhb2W9BFxfaovLpS3wDvZd1TUi0r7qZ+lTWylHP/m/85YMEUkTkRTn9T5/Y5wkUO/5RrDjCAF2AUnlvG0U+/D6+Py9KEc/RwAjRGQu0FFE7ir1evd8lY9//vEpB6f2dJFSqswuaVXrxzeWazdDnOzOL4Cm2BenbsD9TkbocQAi8jiAUqqTs+XxEPCostun+vx9Ka2f/xORT4CjgXlOtnqyiLh34bdhN+d4A5hUM1P2qUWcjud8A2QDHZyfJwNTIXb+cRgOvFe90/SppZTWz/dKqX7ONeoXpdREKKGfx5zXfQ48UP3T9alNiEig9PUKOAV4t9TrqkU/cjAkW/r4+Pj4+Pj4+PhUBb5n2cfHx8fHx8fHx2cf+Mayj4+Pj4+Pj4+Pzz7wjWUfHx8fHx8fHx+ffeAbyz4+Pj4+Pj4+Pj77wDeWfXx8fHx8fHx8fPaBbyz7+Pj4+Pj4+Pj47APfWPbx8fHx8fHx8fHZB/8Pda4TbnylUb0AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "H-TNp77TLVUD" + }, + "source": [ + "# TODO Which difference do you see between the visual/right, the face, and the button event?\n", + "# TODO Which brain region seems active during the button event?\n", + "# Hint: visual/right and face seem more similar to the button event. Think about why?\n", + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "yPrMJuVcgsD4" + }, + "source": [ + "#The different between the visual/right, face and button event is that\n", + "# the Delta and Theta waves show significant difference while teh others didn't example for \n", + "#Button Delta = 32.4-40.8 , Face Delta=32.6-44 , Visual/right Delta =35-44.7 , \n", + "# while their alpha = 28.7-35.3, 28.1-36.5,28.28.2-36.1 was in that order/\n", + "\n", + "#the brain region that active during the button event is front when the button activity." + ], + "execution_count": 43, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4yr4Boxce011" + }, + "source": [ + "**Bonus Task:** What type of event happened in Task 3? [33 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "UJU2Xel-e_-f" + }, + "source": [ + "# TODO Please go back to Task 3. Can you figure out which event type happened?" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "p7V4io1ngtUR", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 643 + }, + "outputId": "69eb3ceb-1488-4d67-f9ab-f88a6b1b5b80" + }, + "source": [ + "stim50to60=raw.plot(order=chan_idxs50to60 + chan_idxs, start=200, duration=1)\n", + "#looking at it I think is Button activity. (wrong)\n", + "# after looking at student \"XinminChuUMB\" I found out I was wrong and the right answer was \n", + "# \"Visual/right\"" + ], + "execution_count": 45, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/matplotlib/colors.py:263: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " c = np.array(c)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "EHfGf23KfHb-" + }, + "source": [ + "# You did it!!\n", + "#\n", + "# ┈┈┈┈┈┈▕▔╲\n", + "# ┈┈┈┈┈┈┈▏▕\n", + "# ┈┈┈┈┈┈┈▏▕▂▂▂\n", + "# ▂▂▂▂▂▂╱┈▕▂▂▂▏\n", + "# ▉▉▉▉▉┈┈┈▕▂▂▂▏\n", + "# ▉▉▉▉▉┈┈┈▕▂▂▂▏\n", + "# ▔▔▔▔▔▔╲▂▕▂▂|\n", + "#" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/03/Copy_of_CS480_Assignment_3.ipynb b/03/Copy_of_CS480_Assignment_3.ipynb new file mode 100644 index 0000000..900ad4b --- /dev/null +++ b/03/Copy_of_CS480_Assignment_3.ipynb @@ -0,0 +1,352 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Copy of CS480 Assignment 3.ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Hev7LYxba6Db" + }, + "source": [ + 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)\n", + "#Assignment 3" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ux1g-TwrEe5N", + "outputId": "17a1f5d0-e5ba-4c06-c06b-4ca7b84ec8f4" + }, + "source": [ + "%pylab inline" + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cl4dZERpcBEh" + }, + "source": [ + "**Task 1:** Download and install 3D Slicer [15 Points]\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "37bn9S-dMn0p" + }, + "source": [ + "# 3D Slicer is available for Windows, Linux, and Mac here: https://slicer.org\n", + "# Please use the stable version 4.11.2xxxxx !" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "wFEDA1lMhZPM" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8pSy9pW5cKO_" + }, + "source": [ + "**Task 2:** Let's load some Ultrasound data! [15 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "dpcL98RXOBZO" + }, + "source": [ + "# Please download this file: https://cs480.org/data/ultrasound.nrrd !\n", + "# Then, drag and drop the file into 3D Slicer and click OK." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "99OwONlCchwX" + }, + "source": [ + "# TODO Is this a traditional ultrasound image?\n", + "# TODO: YOUR_ANSWER (YES or NO and WHY)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "9tRQ0UkvgkrS" + }, + "source": [ + "# Yes, because base on lecture 19 slide 6 it seem to have all the requirement." + ], + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eGFoOHsrcy2L" + }, + "source": [ + "**Task 3:** Visualize the ultrasound data! [30 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "DoZQlOqmUkWg" + }, + "source": [ + "# Please use the Volume Rendering module in 3D slicer to render the data.\n", + "# Then, activate Cropping and adjust the bounding box to show the fetus.\n", + "# Hint: The MRI Default color map creates a nice visual." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "_DnKFQyMdPDF" + }, + "source": [ + "# TODO Please post a screenshot of your rendering in the text box below by \n", + "# using the Upload image button after double-click." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XnQ0o-xabKuj" + }, + "source": [ + 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)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gfOWRBBBgoCG" + }, + "source": [ + "# image from aaryaman, took his help." + ], + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rLSbojsodr9X" + }, + "source": [ + "**Task 4:** Segment the fetus! [40 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "yPrMJuVcgsD4" + }, + "source": [ + "# Switch to the Legacy->Editor module and click OK to create the GenericAnatomyColors label map.\n", + "# Select the PAINT EFFECT and activate THRESHOLD PAINTING.\n", + "# Hint: Reduce the RADIUS for a smaller brush.\n", + "# Hint: Adjust the lower threshold to not include the black background.\n", + "# Hint: Switch to 'Red Slice only' view and use the arrow keys to navigate through the slices.\n", + "# \n", + "# TODO: Mark the Fetus by drawing on each slice!\n", + "# Hint: Start at Slice ~83mm to ~112mm\n", + "# TODO: Take a screenshot of one slice after painting and upload it below." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NN8fOim3y3kq" + }, + "source": [ + 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+ ] + }, + { + "cell_type": "code", + "metadata": { + "id": "rWLWC3Nty-Iz" + }, + "source": [ + "# TODO: Use the MAKEMODELEFFECT and click APPLY.\n", + "# This will create a 3D mesh of your segmentation.\n", + "# TODO: Switch to '3D Only' view and take a screenshot of the segmented fetus in 3D!\n", + "# TODO: Upload the screenshot below." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NmHxBDVMzhZE" + }, + "source": [ + 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+ ] + }, + { + "cell_type": "code", + "metadata": { + "id": "EdpGq1eRzi3u" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4yr4Boxce011" + }, + "source": [ + "**Bonus Task:** Use Slicer Python to analyze the image data. [33 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "UJU2Xel-e_-f" + }, + "source": [ + "# Activate the console with View -> Python Interactor.\n", + "# Now, you can run Python commands in 3D Slicer (don't run the commands here but in 3D Slicer!).\n", + "#\n", + "# 1) Let's install mahotas into the 3D Slicer environment.\n", + "pip_install('mahotas')\n", + "\n", + "# \n", + "# 2) Grab the image data as a numpy array.\n", + "# Hint: You need to replace $MRML_ID with the correct value.\n", + "# Hint: You can find that value in the DATA module, if you activate 'Show MRML IDs'\n", + "node = slicer.mrmlScene.GetNodeByID('$MRML_ID')\n", + "data_as_array = slicer.util.arrayFromVolume(node)\n", + "\n", + "#\n", + "# 3) Now, data_as_array is a numpy array containing the image data.\n", + "# We can print the shape and also the max value.\n", + "print(data_as_array.shape)\n", + "print(data_as_array.max())\n", + "\n", + "#\n", + "# 4) Please use mahotas to generate the histogram of the ultrasound data.\n", + "import mahotas as mh\n", + "pixelcounts = mh.fullhistogram(data_as_array)\n", + "\n", + "#\n", + "# TODO: Please answer the following questions.\n", + "# TODO: Max. Intensity Value in data_as_array:\n", + "# YOUR_ANSWER\n", + "\n", + "# the max intensity of the value is 254.\n", + "\n", + "# TODO: How many pixels with this max. intensity value?\n", + "# YOUR_ANSWER\n", + "\n", + "# the number of pixel is 1.\n", + "#(had wrong answer but got it from aaryaman after he explained it to me)\n" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "p7V4io1ngtUR" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "EHfGf23KfHb-" + }, + "source": [ + "# You did it!!\n", + "# ,------.\n", + "# `-____-' ,-----------.\n", + "# ,i--i. | |\n", + "# / @ @ \\ / HEE HEE! |\n", + "# | -.__.- | ___-' J\n", + "# \\. ,/ \"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"'\n", + "# ,\\\"\"\"\"/.\n", + "# ,' `--' `.\n", + "# (_,i' `i._)\n", + "# | |\n", + "# | ,. |\n", + "# | | | |\n", + "# `-' `-' -bodom-" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/04/Copy_of_CS480_Assignment_4.ipynb b/04/Copy_of_CS480_Assignment_4.ipynb new file mode 100644 index 0000000..b854a7d --- /dev/null +++ b/04/Copy_of_CS480_Assignment_4.ipynb @@ -0,0 +1,882 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Copy of CS480 Assignment 4.ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DMrBgGVKWEPJ" + }, + "source": [ + 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)\n", + "#Assignment 4" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ll5BVb2mZS2_" + }, + "source": [ + "# In this assignment, we will create a Random Forest classifier to detect pneumonia!" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2lscACx4iuKi", + "outputId": "cd57f51a-98fb-4156-d2c3-bb32f8ad8845" + }, + "source": [ + "# load numpy and matplotlib\n", + "%pylab inline" + ], + "execution_count": 45, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/IPython/core/magics/pylab.py:161: UserWarning: pylab import has clobbered these variables: ['clf']\n", + "`%matplotlib` prevents importing * from pylab and numpy\n", + " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3yT4p3dDmJgI", + "outputId": "0d72cce2-a1c1-4ee2-a4c3-d0a84b239f73" + }, + "source": [ + "# we are using mahotas again, so lets install it!\n", + "!pip install mahotas" + ], + "execution_count": 46, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: mahotas in /usr/local/lib/python3.7/dist-packages (1.4.12)\n", + "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from mahotas) (1.21.5)\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Lj9vr_3CmOYG" + }, + "source": [ + "# our imports include sklearn this time\n", + "import mahotas as mh\n", + "import os\n", + "from sklearn.ensemble import RandomForestClassifier" + ], + "execution_count": 47, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "esXxAeAUWyB3" + }, + "source": [ + "**Task 1:** Download, extract, and load the data! [15 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "yPO5ufNBmgwS" + }, + "source": [ + "# Please download this file: https://cs480.org/data/xray.zip\n", + "# This is a subset of the Kaggle Pneumonia Dataset!\n", + "#\n", + "# TODO: Upload xray.zip using the file panel on the left." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ynJMN1ugiyik" + }, + "source": [ + "# Run this code to extract the zip file and to create\n", + "# the folder structure of normal/ and pneumonia/ images.\n", + "# Each folder contains the first images of the Kaggle dataset.\n", + "import zipfile\n", + "with zipfile.ZipFile('xray.zip', 'r') as zip_ref:\n", + " zip_ref.extractall('.')\n", + "\n", + "NORMAL_DIR = 'normal/'\n", + "PNEUMONIA_DIR = 'pneumonia/'" + ], + "execution_count": 48, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "u61SolZ7mQ2l" + }, + "source": [ + "# Here we load the first image from the normal dataset.\n", + "img = mh.imread(NORMAL_DIR + 'IM-0115-0001.jpeg')" + ], + "execution_count": 49, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "4td0kmDkXlot" + }, + "source": [ + "# TODO: Please display this image and print the dimensions!" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ypOjAS1Dd4QG" + }, + "source": [ + "# TODO: YOUR CODE" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "SSEZ_i8EmZqf", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "outputId": "6a22d4db-8ac3-4ad9-b98d-36acada2072d" + }, + "source": [ + "imshow(img)" + ], + "execution_count": 50, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 50 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "img.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0hzyrY07z8LA", + "outputId": "bb321d6e-23d8-41f1-aa8c-d50d75df6ca8" + }, + "execution_count": 51, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1858, 2090)" + ] + }, + "metadata": {}, + "execution_count": 51 + } + ] + }, + { + "cell_type": "code", + "source": [ + "" + ], + "metadata": { + "id": "GHldEyiNz8If" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fOD7_q_yXrgd" + }, + "source": [ + "**Task 2:** Let's do some data wrangling and more visualization! [35 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "SMUX5cxTmeh3" + }, + "source": [ + "# This code loads all normal images into a numpy array.\n", + "normal_files = os.listdir( NORMAL_DIR )\n", + "\n", + "normal_images = np.zeros( (len(normal_files), 300, 300), dtype=np.float32)\n", + "\n", + "for i in range(len(normal_files)):\n", + " loaded_image = mh.imread( NORMAL_DIR + normal_files[i], as_grey=True )\n", + "\n", + " loaded_image = mh.imresize( loaded_image, (300, 300) )\n", + " img_shape = loaded_image.shape\n", + "\n", + " normal_images[ i, 0:img_shape[0], 0:img_shape[1] ] = loaded_image" + ], + "execution_count": 52, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ksC8C2PWmjjE" + }, + "source": [ + "# This code loads all pneumonia images into a numpy array.\n", + "pneumonia_files = os.listdir( PNEUMONIA_DIR )\n", + "\n", + "pneumonia_images = np.zeros( (len(pneumonia_files), 300, 300), dtype=np.float32)\n", + "\n", + "for i in range(len(pneumonia_files)):\n", + " loaded_image = mh.imread( PNEUMONIA_DIR + pneumonia_files[i], as_grey=True )\n", + " \n", + " loaded_image = mh.imresize( loaded_image, (300, 300) )\n", + " img_shape = loaded_image.shape\n", + "\n", + " pneumonia_images[ i, 0:img_shape[0], 0:img_shape[1] ] = loaded_image" + ], + "execution_count": 53, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "s7in4NIBYTsA" + }, + "source": [ + "# The two code blocks above perform 2 data wrangling operations.\n", + "# Which ones?\n", + "# Hint: The first one might be more obvious but the second one happens in the\n", + "# last line of each block.\n", + "# TODO: Operation 1) YOUR ANSWER\n", + "# from the operation 1 seem like it grab the image and greyscale it with \n", + "#\"as_grey=True\" and then resize the image to 300x300 pixel\n", + "\n", + "# TODO: Operation 2) YOUR ANSWER\n", + "#for operation 2 at first I thought it was basically doing the same thing\n", + "# because of the code being similar but after looking at the hint\n", + "# I feel like after looking at the last line of each block it basically\n", + "# loading the images, I'm still a bit confuse on it." + ], + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "8SETp9KbDH8o" + }, + "source": [ + "# Now, let's look at the first 5 normal_images and the first 5 pneumonia_images.\n", + "# TODO: Please visualize multiple images at once.\n", + "# Hint: You can use one of the following answers from StackOverflow for this:\n", + "# https://stackoverflow.com/questions/41210823/using-plt-imshow-to-display-multiple-images" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Em22a9YoZD1M" + }, + "source": [ + "# TODO: YOUR CODE" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "y5Kk_-h6Y-fK", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "979e632c-f863-4cbe-9b45-ff17dd4d2876" + }, + "source": [ + "# answer to code from stack overflow code link above\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.image as mpimg\n", + "def process(image) -> None:\n", + " plt.figure()\n", + " plt.imshow(image)\n", + "# normal image\n", + "for i in range(5):\n", + " process(normal_images[i] ) \n", + "\n" + ], + "execution_count": 54, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" 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\n" 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "#pneumonia image\n", + "for i in range(5):\n", + " process(pneumonia_images[i] ) " + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "T_5Pne7c_GKt", + "outputId": "9cc1322b-a3ca-483d-c42e-c2f441bc478c" + }, + "execution_count": 55, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" 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\n" 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\n" 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bZscOQb5Aicu" + }, + "source": [ + "**Task 3:** Setup training and testing data. [15 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "pFj9F4OeZiRu" + }, + "source": [ + "# Any supervised machine learning algorithm requires disjunct sets of\n", + "# training and testing data.\n", + "#\n", + "# For each, we will create a balanced dataset that includes an equal number\n", + "# of normal xrays and pneumonia xrays.\n", + "#\n", + "# The training data will include 120 images (60 normal, 60 pneumonia).\n", + "# The testing data will include the remaining 80 images (40 normal, 40 pneumonia).\n", + "#\n", + "# Supervised learning means that we tell the algorithm which image is normal\n", + "# and which image is pneumonia. For this, we need the training_target vector.\n", + "# The vector shall be 0 for a normal image, and 1 for a pneumonia." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "l6EAB3mAAate" + }, + "source": [ + "TRAINING_COUNT = 60\n", + "\n", + "training_data = np.zeros( (TRAINING_COUNT * 2, 300*300 ), dtype=np.float32)\n", + "for i, n in enumerate( normal_images[0:TRAINING_COUNT] ):\n", + " training_data[i] = n.ravel() # flatten the image\n", + "for i, p in enumerate( pneumonia_images[0:TRAINING_COUNT] ):\n", + " training_data[i + TRAINING_COUNT] = p.ravel()" + ], + "execution_count": 56, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "UsShDNA6aqaa" + }, + "source": [ + "# TODO: Please create the training_target vector with 0 for a normal image, and\n", + "# 1 for a pneumonia.\n", + "nimage = np.zeros(TRAINING_COUNT) #(credit to ishawagh19)\n", + "pimage = np.ones(TRAINING_COUNT)\n", + "training_target = np.concatenate((nimage, pimage)) # TODO" + ], + "execution_count": 77, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "S1JoaZxGBC4y" + }, + "source": [ + "TESTING_COUNT = 40\n", + "\n", + "testing_data = np.zeros( (TESTING_COUNT * 2, 300*300 ), dtype=np.float32)\n", + "for i, n in enumerate( normal_images[TRAINING_COUNT:TRAINING_COUNT+TESTING_COUNT] ):\n", + " testing_data[i] = n.ravel() # flatten the image\n", + "for i, p in enumerate( pneumonia_images[TRAINING_COUNT:TRAINING_COUNT+TESTING_COUNT] ):\n", + " testing_data[i + TESTING_COUNT] = p.ravel()" + ], + "execution_count": 58, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "7rFZWW7iBC2Q" + }, + "source": [ + "# TODO: Please create the testing_target vector with 0 for a normal image, and\n", + "# 1 for a pneumonia.\n", + "nimage = np.zeros(TESTING_COUNT)\n", + "pimage = np.ones(TESTING_COUNT)\n", + "testing_target = np.concatenate((nimage, pimage))" + ], + "execution_count": 65, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "xBNvy4SgBC63" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Me7EKq4UbPP5" + }, + "source": [ + "**Task 4:** Let's train and evaluate the Random Forest! [35 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "6MobaM1hqJPc" + }, + "source": [ + "# With scikit-learn, we can easily set up a default Random Forest classifier.\n", + "clf = RandomForestClassifier()" + ], + "execution_count": 66, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "hgvNrmHPqL_q" + }, + "source": [ + "# Now, we train the classifier with the training data and the training targets.\n", + "# We essentially show the classifier an image and tell whether the image is \n", + "# normal or pneumonia.\n", + "fitted = clf.fit( training_data, training_target )" + ], + "execution_count": 67, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "XeEof0gnICec" + }, + "source": [ + "# TODO: In just a few sentences, please explain how the Random Forest works.\n" + ], + "execution_count": 68, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "iEEk6g1udgAW" + }, + "source": [ + "# TODO: \n", + "# Basically it create tree/build a random tree that than that kinda connect \n", + "# into forest where it than use that forest to make decision making \n", + "#answer from from \"biltin.com\" and try to phrase into my own sentence" + ], + "execution_count": 69, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "rK5mi094Bd9O", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "561a0b12-ff76-4a19-8d82-94665f8ae8ab" + }, + "source": [ + "# After training, we can see how well the classifier predicts our testing data.\n", + "# The following command will return the classification accuracy.\n", + "clf.score( testing_data, testing_target )" + ], + "execution_count": 70, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0.925" + ] + }, + "metadata": {}, + "execution_count": 70 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "JxnD7CIybt1N" + }, + "source": [ + "# TODO: Is the classification accuracy good? And, are you surprised?" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "fZsZwhh0dcRX" + }, + "source": [ + "# TODO: yes it's accuracy is pretty good. I'm not surprise because base on what\n", + "# Tthe \"Random Forest Classifier\" do it help with accuracy." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2JOU4BU-cTBR" + }, + "source": [ + "**Bonus:** Let's take a closer look! [33 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "8iGnbzEwqa1t" + }, + "source": [ + "# Can you figure out which images were misclassified?\n", + "# Hint: You can use predictions = clf.predict(testing_data) for this.\n", + "# Can you display them?\n", + "# Do you have an idea why these images were problematic?" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "tE5nXaNOdRYx", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "5acc2d07-651a-4304-9a3f-d4a9461bddea" + }, + "source": [ + "# TODO: YOUR CODE AND YOUR ANSWER\n", + "predictions = clf.predict(testing_data)\n", + "print(predictions)\n", + "print(len(predictions))\n", + "print(\"--------------------------------\")\n", + "for i in range(40):\n", + " print(predictions[i], end=', ')\n", + "print(\"\")\n", + "print(\"---------------\")\n", + "print(\"40-80\")\n", + "for i in range(40,80):\n", + " print(predictions[i], end=', ')\n", + "# I see the errors its in the normal_images I asume because the first 40 data \n", + "# suppose to be normal_image containing 0's but a few of them contains one \n", + "# that where the error is." + ], + "execution_count": 76, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1.\n", + " 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n", + " 1. 1. 1. 1. 1. 1. 1. 1.]\n", + "80\n", + "--------------------------------\n", + "0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, \n", + "---------------\n", + "40-80\n", + "1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, " + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "a9_SjQXRc8ls" + }, + "source": [ + "# TODO: How can we improve the classification performance?\n", + "# Hint: Ideas without code are fine as well." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "aGGkmwS1dQg9" + }, + "source": [ + "# TODO: YOUR ANSWER\n", + "# kinda similar way im working with my current machine project for cs410 I feel \n", + "# like the more data we have for it the better the accuracy will be in the end. " + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "8w9wibPkWJri" + }, + "source": [ + "# Great job!!!\n", + "# ___\n", + "# _.-' \\\n", + "# / \\\n", + "# / \\\n", + "# / `.___\n", + "# ( .--.)\\/(,.--. `-.\n", + "# ,',-. \\ / ,-.`. )\n", + "# ( / \\ / \\ ) / \\\n", + "# || .-| |-. ||---'| \\\n", + "# _|| | | | | ||_ | \\\n", + "# /. \\ |_|.---.|_| / ,\\ | .^.\\\n", + "# `.\\ `--\" \"--' /,' |/\n", + "# `> _________ <'\n", + "# ,-' ,---.---.---. `-.\n", + "# `--'\\ \\j/ /`--'\n", + "# `.\\ /,'\n", + "# \\\\_______//\n", + "# `-------' hjw" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/05/Copy_of_CS480_Assignment_5.ipynb b/05/Copy_of_CS480_Assignment_5.ipynb new file mode 100644 index 0000000..5da7a6e --- /dev/null +++ b/05/Copy_of_CS480_Assignment_5.ipynb @@ -0,0 +1,1269 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Copy of CS480 Assignment 5.ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DMrBgGVKWEPJ" + }, + "source": [ + 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eBiz38wyZDvDi7LnbD6cYlRYsqjajJTAtpF0uC4I+vrhIUmuTp1NVSlEa+VC588QHWfH484eevaYNfnqDs0f2aHOI9aDAeO0PSqNcFX4FOGDB8ikgYRRCL2gvi920/XPQ0RuHHKOT0DqjnlZAkuQGKW08dkEEJ1p4hGL1FjWgUNaomRZKlUAyNu6i8iz56nJdcRmWwlCmTia4wVH/AwWJCEZO4Lg26FmsoCI+CTM3vPyiKtTzVXtKB5OgmIoA0b01Gcnt2o6hnJbnnaY9vUAqJmFKA8SEicuSC6C3JMRoxASpcPRAU4CzZlIgMCE7NU3iwXJG6b5d2ReQQ8qx5nmamsusT3gYUp6aT9Q4nJY77wBGapnKUCr4okCQMbiIulOk+kg9dlw+AjQwFZY8lQRQggWhhTIirBee8KdyMq0URNbgaS4epoc5QBzIy0fAYTZJdYyfsB4SI4wdOqYuyaLuA78eA0CoeGQ2kp1o1MJgNK4/8eeVJiuTs7quf+30Mr6kp3VB/FYkl1+7V1P15/k0wSSkdH6ZmNJrM0aLoJUNC+ZddT7fkF3LQJGCcgPeOt3BiDzxjHYgylApQiPk6KvervZ8PJXsIkWoBrDVakj8nPlTB0cCUyEHnjshBkfj0jiyQE5O2RxVpSK7dCRZWR9WEndeMBboSJQ2mPNhoGs8SHDSI09BlbfRsNhCgor9SlAIGkqRZ+33DoIv+wvKhZgtGsOPsm2+jlATgWsNhRGwWmAa2yjFkxap5HCq9CakALxutPFrQoB1/plbFs/gOoIIRhrHoaBleWtwdZwPWyOC61dz8DK1i94emDLgC00y203zg6KtpRJRqItAq2gTlXWSjoGykSK8RXRdhFVoL8F6jd2JGp0Ju4sAJ1vHshB19F81S1dzqTECqIHk5uIqSn5bKWKJ3cE/qtVNHNDpFz/OkK6OkEFqO68LubcesCfmA5w4rzNERTHKfCxlESh30931zoSNeHzsj+gNYj2KAj4LOKOTsIUCI7cZNBSCfyehy1PymIqrEDZGUPkN78Q4AFeookiC0PnpSU78kw4stlWRZW24AiKJmWbtgpHN1GZD92A03R7ASJowKbUFD6KjZjKcygM6KR/8YDSqfip1EDPRZ7tAMmBeijQKRm4OB8Gg45REBY0g14QseLVAILFR9Coq8rYRDRiYiBeHkpPS5IxQluo+Sh9yvXAP3oxFpLxoVzPHGnyAWAoGkkIGmSYKmtJXyhFgd9Z/LGVrwLhdIuev1FxIBTMaxD+6M6HGn5F+0FQJaI1AfafYs0bW1t+cuWZiqKMApAsOmERZM/VI2ROV81QzebmmX92jYHkgdTI8XzCNxpkmB80pu1ZCis6g3J6XWsJWy+tDBwqkSfpzM6lYpR7RGAGdk7dHFVg4mIJXGrWmn5CZWjVLogh/ellIGbbAY2GCxNtgCiaPXrJ6J2GOFiG8oKS5tDJY6HXZSEnCV0MpGLqJr4DTDT0h61Pm22D6vIRjUStWksWFboECNxkHjmEbB+GmHKQ9B0VoYqoVN0BaBJADusqlPkjahkG9kEKKCBMFbND7Uw1egC6HpVsEEYXOBaopckp/U4VWXfo+AB4XWuPhhSMe8uGHBLEQb/1y7tgc+I05XM+9NCyBngV7Ci8URtChAQB7QQdqo0I2Eabqz8YobywpJocAN+Y3Ub67jxydPEQCi/Kge1KynEEte+o56832dMNFEIYL1B5MgRSczrD0YhIq2PRyxycTUNFPlUqtRrHxCDk3KVDmmjqh+7Td+BgtWKJzeUY81o8VyMO7Xo/w9ziLxIm0IaoaI5ntTXXQdXmf3tGvYfmn3C5/ew+Iz7++jmGGjIFkuqhbNSJ66trkurIDSrXJUfHATr56BoIaqpfRAtP06/5BzeIKqAtqTuiq6bZjrq4tGbhFGQ6NLneToEUvLayyuIc6nlD2GAnCbQk8CjTWFFLTZHR2e+8hX0cUo8jCM9QeRztICREYaTPQ1NfUR6TeQCnCv5VH4UGFbSEBtKT6RgQ7uiV/82zm4eZwhL0ipNk2UjvZyCJSoGpcBGK6aDSxAfj34x0Eu4Jwn4gV1TWxmRHePI+BjeX1InlO1F76VpsyzNfwb2qQBoOdzLsywovXJh6qNWaTflsR4eiMAulZr9dp31+ZgNCCYSk+roTG6th8mulF7o+QK7g+aYGhcywMikKXRpXQuLiyFlKZppyPF3aQZsQewX3lb8mPSC40Ig1hYUe4Rj+kBUBQ6nK9hS9BeMy+Tv/5DlP87Te7+tihXQ7xB1UWxmLbVEJe0wQXZLOMgCS4ClbRqhgza+amNooX9hAM0bjxWABJ4Bei/UdOehozG4byxDpIiJtbhuvafr584PLTCBJia9hMyrkxDi/jhpaGzOWQSQUcrBC1atIg7xSNRs2RNzdlQcIjoBl5I+i7YCTb7qKuLTICTpg5MABnAukQkq8RLgpRTw2T6ZGFFgdAOrHnNq3RoDtyChmglBM7VWGfnugx0DFSW4F3bniyYUsGrweFmcw0H5mU0JCIE3YMCGJQIr9b0e0h0XWz60PwYv5q0dO36csNIz03AsSoTqwpBxltZCs0M5eLdNCbiaUjjgiVBqZUR0Hc0Y6k5mk5paLaHqYifUxQoRXRxRLE9Vv1U93twaJMW3T8Olfl+O5LcqHYkyy/5oIDe/iQYAFZ4B8rz8x8ZaTppIntDE0T8FLLtsxtJ/TxvmwauRxOmBV9py5TF7lhd0imRZ77BAm1yaudYOU2IDEFR4DHCoxHpV9xHleLv0r7qIBMlQU9WORFkZX8WMslUor4BemIkjoUVNPcvp2jTd8Q3P0Crwn0l+Ellc/cIbTBCGwUV9DgYId14LNom96iG25OOAoCiYNXoMh80hdeuI6wiRK7Dpf1G/ryNdl9OWHuT5M3iC/izNBw+2nt+jVp1woJvazmfTZ+tkXqIqCdX4KalM1KIL50LaVdnXAj41s3nO8dnw26hC/CCkfhxTeI5Iq8MmkVPQBw6QiTZnppZYBW0pam5NME5q2AFCWgfMjW4tKMBhzYOI8HBJAJ9epNWtavkEB1oIiA8xEBln3/1fixR7sw+UnRlXIoGj/A0WEF/ulgJMRyRwLCuEYumrUhpdHuBudB7lOU2HO/2OnqjCZSAyutQEOhY8Lt8gzs6YvnUEhSRZIGxiwDVkuB6jpqyb1oS7f7WhQ4Ruzfsc4vokK5HNc8WhGYcEHQ55PhgekBMmz06dDSoVegmICNbx6IhAN8h3+d8kfFzq8h5KzcDtZ4h8F4RBwAuin4gPA7GnHaGlpEkmuXAnzKa+Ca7474u1zEPar5qLOs2GUmII5k8AAelgxrVjn3FKaUA9TY4ovqF74aljygfkofpgKy09fKiYDgdaSPUkosqFa/DN10nSgG7CAXmt3cpxDioCvSMpO4jAXFG7trKMQrPAZTNuqQwDgKshzwQpJiArsNBOrCUKSPNxLkU1LZRuZSzUVJ+8ib9M8xrMK0GOxk7l5pP9nYj0QgdMugRM5d1MK5RMsmifK28OOXmU9VUk46H3oHU4Lgo3S2ITxpxIbL0QdfBtKwMm4BP2xgs7brYm93YG1MfCjBqBoK2lxfh1iQqACcEaJG19BJ1Z3NBjVpEB8Ch13FrQF+YJGVgGkOh7DXan8Y9OnERMlbHJNAf7TM31dmaFnWmq2lgWqUFkaLrA73gBj21S9HZH+0g4iCOyynhMOghndTBcyC1dc5Fh+OQyFHHE6pm2nCDgd1TWDZLfDM+DbaztTd5dpJEVBJgjSCRhFcfFVpqAYOIrByW3L3w62LZMSr9db+CbZDNQFohh5p7942OfOOwKjBqB4EJOuoMxMZF1cRtdQ3dAEXCizdCjJ4gFTzim5b4W7EQmGOZBcReDtzNngnXT2N0QkqhahqFErwaXjUV0W0BW+dJro5MRJ1BUWUvZTFy6xbwQAdU2dp97p9DcYhUpO/UTsXNKi4a50j5Y6W15RyW7CAiFum35dHpWRZ6NdrT0Wt0tX+nELXjDQ/LT7HwBeIjQVOMUTynMwQyYJrBX1ZENWkbg1ZAWQIKWafOLsBRtywc6aeyAbf9jhXRr5oyalNLvlsKx2C+66A0fM2iOlfqkp7YMNsAQqALpHKE7iOs0exGFQqe4bMT9DUaMQJKY7iMzJSIR1zjrDCWwAZgoAMY8KHmBvHClYt6aAJ/FnmPzshC7+AUMYzam+iOiE1YFcc8pLz6G+4/Jq6laQhAYYd+oPUi6fGxwzDubdiCZHQJkaBvERHkVNQS6cJ3jhMZ/dmMA8VNgiTzXLxgEQHjWsj4pGaR+Aq8RjHUNA5yvkNBOLxKMor2e0j7FSoJzTWfaOgb2JK0a7MGJB8sgyd0qAKPr7mN366mhLLioVVQQvLQrzEzPbXf1LcCSiiWCwvQhrzD7BgRnU4F0zrNRgE02+9PGC66SWOXraEtt/6ZM9Zh4lnK/tDBAHwAvxDDEtYzSl8LgZF7pkMSmBoN4nW2RRNRIPveiVqoBdiEJa/OR0DNsjZbG4s1UElD0wAEW40K3cA3XUeHQnrveGT9zM2jobAWLFzQmiu+I5IBH4YWvtpzRldoiL0gxwi6wQFwW3Xh4Ajq0HbDpoqG79g4fITXZmEbHUQHD5YOp0UNnkGHiyLAGGqCCqPWjxZwtGH/OpbnCYEVRFV99Jw0q/8cU9aBS+pQs7e3bmT+85lj6RQ1XOkG/BMwpohS7YMg5Bcij06emkCajqBunSCoOuBDJ38kiA4iaFL6Dj8W1EZxucH4KSUdXmksXGc6n3qXuGm9T7TrE3tAkE4weERyScSfoKbhaXxb9Nh0OgwlY/cQMkuE1bd47QiPq3TyPiizob9DAMtBR5KnmaN2B0mrdlKlIW/JFCb+IIywdSIOTfz+FqGDvpVQJEgYs8xrMKoZe/gcs0cbLR27MslhDLPDHRBsgD7g8LSnUSp2vki1d2rqm6f6F3nKHwXwcjOvu5/UqJJfamSLxzyrfYoFDyMZTCFb0AFsgFcDL1ngonMB2j3zAeZ2mgfwL4vRDHJFbuKQgC48nfYUqKalDRR4AeOtv7gAy1Cx71gMCscbTIzTc/5dGch826kT04Iv1y5k0k5hvHhRAAzo1TSA29bRBB30kFbB++eJAdtRbxQo8CDfL4/SSdNB0dIhKIfzLhKOwDIP3h61qqVDHOU5DC4Wtf8BtLtMtBOv1581HB2g29ql1Vng7uHZi681GlVbkpvk42/vRNikohHvmw4PXS64FrUhDHdh+OjMWV5jzxmwJDrV2jX3pHWBfkABzvUKn44Gag8Tzeznw1OHNEKiDhk+HIIsRJcJ35/YBY0p4PT6djC1s6kN4NMLkiFglQwxRMkBcQ5aRUkdzbU0qoQcIVKNWXFMMIemrdI0ptm6/p4haTqDHjhNO5FAxWDZgKQTcGmnyPj11q8pJB2PfBtMmjjprDxcj1pGicHc6m80kTZQjYqJgAx3yq0diPEUep2XaRMDZxHkTWB8ygNzGezpoZDQ6yjwtwFPBb397tF1hAcgSe7Kz3dcPxSeCjGRj+f2gMmI+gHvTtRBfB2Dh0GvTs12RB6dR7XQnnctnaV1ZIQVTh3/PcC/zn++dDbgagQdyDjJC4jnkBO6Oi0wtT1ZkFkeNU792MrJoUAFNyDueWcQlvaN6bT6TgxxEW3NXumYt0dbyrulXBA1YvCM35o60emS9sSRT7ED9KCQprw0Q5DxBIKwKAOQuIOSTFofKmlTIqNG7LeOPAgasBhOk0/79BtikiIznZqjU27gx6n4I4Bb1NC1FZ/hAsLq9ccWKOmIYkF9lZ0drYzlx0V1noYx1p/yDFkamKNI+GovmybWJYgLfJMQrKsvHYk/UCqLQjYcJ2GBgChIthcm8u83xQiMqRJ0ZoEGRF2WfAMCiiJIhS5UCyS1bEAomP7y4GiegRmc79RsmUbc21YFavRJILBvKIWa6UMdAl1Uc3zgwv0hBJYGIXu6zB3SNheQ1V+RafQE4VOp/wdi1canzzj4UAAAAYNpQ0NQSUNDIHByb2ZpbGUAAHicfZE9SMNAHMVfU6VSKg4WEXHIUJ0siIo4ahWKUCHUCq06mFz6BU0akhQXR8G14ODHYtXBxVlXB1dBEPwAcXNzUnSREv+XFFrEeHDcj3f3HnfvAKFRYZrVNQ5oum2mkwkxm1sVQ68QEMIAIgjLzDLmJCkF3/F1jwBf7+I8y//cn6NXzVsMCIjEs8wwbeIN4ulN2+C8TxxlJVklPiceM+mCxI9cVzx+41x0WeCZUTOTnieOEovFDlY6mJVMjXiKOKZqOuULWY9VzluctUqNte7JXxjJ6yvLXKc5jCQWsQQJIhTUUEYFNuK06qRYSNN+wsc/5PolcinkKoORYwFVaJBdP/gf/O7WKkxOeEmRBND94jgfI0BoF2jWHef72HGaJ0DwGbjS2/5qA5j5JL3e1mJHQN82cHHd1pQ94HIHGHwyZFN2pSBNoVAA3s/om3JA/y0QXvN6a+3j9AHIUFepG+DgEBgtUva6z7t7Onv790yrvx/xInJz/ZaLfwAAAAZiS0dEAP8A/wD/oL2nkwAAAAlwSFlzAAATrwAAE68BY+aOwwAAAAd0SU1FB+UCBxYME13qmlgAACAASURBVHja7J13eBRV+/e/W7PpBQLplFCSQCAgHUMRCFWkCYIYioCCBRF5kEceiCAiRYooiBKKIEhTeqSFAAm9EwhFSiCV9Lqbbef9wzf5EXZ2dzbZTb0/1zUX4cyZM2fOnNn5zjnnvm8BY4yBIAiCIAiCqDUIqQkIgiAIgiBIABIEQRAEQRAkAAmCIAiCIAgSgARBEARBEAQJQIIgCIIgCIIEIEEQBEEQBEECkCAIgiAIgiABSBAEQRAEQZAAJAiCIAiCIEgAEgRBEARBECQACYIgCIIgCBKABEEQBEEQBAlAgiAIgiAIggQgQRAEQRBErUVMTUBUNtnZ2Th+/DgiIyORmpqKlJQUJCcnQyAQwM3NDfXr14enpydCQkLwxhtvwM7OrsLqlpCQgD179uD+/ftIS0tDcnIykpKSIBQK4enpCXd3d7i5uWHAgAHo0aMHrKysKrTdIiMjeeXt0KEDvLy8LFIPrVaLq1evYvfu3Xj+/DkSExPx7NkzWFlZoUGDBvDw8IC/vz9Gjx4NHx8fi7ZJUVERzp07h8OHD+Off/5BcnIykpOTIZVK4eHhATc3N7Rt2xaDBg1CQEAAhEL6BiYIopbCCKKSOHnyJOvTpw8TiUQMAK9NIpGwt956i924ccNi9VIoFGzlypWsS5cuvOsFgDk4OLCxY8ey2NjYCmm/devW8a7boUOHzH7+wsJCtnDhQtaoUSNedRAIBOz1119nf/zxB9NqtWatS0pKCvv888+Zra0t7zZp2LAhW7t2LSsqKqKHkSCIWgcJQKLCuXbtGuvdu7dJ4opLTIwZM4alpaWZtW7Hjx9nfn5+5aqbUChk77//PktKSrJoOw4bNoxXfaytrVlhYaFZz33s2DHWpEmTMrdRv3792JMnT8pdD7VazRYtWsSsra3LXBdvb2925MgRejAJgiABSBCWYtu2bUwmk5VLYL28NW7cmN2+fbvc9VKpVOyDDz4wW70AMGdnZ3b06FGLtKNCoeA92vXWW2+Z9dwLFiwwS/vY2tqyU6dOlbkemZmZrH///mapi1AoZAsXLmQajYYeUoIgSAAShDmZPXu2WQVW8ebo6MiioqLKJf7GjBljkbqJRCL2ww8/mL0tT548ybsO69atM9t5Fy9ebNb2sbOzY9HR0SbXIy8vj7Vu3drs9+uTTz6hB5UgCBKABGEu1q5daxGBVby5urqyZ8+emVwvrVZrMfH38vbjjz+atT1nzJjB+9yJiYlmOefGjRst0jYODg7s3r17Jgn2AQMGWOxerVmzhh5YgiBqPALGGCNTGMKSREVFoU+fPlCr1RY9T/v27REdHQ2pVMr7mC1btmD8+PGWN7cXi3H8+HH06NHDLOUFBAQgLi7OaL527drh8uXL5T7fs2fP0LJlS+Tl5VmkfTp27Ijo6GiIxcYdEyxduhSzZ8+22L0SiUS4cuUKgoKC6OElCKLGQj4QCIuiVqvx4YcfWlz8AcDly5exevVq3vkTEhIwffr0CmuHUaNGITs7u9xlxcfH8xJ/ADBgwACz1H/KlCkWE38AcPHiRaxYscJovhcvXmDRokUWvVcajQYzZ86kh5cgCBKABFFWtm7divv371fY+ZYtW4aCggJeeWfNmoWcnJwKq5u5xMvBgwd55x06dKhZhPXRo0ct3j6LFy82eu8WLlyI3Nxci9clMjISERER9AATBEECkCBMRaPRYMGCBRV6zrS0NKxZs8ZovqSkJOzZs6fC2+THH3/E8+fPy1XG8ePHeeXz8PBAq1atyl1nPu1pDrKzsxEeHq53v0qlwvbt2yvsXv3+++/0EBMEQQKQIEzlxo0bePr0Ke/8Li4umDlzJo4dO4Zbt27h0qVLWL16NVq0aGHSebdt22Y0T3h4uEnT0l5eXggLC8OJEydw+/ZtnD9/HuvWrUNISIhJdVMoFNi0aVOZ21Qul/MWgIMGDSp3pIucnBzs3LnTpHZatmwZzp49i8OHD2PmzJmQSCS8j//ll1/07jt//jwyMzN5l9W8eXOsWbMGMTEx+PvvvzFv3jyTosgcPHgQSqWSHmSCIGomZAdDWIqwsDDelpetW7dmycnJnOUUFRWxqVOnmmTJacgiWKvVMh8fH95ljRo1iuXn5+stb//+/SY5Iu7YsWOZ2/To0aMVGv3j8OHDJjl3zs7O1inj1q1bzNvbm3c5+vrBrFmzeJcxevRoTufXjx8/ZgH+AbzLOXv2LD3IBEHUSGgEkLAYfOPUAsAff/wBNzc3zn1SqRRr1qzBm2++ybu8Q4cO6d337NkzPHv2jFc5/fr1w++//w5bW1u9eQYPHozNmzfzrtulS5fw4sWLMrWpoet6GWtra7zxxhvlvoeXLl3iPfK3Y8cOODo66uwLDAzEpk2bIBAIeJV1584dzvSkpCRexzdq1AgbNmyAtbU1576NmzbyHhl98uQJPcgEQdRISAASFuPRo0e88gUHB8PPz89gHpFIhLVr1/KeTtQnIgDg3LlzvMoQi8VYt24dRCKR0bwjRoxA69at+Y66Iz4+vkxtytcwISQkhFMAmQrfen744YdwcnLSu79Xr17o3r07r7L++ecfzvSUlBRex0+ePBk2NjZ693fs2BE9e/bkVVZ512sSBEFUVcTUBOWHMQaVSgW1Wo2CggLcuXMHt27dwv379xEXF4fnz58jJycHOTk5EEAAewd7ODs7w8vLC/7+/vDz80Pr1q3h5+cHOzs7iMViiMXicq/fqkw0Gg3vF/bIkSN55fPy8sKwYcN4rUlLT08vtwAcOHAgGjZsyO9LSijEZ599hgkTJvDKz3c061VhpE8cvUq/fv3Mch/5jlR26tTJaJ7WrVsjKiqqzOfk25/atWtnNE9AQABOnjxpNF9GRgb9wBEEQQKQKI1KpYJKpUJGRgaioqJw6NAhnD93Hrl5uVCpVNBqtVCr1WD/RlxBsc/tzIxMZGVl4enTpzh37lyJ4HNwcECXLl0waNAg9OjRA3Xq1IFEIuHlHLeqkZubC41GwytvcHAw73J79OjBSwCmpqbq3cd3ZJLviFUxo0aNwvvvvw+tVms0b3Jyssltaor7l8GDB5vlPmZlZfHKp2/6/mVcnF14laXPFYxCoeB1vIeHh9E8devW5f2MEwRBkAAkSl4KRUVFuHv3LjZt2oRDhw4hOzsbSqUSKpUKxoKrMDBAgxKBVFRUVCKa/vzzTxw+fBhOTk4YPHgwJkyYAH9/f1hZWVUrIWiK9WS9evV45zU2VVyMoRFAvqM6zZo1M+mara2t4e3tzWvatCyOsU+cOMErX7t27XiJoPKIMUs/XwRBEAQJwCqDVquFQqFAbGwsfvjhBxw9ehR5eXlQKpVGRR8fiqeSVSoVCgoKEB4ejl27dqF///749NNP4e/vD2tr62o9NcyFi4sL77wODg6875U+0tLSeJVRv359k6+ladOmZV7fZ0yI8ZmyBMwX/cNUIW/O54wgCIIgAVglUCqVSE1Nxbp167Bx40ZkZWVZ9OXIGENRURGUSiV27tyJY8eOYfLkyfjggw9Qv359k3yrVWVkMhmsrKx45+drSWoIvlOJrq6uJpdtrpG3Vzl9+nTJSLExhgwZYrbzVsbHBt+lAwRBEEQ5ft+pCYwLsYKCAkRHR2PIkCFYvXo1UlNTK2xkhDEGpVKJFy9e4Pvvv8eQIUMQExODwsJCujllhG9MW1OEaTF8LIbLAl/3Lx4eHrytkflQGdOx5hD5BEEQhGFoBNCI+MrNzcXGjRuxZMkSpKenV9roBGMMcrkcN27cwOjRozFnzhyMGzcODg4OteqFWa9ePXz55Ze88unD3t4e+fn5Rssoi8jv1q0br9FZU6KbMMZ4u38xR/SPUl+IlTACWNOWOBAEQZAArEZotVpkZGRg0aJF2LJlC3Kyc/413qhkNBoNUlNTMX/+fMTHx+O///0vnJ2da81L09PTE4sXLy5XGfb29ryscHNyckwue/z48Rg/frxZr/nBgwe8Q+qZ4iybD5Ya0SQBSBAEUbnQL60e8ffixQvMmjULGzZsQHZ2dpUQf8UwxpCTk4NffvkFs2bNQlpamlmMUGoLfK2O+bqLsTR83b+YK/rHy8hksor/KhXTdylBEAQJwEoQf1lZWfjqq6+wZ8+eSnGDwVcEFhQUYNeuXZg3b96/IpVEIC+aNGnCK58poewsybFjx3jl69Onj8EIGNVFAEqlUuqkBEEQJAArVlTl5+fju+++w+7du6us+Hu5voWFhdi+fTuWLFnCa10bAfj4+PDKt23btkqPBJGXl8cregZgvugfL8PXRQ+ftbEarcas5yQIgiBIAJoFuVyOPXv2IDw8nLelaFUQgQUFBfj111/x559/Qi6X0400QteuXXnly8rKwpgxYyq1TSMjI3lb4por+sfL8PWFePfuXaN5+PpH9Pb2pk5KEARBArBiUKlUiI2NRVhYGLKzs6tV3RljyMrKwvz583Hnzp0yRZmoTXTp0oW3H8Vjx44hODgYV69erZS6Hj58mFe+1157DZ6enmY/v6+vLz+hetLwdLlSqcTZs2d5lWWKhTRBEARBArBcAio7OxtffvklkpOTq+VaOsYYEhMTMWfOHOTk5NB6QAPY2dmhZ8+evPNfvXoVHTp0wPDhwxEdHV1hbavVanm7fxk4cKBF6tCjRw9e+cI3hhsUeN988w0eP35stBxHR0eTQ/ARBEEQJADLhEKhwM6dO3HlypVqPXqm0Whw8eJF7Nmzh3fUiNrKxIkTTRZjf/75J4KDg9GqVSusWrUKmZmZFq1jXFwcEhISeOU1Z/SPl2nfvj0aNGjAq32GDRuGP/74Q+fZmj17NhYtWsTrfKNGjaoU1zMEQRAkAGsZGo0GiYmJWLlyZbU3oig2Ylm+fDmSk5MppqoBhg4dWuawbbGxsZgxYwY8PT0RGhpqsVHBAwcO8Mrn7u5u1ugfLyMWi/HFF1/wypueno7Ro0ejVatWmDBhAkaOHAlfX18sXbqUV1+USCSYMWMGdU6CIAgSgJZHpVJh69at1Xbql0sEJiUmYceOHRUWrq46IpVKsXTp0nKVoVAosHXrVgQHByMgIAArVqxAVlaW2ep4/PhxXvlejf4xZswYNGvWzOh2/vx5XuV/+OGH6Ny5M+963759G5s3b8bu3buRlJTE+7j//e9/8PPzo85JEARBAtCyFEfV+O2336BQKGrMdckVcmzcuBFpaWk0CmiA0aNHY+jQoWYp6969e5g5cya8vb0xffp03hav+sjOzsaZM2d45X3V+vf58+d4+PCh0Y2vdbNYLMb+/ft5+08sC++88w6++uor6pQEQRAkAC2PWq3GgQMHalwkDcYYUlJScOjQId4uRGpl5xcK8fvvv6NLly5mK7OgoAA//PADfH198dlnn5XZhcyJEyd4+daTyWRmj/7BhaurK06dOmURC92xY8fit99+oxBwBEEQJAArhqKiIvzxxx81avSvmGLDFpoGNoy1tTWOHz+Ot956y6zlajQarF69GkFBQbh48aLJx/O1/g0JCTF79A99eHl5YdiwYWYvd+rUqbzd8hAEQRAkAMuFSqXCvXv3cO/ePV4jLdUNrVaL27dv48GDB+QX0Ag2NjbYu3cv1v601uxi6sGDB+jduzdvH3jF4vHIkSO88loi+oc+vvzySyxcuNDs5fbu3Rt///03dUSCIAgSgBUjkM6ePVtjI2cwxqBQKHD27NkaKXDNjUgkwtRpU/HgwQNMmDDBrK5I8vPzMXDgQN7OpGNjY5GSksIrryWif3Dxww8/YMmSJRYpWy6X4+233640Z9sEQRAkAGsRGo0GZ06fqdFr5FQqFc6cOUOGICbg6emJjRs34vHjx5gxYwacnJzMUm5eXh7Gjx/Pa0r+4MGDvMq0VPSPV3nw4AFvVzDlEckTJ06k0WqCIAgSgJajOH7u5SuXa/QLR61W49KlS8jPz6fIICbi4+ODFStWIDExEb/++ivatWtX7jJjY2N5jaIdO3aMV3kDBgyokLaYP38+7w+l1q1bY+/evYiPj8edO3ewZs0aODs78zr21q1b2Lp1K3U+giCICkBcGy+62PlzYWFhrRC6ycnJcHZ2hlgsph5vIjY2Npg0aRImTZqEK1euYO3atdixY0eZDYfWrVuHOXPm6L0XGRkZiImJ4VWWpaJ/vExOTg7++usvXnnHjRuHX375BVKptCQtICAAI0aMQO/evXHnzh2jZezYsQMTJkyosf0pPj4eW7ZswYULF5CUlAShUAgvLy907doVkyZNQp06dYyWcffuXWzbtg3Xr19HSkoKRCIRvL290b17d0yYMAGOjo4m1enZs2f47rvvSqUJBAKsXr2as5/m5ORg27ZtOHnyJJ49ewYAaNCgAfr27Yt3330Xtra2Osds3LgRV65cMale3bp1wzvvvEM/QgRhQZFQ6ygqKmL79u1jdnZ2DECN3uzt7dmBAweYUqms0DZOSUnhVT+ZTFbt+k9mZib7/vvvWaNGjcp0T44fP6637B07dvAqw93dnanVas4yXn/9dV5lnDx50ui1HjlyhFdZ/v7+rLCwUG85169fZxKJxGg5YrGYKRQKzjJ8fX151SU2NtbodX399de8yvrkk0/M0mfUajWbN2+ewTZwcHBg27dvN/i7NXXqVCYQCPSW4eXlxSIiIkyq27x583TK6dmzJ2feY8eOMTc3N73n9/HxYWfPntU5bvTo0SY/J2PGjGEEQViOWjsFHB8fXyuMI7QaLeLj42kdoBlxdnbG559/jvv372Pbtm1o3LixSccbWuPH1/3LoEGDKiRm7uXLl3nlmzhxIqytrfXuDwoKQq9evYyWo1arcf/+/Rr3ezN58mQsWLDA4FR6bm4uxowZwzkNrtFo8Pbbb2PdunUGl3MkJCSgf//+CAsL4z0bwnW+8ePH66SdP38egwYNMmig9OzZM/Tr1w83btygHwqCqOLUWgGYlZVVK9bFaZkWmZmZ1NMtgEQiwbvvvovbt29j1KhRvI+7efOm3pcxXwH45ptvVsg1Pn/+nFe+jh07Gs0TEBDAq6x//vmnRvWTXbt2YdOmTbzzf/DBB0hISCiVtnbtWt6xoQHg66+/5pU/OjoaT548KZXm6OiIt99+u1SaSqVCaGgoLyOmgoIChIaGkvcBgiABWDXJy8urFQKQMUZGIBbGxsamJCYwHy5fvsz5crxx4wbS0tKMHi+TyXiNppmDjIwMXvlcXFyM5nF04Lc2ja8LnOrCt99+y5nu5uYGe3t7nXS5XI7vv/++5P9KpRKLFi3iLKN+/fp6fVd++eWXRp/7zZs366SNHj1aZzT39OnTnMK8Tp06nOsWb9++jaioKL3n9fb2RqdOnUq2Vq1a0Q8JQZAArBhRJJfLa40ArOnGLlUBiUSCuXPn8spbWFjIKaz4jvD06dOnwqJ/VMboMR8RXF14/vw5bt26VSrN1tYWkZGRSE5ORmZmJj777DOd4/bv31/y96lTp5Camlpqv4eHB65cuYKUlBTk5ORg1apVOmXExcXh3r17euuWn5+P3bt366RPmTJFJ+3cuXM6aZMmTUJycjKSkpLw/vvv6+w/efKk3nN/+OGHOH/+fMm2cuVKnTweHh70w0IQJADNj1QqhUAgqDXXSliebt268V6XxyVy+Lp/qcjoH5URJrGoqKjG9InHjx/rpI0aNQo9e/YEAIjFYixbtgzNmzcvlefJkyfIz88HAJw5c0anjKVLl+K1114rKWP69OkYNGgQpwjUx549e1BQUFAqrU2bNmjTpo1O3hcvXuikLVmyBBKJBFKplNO9UU5ODu924loXW1HLHAiCBGAtQiAQwM7OrlYIQIFAAHt7+1ojdisTmUwGPz8/XnlfneZMS0vjHTPY3HGLq5oYq0lrx7KysnTS2rdvX+r/YrEYb7zxhl4BlZiYyEsccfULQyKMy/hDnwuevLw8nbSXp/25lgCYMvPw6tpXOzs7dOrUiX5UCMKC1FrHcA4ODrVKABIVg5ubGy9/d9nZ2aX+//fff/NaktC2bdsKif5RDJ9F/+ampkcDqV+/Pufv0asUW+7n5uaWSpdIJJz5GzZsyLsOT58+xanIU6XSrKysMHbsWLPdk5eP+fzzz0sZSnXo0KHk78ePH+tYfvft25dmLgiCBKBlRJGnp2eFuNGobIqdxNIIYMXAN+rFq1OrR48e5XVcRUX/eFWE1PRzViRCoe7Ey8CBA1GvXr1SacVhCO3s7EqlazQaMMZ0nukmTZpg/vz5pdKCgoI467BlyxYwlP7gGDFihN7+W5b10i/fx3bt2umNpsM1/VtRRk4EQQKwliEUCtGwYcNaIwB9fHw4XzqE+eE7avGyAFSr1Thy5Aiv44YOHVrjxVhttFgPDg7Wa0Vet25dnXvyzz//oGnTpqXSGzZsyMv/n0ajwW+//aaTPmnSJIMfzeYQulxwrX3lWs9IEAQJQLMIQC8vL0gkkhp/rRKJBF5eXjVGAGZmZmLdunVG83l6enI6s3327BkvP3MeHh681/OVeqB4htt7eW3drVu3ONeKcYn5mzdvIjY21mC+Vy1G9b54jx7T8TcXGhpqOQHIU0OQy6LSNGjQQCdt+vTp2LdvX5mmSc+dO6djnOLr64tu3boZ7Htl+e0xRkFBgY61cIsWLeDt7U03niBIAFpGALq4uKBJkybIzMyssVNOIpEIzZs3h7Ozc40RgPHx8bzcrQQEBHAKwF27dmHWrFlGj58yZQrWr19vcv34ipeX/ay9usZLHxqNBhMnTjRbWy5Zqmu5+aoANCuk68rEsGHDdFzFREREoFmzZpg9ezbee+89nWliQ3A5pR43bhyUSiUkEgmn2OMSmkqlsiSda60onzpFRUXpGBqFhITQTSeIitBCtfGiBQIBxGIxunXrVqNHASUSCbp37857VIooP3wXyzs6OlaL66mMvkPLFUrj7e3NaSUcHx+PadOmwc3NDZMnT8bVq1eNllVQUMDp+2/hwoWwtraGtbU13njjDZw6VdpAxNbWVueYv//+u5QgfRVXV1ej9Tl8+LBOGk3/EgQJQIu/ZLp16wYrK6sae41SqRSvv/56lV7rWFWn+8paL76uL6qLAKyMvlMb1uaayoYNG0qMQrhE3YYNG9CuXTsEBwcjOjpabzl79uwp8S/4MsUxilUqFU6dOoXevXtjx44dJfu5nDKPHj0aM2bMwIwZMzBmzBid/a+//rrRZ+xVAWhjY4OuXbvSDScIEoCWQyKRoF27dqhXr16NtJAVCoVwc3NDu3btqvQIYFFREecLSR9c/shMbRc+JCUllal8vs5vudx4VEVkMlmFn5NGrHVp1KgRoqOjjcZTjo6ORvfu3bFlyxbO/du2beN1Pq1Wi6lTp5YsT+DyyVdYWIhVq1Zh1apVkMvlpfbZ29ujS5cuBs8RFxeHZ8+elUrr06dPjf4oJwgSgFUAgUAAR0dHDB06tEb6m5JKpRg6dGilObw2pU1Nif3KN68+gcXlg40LPr78uDAUeutlKtKXX3moDB+Sr8ahJf6lRYsWuHHjBjZu3Ah/f3+D4m3KlCmIiYkplZ6cnGwwPBvXx0zxNG/Xrl3RokUL3seOGDHCqJAj9y8EQQKw0hCJRBgxYoRJC6irC3Z2dhgxYkSlrXE0ZeTo7t27vPOePXuWVz53d3fOdC8vL17Hx8fH4/nz5yZdc3JyMi+Bam9vDzc3t2rRj/iOVPIZMU3PSOdVlj5fdHyF4auWzVzwjTdc1T4OJRIJJkyYgNjYWJw6dQojR47kHDFVKpVYvHhxqbQTJ07oLG0ICgpCTEwMYmJiOH0GFq8rFIvF2LNnD6dFMhf6Ioq8DJfvSwr/RhAkACsEsViMgIAAhISE1ChjEKlUin79+sHPz6/SptNkMhlv8RAeHs4rn1wux59//skrr76RPn3C8FUYY1i4cKFJ18xlXclFUFBQtTF04LOQHwAuXLhgNM+NGzd4laVvdJTvvbty5YrRPMZc6RRTt07dqvnDLRSiR48e2LlzJx49eoR33nlHJ09kZGQpf5Nc17xjxw506dIFXbp0wfbt23X2v7w8w8/PD7du3cKKFSswevRoDB48GN27d9c5pnHjxkbX8WVnZ+vEOG7evLlJ0UwIgiABWGYEAgGsrKzw4YcfVptF+Xyuyd7eHh9++GGlrN96uR58/egdOnQIDx8+NJpv8eLFvNfm6Zsia9iwIe9oHZs2beItFB49eoTly5eXq27VWQD+9NNPSE/XP8IXERHBe/RWnw84vtP3P//8s8G1omfOnMHpqNO8yvLy9qry98jHxwe///47Bg4cqPPB9PLoOtf61GbNmnH+XcyrEWscHBwwY8YMbN++Hfv370eTJk10jgkNDTX6gXP8+HGdmM/k/oUgSABWKGKxGG3btq0xawGlUinefvtttGrVqtIX0+sLQ/UqWq0Ww4cPR3JyMud+tVqNJUuWmDQiN2zYML3tM3jwYF5lqNVq9OvXD5cvXzaY79q1axgwYAAvZ85V+UXHNQrOV6ympqZixIgRnFOrFy9eNMl/YePGjTnT+a6bTEhIQGhoKKcIjIuLw/vvv68TBk0fvr6+1eOHXCjknD7NzMws+ZvLQv1locYl2oqtg7nIz8/Hzp07dT78uPxvcn0QvMqrApYgCAvrn9reAAKBANbW1pg5cyZOnjyJJ0+eVNtIBMURTj7//HPY2NhUen169OiBX375hVfe27dvw8/PD6GhoXjjjTfg5uaGxMRE3LhxA7t27eI1QlhMu3btDK71Gzp0qF4ryVdJTExEx44d8eabb6JPnz7w9/eHvb09MjMz8ejRIxw9ehQRERG8/f/Z2Nigf//+pdI6d+6sV/yWhcGDBxsVrcC/8WBfFqNcArB9+/a8z3v69Gm0aNECH330Edq3b4+8vDxERkZiw4YNvJ2t+/j46IQ+e/m6lixZwqucffv2ITAwEFOmTEHbtm2Rl5eH8+fPY+3atTqOh/Xh8Hyl7gAAIABJREFU7OysN35tVYRr+jQ7O7vk71dH3Ph+nOnjjz/+0LHg79mzp9F1ghqNRsf9i0wmMxiJhCAIEoAWE04NGjTAnDlzMGvWrFI/mtVJyDo4OGDu3Lnw8fGpEr7U3nzzTdjZ2fF285Kbm4sff/wRP/74Y7nOO3XqVIP7+/fvjyZNmvAKCQf8ux7wwIEDOHDggFna5FVxbmVlZVajEL5uNLy8vIyet1mzZnB3d+ctUNPS0njFo9VHnz599O7r0KEDXF1deRtwxMfH46uvviqXkK6otcG//fabzvrWTZs2wdnZGdOnT0dBQUFJeseOHTF58mSdMrjq+vKoX1k+bA0ds3nzZp20sWPHGi3z5s2bePHiRam0Xr16kfU3QVS09qEm+L+1gCNHjsTIkSMrde1cWZHJZHjnnXcwbNiwKuNHy87Ozqyhy/jg7+9vNJyZVCrVsZCsKN5///1q1a9EIhGmTJlSYeczdC6xWIz33nuvwupiqXNxjardvXsX+/fvL7UVfzht3boV4eHhJdv+/fs5y311vR5Q2nCmLIZH+j4k4+LidNzM2NraYuTIkUbLJPcvBEECsMqJQDs7O8ydOxcdOnSoVlbBEokEHTt2xNy5c6ucS5uvv/6a9+J9c7B48WJeax+HDRtmNFKBuSmeRq5uzJw5k7cFbnl4++230aFDB4N55s6dy9uIpzz079/fLKKE63eEy5CJa4S1WHy9+kH39OlTznM9fvxYJ+3lpRBcdXlZjHIJU32/g7/++ivn/eMKGfcqL4eQe/nZIAiCBGDlNcb/j56xbt06tGzZslpEJBCJRAgMDMTatWtRv379KudexMnJCd9//32FnOujjz7CW2+9xfte79ixo8L88UmlUqxYsaJaPhf29vZYtmyZRc9ha2vLq584OzuXa4qZD2KxmLdFtzHq1aunk3b8+PFS/8/Pz0dkZKTOB2mx0H3VKvrOnTu4ePFiqTSNRoN9+/bpnOvl/s0lnO/fv1/yN5cTcy5H4EqlElu3btVJ5+P778WLFzp1b9y4Mac1MUEQFoYRpdBqtayoqIhdvnyZBQQEMJFIxABUyU0sFrMWLVqwK1eusKKioirbphqNho0dO9aibREcHMyUSqXJdYuJiWFWVlYWrZtAIGDh4eEV1t6vv/46r3qdPHnSpOdiypQpFmufv/76i3dd1Go1Gz58uMXu18aNG812L9LS0phQKNQ5x6xZs9iNGzdYVFQU6969u87+zp07l5Tx+eef6+x3dXVlmzZtYnfv3mVXr15l77zzjk6eBg0aMK1WW1LOqlWrdPK0atWKnT59mp0+fZq1atVKZ/93332nc0179uzRydeoUSOm0WiMtseWLVt0jp06dSq9eAiiEiABqOdlp1Ao2PXr11n79u2ZVCqtcuJPKpWyjh07suvXrzOFQlHl21SlUlnspd2tWzeWlZVV5rpFREQwJycni92rtWvXVmhbW0IAMsaYUqlkvXv3Nnv7LF++3ORrLCwsZB06dDB7XebMmWP2+9GrVy+T6/Hrr7+WHB8XF1emD9FZs2aVqsedO3dMLiM2NlbnegYMGKCTb968ebzaYvTo0TrHHjp0iF46BEECsGqJQKVSyeLi4lhISAizsbGpEsJPIBAwW1tb1r9/f/bgwYMqPfL3KkVFRWzixIlmbY8xY8aYpQ3u3bvH/Pz8zFo3Gxsbtn79+gpvZ0sJQMYYy8vLY6NGjTJL+0gkErZq1aoyX2deXh4bMWKE2UbTV61aVWrEzFycO3eOCQQC3nVp3749U6lUpcqYPXu2Sdfj5OTE0tPTderCNVKob3vrrbd0jn/+/DnntTx+/JjXB4Sjo6POh2x+fj69cAiCBGDVE4EqlYqlpKSw//znP6xOnTqc0zkVtQmFQla3Tl02Z84clpqaytRqdbVs1yNHjjAvL69ytYW3tzfbvn07r2knUwRFWFgYs7e3L/e9GjhwIHvy5EmltK8lBWDxc/HLL78wmUxW5vZp3Lgxu3TpUrmvVaPRsNWrV+sIC1O25s2bs9OnT1v0nvzwww+865KQkMA5gs5XvMlkMnbixAnOeuTm5rLAwECjZTRp0oRlZmbqHL9gwQKdvD179uTVBjExMTrH9u3bl140BEECsOqi0WhYbm4u27dvH3vttdcqfDRQIBAwGxsb1q5dO3bw4EGWl5dnVuFTGRQUFLBNmzZxrn8ytDVt0pQtWrSIFRYWWqxuGRkZbM6cOczX19fkUZf33nuPRUREVGrbWloAFvPo0SM2ceJEZiXlv4ayfv367LvvvjP7qE9WVhYLCwtjderU4V2Xli1bsq1bt+qMtlmKAwcOsCZNmuj9uJs4caLBpQwajYb9/PPPzN3d3eBa2Bs3bhisR25uLhs/fjzntLJQKGTvvPMOp/hTq9WsUaNGOsfwXd/KNYq5dOlSesEQRCUhYKyahr0om8ELNBoNGGPQarUlTk6L/xUIBBCLxZzWv4wxqFQqpKenIzw8HL/++ivS09Mhl8stVl+BQACZTAbXuq6Y8sEUTJw4ES4uLnr9/KnV6lKhmwQCQYnFa/G/IpGoJL2qkJSUhMuXL+PChQt49OgRMjMzkZGRARsbGzg4OMDd3R0+Pj4YNmwYAgMDK6z+jDE8fPgQBw4cwMOHD5GWloaUlBTk5OSgbt26qFevHlxdXeHi4oIePXqgW7duVSKc4M2bN3k5S+7YsSOnlaep5Ofn4++//8b58+fx8OFDpKenIycnB2KxGA4ODvD09ETz5s3Ru3dvdO7c2aLW9Wq1Gjdu3MDhw4fx8OFDpKamIjU1FVKpFPXr10f9+vXRtm1bDBo0iDNyhqXRaDSIjY1FXFwc7t+/D5VKhUaNGmHgwIG8LdKVSiUuXbqECxcuIC0tDTY2NvD29kbPnj3RqFEj3nVJTk7G0aNHS6IfNWrUCCEhIXpD7mk0GkRFRek4h+7atSsvJ85xcXFITEwslda2bVu4uLiQNSZBVAI1WgAyxqBWq6HVaqHRaJCXl4eEhAQ8f/4cCQkJSEpKQl5eHgoKCiCXy2FlZYWpU6eiVatWen/QtFotioqKkJiYiG3btmHz5s3ISM+AokjBOxyYMSQSCaysrFC3bl1MmDABY8eOhbu7O6ysrDjdvDDGUFRUhLt37+Knn35CYWEhZDIZ7OzsYGdnBw8PD/j4+MDT0xM+Pj6wtbWFSCSCSCSqVv4OCYIgCIIgAagXlUoFtVqNgoIC3Lp1C9HR0Th//jxu3rwJuVwOjUYDjUZTMgpYvAkEAnh5emHpsqXo27cvbG1tOUebikcQVSoVMjIyEBkZid27d+PChQuQy+VQq9Ulm9EbIBBAKBRCLBZDKpVCJpOha9euGDFiBLp37446depAKpXq9cjPGENhYSFOnjyJmTNn4vnz59BqtRAIBCVb8cifUCiEtbU1AgMD0bVrV3Tp0gVBQUGws7ODRCKpFn4PCYIgCIIgAVhKCKnVaigUCty8eRN//fUXDh06hNTUVBQVFZkkyFxcXPDxxx/jo48+gpOTk8FRMo1GUzL1+uLFC9y8eRPnzp3DlStX8PDBQxTKC0sJzeJzFAszW1tbNGnSBO3atUOXLl3Qpk0buLq6lggyQ46d1Wo1srOz8csvv2DlypXIzMw0GLz9ZcEplUohkUhQr149DBgwAEOHDkWbNm1gbW1dJaYxCYIgCIIgAWhQ+KlUKuTm5uLEiRMIDw/H1atXIZfLoVQqjQoifSLJxsYGXbt2xaJFi+Dv7w9ra2uDYqx4VPDl0UWlUon09HRkZWWhsLAQBQUFYIzB1tYWtra2cHFxQd26dSGVSiEUCktGAo1F82CMQS6X4/79+/jf//6H06dPl8QNLcu1SqVS2NjYoHXr1nj//fcREhICJycnEoIEQRAEQQKw6lE8zXvy5EksX74cd+7cQWFhoVnW4gkEAohEIri6umLatGmYMGEC6tatq9cAw5AoLBahL48AAv9nlGGq2M3IyMCWLVvw048/IfVFainDj/Jcb/GIpL+/P2bOnImQkBDY2trS1DBBEARBkACsfF4eAfv6669x+vRp5OXlQaPRmCTuii1iBQIBBBAAAu681tbW8PX1xaeffooBAwbA0dGxwi1ptVptibXl6lWr8eDhAygUCr0jnMVTzsUC9GUhagyRSAQ7Ozt07doVX3/9NVq0aMHLyo8gCIIgCBKAFkGj0SAnJwe///47li1bhpSUFKMjYMXTnMXr3lxdXeHr64tGjRqhTp06sLW1hUwmMyjqioWgt7c3OnfubBb3GaYI3oKCAly8eBHx8fGQy+UGxVyxpXJhYSEyMjLw9OlTPHr0CC9evChZD2lserxYJNerVw8zZ87EuHHj4OTkZNKIJUEQBEEQJADLjUqlQkJCAv475784EnEE+fn5ekXMy2vbfHx8MGDAAHTu3BkBAQGoV69eqdG/4vy8Guz/+wo0tk7PEiJQpVLBlNv1soWzRqNBWloa4uLicOHCBRw+fBhPnjyBXC5HUVGRweu1s7NDSEgIlixZAm9vb1obSBAEQRAkACsGhUKB2NhYfPLJJ7h+/bpe0VI8UlenTh0MHz4cI0eOhL+/P2QyGW8ji5rIy9PBxSOAcXFx2Lt3L3bv2o209DTI5XJOgVkspgMDA/HDDz+gbdu2Jq2FJAiCIAiCBGCZxN/ly5cxefJkPHr0iNPIQyAQwMrKCu7u7vjwww8xatQo1KtXD2KxmJwd6xGExe5r0tPTsXv3bqxduxZJSUlQKBScx4hEIjRs2BDr169Hly5daF0gQRAEQZAAtJz4O3/+PCZPnoynT59yGnqIRCI4Oztj3LhxmDZtmsGoGYQuGo0GKpUKKSkpWL9+PcLDw5GZmcnZ1kKhED4+Pvj555/RvXt3yGQyakCCIAiCIAFoPpRKJa5fv46xY8fi8ePHnOv9rKysEBQUhEWLFqFjx46wtrYmQ4VyCEG5XI4rV67gq6++wrVr1zhHA4tF4NatW9GhQwdaE0gQBEEQJADNJ0b++ecfjBkzBjdv3tQZjSo2ThgyZAgWLlwINzc3WpdmBoqNTVJTUzF//nzs3bsXubm5OvlEIhFatGiBHTt2oFmzZuQrkCAIgiBIAJYPrVaLjIwMjB8/HidOnIBSqdQRf46Ojvjss8/w6aefwsHBgUb9LCDAc3NzsW7dOixfvhxZWVk6eSRiCbr36I6tW7eifv36Fe4bkSAIgiCIsiEKCwsLq2qVKiwsxJo1a7B9+3bI5XId8efk6IS5c+fio48+gqOjI631swBCoRAymQxt2rSBs7MzLl68qHMvGGNITU2FUChEx44daSqYIAiCIKrLe76qVUilUuHixYtYs2aNTnxbgUAABwcHzPrPLEyZMgX29vY06mRBiqfZx48fjzlz5sDR0VFHABYWFmL9+vWIiYkxS0g6giAIgiBqmQBkjCEnJwcLFixAZmamzn5ra2uMHz8e06ZNg52dHYm/ChSBU6ZMwaRJk2BjY6Nzz7KysrBgwQJkZWWhGoeWJgiCIAgSgJWBUqnEn3/+iWvXrukYfYjFYnTq1AlffvklHBwcSPxVggicNWsWgoODdQw+tFotbt26hV27dhmMKkIQBEEQRBV5t1cVIxCtVouUlBT06tULDx48KOXyRSAQwNPTE/v370dgYCA5dq4k1Go17ty5g7feegvPnj0rNdonEAjg6+uLyMhIeHp60rpMgiAIgqjCVJm3tEqlwqFDh5CQkKDj78/GxgbTp0+Hn58fib9KRCQSoVmzZvjss89ga2tbah9jDMnJyfjrr79oLSBBEARBkAA0DmMMBQUF+PXXX1FYWKgjOvz9/fHee+9R6LFKRiAQQCaTYcyYMQgMDNQZ5ZPL5diwYQNyc3NpLSBBEARBkAA0jFqtxuXLl/Hw4UPO0b9PP/0UTk5OtO6viohAJycnfPrppzqjgFqtFs+ePcP58+c54zUTBEEQBFE1qBLhG9RqNQ4ePKgTdkwoFKJxo8bo168f+ZirQkgkEvTu3RvNmzfHtWvXSol2uVyOgwcPonfv3lVuul6lUmH+/Pk6jsW5sLW1hbu7O7y9vdG5c2e4uLiYdK6oqCgcOnSIc9/YsWMRFBREHamKcunSJezatYtz33vvvYfWrVvX2nu9evVqPH/+XHckQSjE0qVLLXbenJwcHDx4EH///Tfi4+ORlJSE3Nzckme0S5cuGDFiBJo3b07PZy3rG0Q5YJWMVqtlqamprHHjxkwgEDAAJZuNjQ1bsmQJk8vljKhaKBQKtmLFCmZtbV3qngkEAubt7c2Sk5OZVqutUnXOzs4uVVe+m0gkYj169GDbtm1jGo2G17mWLVumt7ydO3dSB6rCLFmyRO+92717d62+161ateK8TqlUapHzyeVyFhYWxqysrHg9qwMHDmR37tyh57MW9A2i/FT6FLBarcb9+/eRmZGps27M2toaAwYMoDizVXHoWCxGv379OI1BcnJyEBsbW2OmgTUaDaKiojB27Fh06tQJt2/fpg5AEBYmISEBbdu2RVhYGG/3UocPH0ZQUBA2bNhADUgQRqh0AajVanH16lUoVaWn5UQiEQICAtCgQQMSgFWx4wiF8Pb2RqtWrXTiMKtUKly5ckVnPWdN4PLly+jevTvOnDlDnYAgLERiYiK6d++OuLg4k49VqVSYPHkyFixYQA1JEFVdAF66dEnHdYhEIkFwcDCt/auiCAQCiMVidOvWTWetn1qtxoULF3ScedcUsrKy8Oabb+LJkyfUEQjCAu+E8ePH4/Hjx+UqJywsDHv27KEGJYiqLABv376tM10okUjQoUMHcihclTuPUIgOHTroCECNRoM7d+7UWAEIALm5uQgNDSV3NwRhZjZv3owTJ06UuxzGGKZOnYrc3FxqVIKwlABkjJVp02q1KCwsREpKis6LVCQSoWHDhuUqnzbLbkKhEA0aNNCZAtZqtcjKykJubi40Gk2Zy69IbGxs0KxZMzRr1gwNGjTQiXnMRXR0NGJiYuhXhCDMBGMMK1euNJrP0dERrq6uRvOlp6djxYoV1LAEwYG4rA+pUqmEVquFUqmEQqEo0wtbq9Xi6dOnUCl1I0cUTzFmZGTQXarKXxBCIecorVqtxoMHDyAUCsvkv1EoFEImk0EsFpdslhwN7t69O44cOVKqbz5+/BgbN27E8uXL9UY3Wb9+PV5//XWd9HHjxqFr166cx7Ro0YI6Tg2C7rX5uHDhAmJjY/Xuf+2117B582a0bNkSAJCSkoKlS5caFI07duxAWFgY3TOCKI8AZIxBpVIhLS0NR48exYEDB3D16lXI5fIyf+1pNBrk5ukO0WdnZyM4OJimgKs4Wq0W2dnZOum5ubkYMmRIuXwB2traok2bNhgwYAAGDBgAV1dXWFlZVZiwbdKkCb799lu89tprGDFiBGe+kydPcqa7urryGqEgqj90r83H33//rXdfmzZtEBkZCQcHh5I0Nzc3rFixAmq1GmvWrOE87sGDB3j+/Dm8vb3pnhFEWQQgYwyFhYWIiIhAWFgY4uPjoVAoSqb4zA1jDFlZWXSHqimMsXKvvcnMzERycjJOnjyJ1atX4+uvv0b//v11XM9YmqFDh6J9+/a4fPmyzr7k5GQkJSXBw8ODbjpBlJMrV67o3Tdz5sxS4u9l5syZg59//lnvSH1CQkIpAUgQBM81gMXiLzw8HNOmTUNcXBzy8/OhVqtpETxhURGpUqmQn5+Pe/fuYerUqdi4cSMKCgoq9iERCjFp0iS9+5OSkuhmEYQZuHv3Lme6RCLBsGHD9B7n7u6Ovn376t2flpZGjUsQZRGAKpUKUVFRWLRoEdLT0mukfzeiaqPVapGRkYFvFn6DU6dO6f3StxR+fn5692VmZtINIggz8OLFC850Dw8PWFtbGzy22GhQ38ckQRAmCsDiqbwFCxYgPT0dDPQgEZUDYwwZmRn4+uuvkZ2dXaE/6l5eXnr3lXUNLEEQ/4dSqURhYSHnPjc3N6PH05o+gjANo2sAVSoVzp8/j/v379PIX1kUtlAIe3t7HUtYxhjy8/NrtK88S6DRaPDw4UOcP38e/fv3L5eRiSmYGtbu2rVrOHv2LOe+AQMGoGnTpkbLKCoqwr59+3D+/HmkpKQgISEBVlZW8Pb2hpubG4YPH4727dubtT7Xr1/Hpk2b8OzZM6SkpMDDwwNNmzbFtGnT0KBBA51jHz16hE2bNuH+/ftISEiAUCiEp6cnOnbsiNDQ0DK9lLmuWywWo379+mjevDmGDBmCoKAgkw3E1Go19u3bh4iICDx9+hT5+flwc3ND48aNMX78eLRu3bpMfcMc9xoAFAoF9uzZgytXriA5ObnkftevXx9+fn4YOnQoAgMDTbaqz83NxdGjRxEZGYnExESkpaVBJpPB1dUVAQEB6NevHzp27Fgma31zIpFIIJPJoFAoOH9HjdG0aVMEBgZy7rO3tzfbPXu1HxUUFKB+/frw8fHB2LFj0bFjRwD/Gp9ERERwljFw4EA0adKk3M9ocnIyXFxc0KJFC4SGhqJVq1Ymt3t16R+EZUZVjAbjnjVrFu9g3LT93yYUCpm/vz+7ePEiu3XrVqnt4sWLzN/fnwmFQmorEzeZTMa++OILJpfLTQp8nZ2drbfM/v37Gzw2KipK77ERERFmDTavUqnYwoULmaurq9G2aNOmDTt06JDRazdWn8LCQjZq1Ci9eSQSCfvmm2+YVqtljDGmVqvZ7NmzmUAg0HuMtbU1+/HHH0uOMYYp192hQwcWFRXF+94nJiayLl26GCxzzJgxLD8/ny1ZskRvnt27d5v1XjPGWFFREZs7dy5zcXExet1dunRhMTExvK65sLCQLViwgDk4OBgtNygoiB08eNBoma1ateI8XiqVmiU4va+vL2f5TZs2ZeakrPeMTz8aMmQIy8vLM3s/MvaMAmCTJk1iRUVFldI/LN03CPNjVAAWFBSwIUOGMLFYTOLDxE0kErH27duznJwcplKpSm05OTmsXbt2JADLsEkkEjZ06FBWWFhYYQJw3bp1eo+Njo422wsmLS2N9ejRw6T2EAgELCwsjGk0mjK98LZs2WL0pVa8TZ48mRUUFLBhw4bxrt93331n9N6U9bq//fZbowIzNzeXBQQE8Cqzffv2LCwsrMIEYFJSEuvatavJH5YrV640WO6zZ89YmzZtTH62Zs6cabAfWfol361bN733OikpqVIFoCn9KCgoiH311Vdm60emPKPvvvuu0eu3RP8gAVhDBWDfvn1JAJZDAObn5+u0a35+Pmvfvj0JwDJsYrGY9e3blxUUFFSYAOzUqZPeYxMSEszygikqKmIdOnQoc7t88803ZXrheXl5mXSeOnXqmCzUrl+/bnAErDzXvXz5coP37j//+Y9J5VlbW1eIAJTL5ax169Zlvu61a9dylpuVlcWaNm1qkX5k6Ze8oRGuWbNmVaoANLUfiUQis/UjU5/R/fv36712S/UPEoDVD95uYMiKiqitnDhxAhcuXODc16xZM7i7u5vlPPPmzcOlS5fKfPz8+fP1riEyREJCgkn5TY3OwxjDwoULLXbdc+bMwY0bN/Su11q/fr1J5VWUUc8XX3yBmzdvlvn4zz//HA8ePNBJHz9+PB4+fFiufnjt2rVKedZ69Oihd9+yZcuwYMGCCvcAUNZ+ZM713aY+o6tWrdK7rzr3D8K8UJgNgtBDUlISli5diqFDhxr8MTVHtJqkpCR8//335SpDo9Fg7ty5VbItIyIiOBf3m+O6VSqVXoH54MED5OTkVLn2ePLkCdauXVuuMhQKBRYvXlwqLSoqCvv37y9XuVqtFvPmzauUdhk+fLjB52n+/Pnw8/PDqlWrKjRQQFXtR/o4c+YMpyP+6t4/CBKAOggEAshkMtjY2EAqlZa5HIlEAmtr63KVUVnXb21tDVtbW8hksjJZawkEAlhZWcHGxgYymazWheCLiIhAs2bN0KxZMzRu3BgODg7w9PTE7NmzkZ+fz3mMl5cXpkyZYpbzb9u2zWRLY30//E+fPq1y7SuXy3H//n2LXfdff/2F5ORknfRHjx5Vyf62ZcsWs8yqbN++vZQw+fHHH81SvyNHjuj1yWdJXF1d0adPH4N5Hj9+jBkzZsDDwwOhoaGIjo62+AxVVe1Hhj4GuUaHq3v/IEgAlkIkEqFJkyb4z3/+g5UrV2LSpElwdXU1SQQJBAI4OTlh6NChmDt3LiZOnAgPD49qIQRFIhEaN26MOXPm4JdffsHs2bPRoEEDkwScQCBA3bp1MWnSJKxcuRKzZs1C48aNIRKJatXD8PDhQzx8+BBPnjxBXl6ewbw2Njb466+/UKdOHbOc++LFiwZfijt27EBGRgaeP3+O2bNnG+zfZ86cMfn8ISEhiI2NRXZ2Ni5evIg2bdoYPaZv376IjY1FTk4OLl68aNSNClc0BnNdN2MMkZGROunGnHQPHjwYd+/eRXZ2NiIjI9G8efMK6WuGrtvd3R179uxBVlYW4uPjMX36dL15lUplyfIEuVyOI0eO6M3brFkz7Nu3D9nZ2YiPj0dYWJjevIwxHDt2rFKew//+97+88ikUCmzduhXBwcFo2bIlVq1apfdjrbwY60ft2rXDtWvXkJmZiaNHj1ok7Jypz2h6errOR1hN6B+EGeFjBBISEmJwQSsq0ciiVatW7M6dO6ywsJApFAqWm5vLDh8+bNJCdWdnZ7Zz506Wk5PD5HI5y8/PZ7du3WLvvvsuc3Z2LrMBjCWNQAQCAZPJZOy1115jN2/eZAUFBayoqIjl5+ezS5cuMR8fH4MuOl4up27duuzIkSMsLy+PKRQKVlBQwGJjY1lgYGCVNFKxhBGIKVtAQAC7ceOGWReZt23b1qQF3aGhoXrz/+9//zOpPu7u7jquI9LS0pidnZ3eYzw9PZlSqSx1zIsXL5itra3eY/bu3WvR654xY4ZO/p9++klvfl9fX6ZSqUrlT0hIYPb29hY3AmnevLneY47j7ijwAAAgAElEQVQdO6aT35DV9dy5cxljjF2/ft2gEQGXFe3EiRMNWnxW1kL/RYsWlenZdHZ2ZgsXLtTpm+W9Z4b6kYODA8vOzi6VPy4uzuBvp6n9qCzP6KvnsHT/ICOQGmoEUlWRyWT4+OOP0ahRI1hbW8PKygp2dnYIDg7GoEGDeDkJlkqlGDhwIPr37w8HB4eSqWR/f3+sW7cO27dvR8+ePeHo6AixWFzp1ywQCCCRSFCnTh2MGzcOu3btgp+fX8n0t42NDQICAvDuu+/yGsGUSCQYNGgQXn/9ddjZ2cHKygrW1tbw9fXFxx9/DJlMRl9JrzBw4EAEBASYtcxXv9aLcXJywuDBg3XSDcUmNjZ6+SojRozQ6St169bFiBEj9B4zfPhwnefL1dUVw4cPr7Tr5loTplQqDV73q8+0p6cnRo4cafE+pC82raenJ+cU6Pvvv6+3rOzs7JIRbH188sknnMZKoaGhRsutDIpnNKysrEw6LisrC//73//QoUMHxMfHm60+hvrRqFGj4OjoWCrNz88PQ4YMMdv5y/KMcs1w1JT+QZgHcbWuvFiMgICAUi8igUAAqVSKwMBAiMVioxZjYrEYQUFBpR4ugUAAsVgMOzs79OrVC507d0Z0dDQ2bNiA6Oho5OfnQ6lUVmhkFIlEAqlECnsHe/Tr1w+TJ09Gq1atYG1tXWqqtrjuTZo0gVgsRlFRkdHrDwwM1Ll+kUgEf3//KiF6qxrLli1DVFQUTp06BVtbW4sKgmbNmnGmG4p7aupi9UaNGnGm+/j46D2mcePGJh9j6evmWvRuyBJT7zkaNLRo/1Gr1XoNGPRFoGjevLneKT8nJycAQL9+/XDu3DnOPC1btjS5PSvzBS8QCDB58mS0a9cOX375pcnTjTdu3EDPnj0RHR0NDw+PctenLP2IbwQYSz2jr1KT+gdBAhCA/hBBUqmU1zpAjUaDpKQkqNVqna/N4tE2BwcHhISEoHv37nj06BEOHDiAvXv3Ij4+HkqlEkql0iwL2YsRCUUQioQQi8UQi8WwtbFFx04dMXDgQLzxxhtwc3ODVCrVO8JZHC6NrxsCfeVIJBIK/6OHy5cvY/To0di3b1+5DWaKior0uh6xtrbmTDc0MsslhAyhL86qIXGr7xgbG5tKu24uDBkH2NnZcf92WFl27W9hYaHeeum7bl9fX6OuN+zt7dG5c2eT6mLoflUF119t2rTB0aNHERMTg2XLluHgwYO8P7yfPHmCiRMnIiIioty/Y4bawtPTkzPdxcXFbO1Qlme0NvQPopYLwPI+2EqlEnv37sW4cePQrFkzzhdMsRAsHnH08/PDp59+igcPHiAmJgbR0dG4evUqcnJyoNFooFarodVqS0bj9NWxeMqaaRmEQiGEIiEkEgm8vb3RokULtG7dGq1bt4a/vz8cHR0hkUggEokMGmcolUrcu3cP27dvNzr6R/wfwcHBCA8PLxmhycnJwc2bN7Fnzx6cOHGC85iDBw8iIiICAwcOtNjLpSLKK4uxjzkMhGrrC4RenKbTtWtXdO3aFc+fP8f69esRHh6OlJQUo8cdPXoUZ86cQffu3S1Wt4owlqttBnkECcAK+zFOSEjA2LFj8e2336JHjx4606qvCkHg3xHGoKAgtGrVCh988AGUSiWSk5Px7NkzJCYmIjU1FVlZWXBxceEsSywWY9q0aVAqlXB0dETdunVLNplMBpFIVDIVKxKJjI4yMcYgl8sRGxuLDz74AImJifSiMQE7OzudKZtOnTrhgw8+wA8//KDXEnP37t3lFoAEYWlUKhXS09ORl5eHnJwcqNVqODk5mdVZcUXg7e2Nb775BvPmzcNff/2F1atX4/z58waP2bZ1m0UFIPUPggRgNUaj0eDu3bsYN24chg0bhs8++wyNGjWClZWV3i+vl8Ug8O/UlJ2dHXx9fUumKIoFGJcxhlQqxbBhw0rKKt6KhZ+pD29+fj7+/PNPLFiwAImJifTgmpFPPvkEv/76K2JjY3X27du3DyqVipfBEcGfM2fOcK6tMudSi5pObm4ufv75Zxw/fhwxMTEVFuGkIpBKpRg1ahRGjhyJAwcOYOzYsXpdwJw5e4Y6Qy3rHwQJQJNFYFZWFn777TccOXIEoaGhGDduHHx8fCCVSo0aQ7w8WseHYsfLZYUxBrVaDYVCgWvXrmHZsmU4e/Ys8vPzK9Q4pTYgEAgwevRofPXVVzr7cnJykJ6ebrZwcMT/9e/yhKuq7Wzfvh3Tpk2rVtEryvpsvvXWWzhy5Ai6devGmefhw4fIy8uDvb09dYxa1j8Iw1AouFdeOsVTuatWrULPnj3xxRdf4MKFC8jJyTG7sUdZ6qdSqaBQKJCRkYGIiAiEhoZi2LBhOHr0KHJzc0n8WYhevXrp3afPlQlBVAbr16/Hu+++W6te7sHBwejatave302KWlG7+wfBDY0A6vnBUCgUSE1NxcaNG/HHH38gwD8Aw0cMR69evdCoUaNSBhmWCptWPMqn1Wqh0WhQWFiI2NhYHDt2DPv37UdCYgLkcnmlBEevbdSvX1/vPnq5EFWFhw8f4rPPPquV1x4YGIiYmBi9z6ivry/1j1rcPwgSgCYLsKKion/DLV28gOs3ruObb75B06ZN0bNnT3Tt2hX+/v6oV69eibWvUCgstaav+P9caDSaUusFX940Gg0yMzPx6NEj3L59GxcuXEBMTAxycnJK6kSjfRWHIfcjlgo/RRCmsmzZMigUilp57a86Y36ZwsJC6hy1vH8QJADLLASLR+DkcjmuXLmCmzdv4qeffoJEIoG7uzsCAwPh7+8PHx8fuLu7w9XVFXZ2dnBwcEC9evV0RgnVajUePXqEtLQ05OTkICsrC8nJyUhISMDTp09x7949ZGRkQKVSQa1WQ61WQ6VSkWVvJUFiu2Lx9vbGmDFjTDrG3NFZqhsqlQp79+41mOe1117DpEmT0LJlSzg5OSEuLq5CIp9UBIbWVJPoof5BkAA0mxjUaDQlPyrZ2dl48OABxGLxv/78hMKS6eGgoCAcOHBAx6FmUVERpk6diuvXr0Oj0YAxBq1WC61WWzLtS6Kj6kAjCBVL48aN8d1331FDmMCjR4+QmZmpd394eDgmTpxYKs3Q0oaKJjo6Gh988AHnvs8//9xgODzAsE9Y+nCu/v2DIAFYJSkWa6+uxROJRMjNzdX745Ofn0+GGzVAAJorHBxBlIf79+/r3TdkyBCdl3tVIyUlBXfv3uXcl5GRYfR4Q47vHRwcqH9U8/5BkAC0GCKRCDY2NhCLxSWje4YCgFclJBIJbGxsIBKJSqaqyTDE/F/P+nB2di5X2eY2IqouUQMsZTzFF33PiKVHiyx13Y8fP9a7b9CgQdX6+cvLyzOax9DvNQnAmt0/CBKA5RJQnTp1wuzZs+Hn54fk5GSEh4fjwIEDJeHdqiICgQC2trYYNmwYpk+fDk9PTzx9+hTLly/HwYMHKRScGdEXDs4cAlAqlcLOzo7TmERfXN+CggK95RlaDF+VMHTd+p65vLw87N69m3Ofv7+/TqxTQ9OC8fHxnOmWtuq2sbGBUCjkHPnXNxuQnZ2NP//8k3Nfy5Yt0aFDB4MiycPDgzPdXG6tzCGaDT1HT548MXp8YmKi3n3lnco01I+ysrI406vaspHK6h80/U4CsEqPQjRu3BgbN26Et7c3xGIxfHx80Lp1awwfPhyLFy/G7du3UVBQUKWmakUiEZycnPDee+/hq6++gpOTE0QiEVxcXLB69WokJyfjwoULFBHETF/Ov/32G+c+W1tb+Pj4lPscrq6unELowYMH0Gg0OqN6hpwkV6fRDn3X/c8//3DmP336tN61YKGhoToCkCsKTzF37tzhTL99+7bFn906deogLS1NZ5++keajR4/qve4pU6agQ4cOBgVHQkICZ/rz589N/r3kQqVSobCwUGetsykYcqZ+4MABZGRkoE6dOpz7FQoFjh8/rveDyM3NrdwfK/rQN21d1RyZW7p/WLJvEBbSP7W9AaRSKYYPHw5PT8+S0G8SiQR2dnYICQnBvn37sHr1agQFBcHBwcFoRBBLI5FI4OTohM6dO2Pz5s1YuHAhXFxcStzQSCQSuLi4YPjw4QZ/tAh+XL16FQMGDNDr6qVLly5m6ROurq6c6QUFBdi8ebPOF/Xq1av1llWdIh7ou+6UlBQcOXKkVJpWq8XatWtNGkEy5L5n7969OqOAZ8+e1SskKuK6Hz16hFOnTpVK02g0+Pnnn/WW5eTk9O/XvIF+ePLkSc70yMhIk+ptaHQ5Li6uXG3SqFEjvSIhLy8PH3/8Mec0L2MMc+bM0Wvg0LZtW5PDa5rSj3bu3Knz+xAbG6t3pLrSRnss3D8s2TcIC/WJWq+AhUI4OzvrfL0IBAJIpVLUrVsXY8aMwaBBgxAVFYXNmzfj0qVLKCgogFKptPgIm0AggFgsLpku69atG959910EBwfDzs6OU+QJBALY2NiU+0evNnHv3j3897//LXnhZmdn4/r167h8+bLB40JCQsxy/iZNmuDSpUuc+z766CMkJSVhwIAByMvLw+rVq3H48GG9ZbVo0aLatLuh6x49ejTm/b/2zjwsqvL9/+9ZmI19RxQREdTUEBJMrVzSBHJBMyvNrbS6KjOXxMqPueZWfV1aTDOz/GqJuRGamYiSmi1gfsR9AUQQFYad2Z/fH/1mviJzhplhZhjgfl3XXMpZnnPOc9/znPc8y30vWIBBgwahvLwcX331FQ4ePMhZVlRUVL1tPj4+nMcrlUr0798fy5cvR+fOnXHixAmDD9ibyMhIoz1HjDE888wz+OCDD9C/f3+Ulpbiiy++QEZGBmdZjzzyCADAz8+P85iUlBRMnToVgwcPrtNDtXr1aovu29Qw7RtvvIFt27ahU6dOVtWJVCrF8OHD8cMPPxjd//333+P69euYNm0aevbsCZlMhosXLzboF0OHDm20vUz5UXFxMfr3748FCxYgNDQUv//+O95//32nm4dtb/+wp28QJADtglqtxokTJzBt2jSjcaT0OXv9/PwwYsQIxMfHIzc3F4cOHUJaWhrOnTsHhUJhiNWnD+lijdC7P3yMUCiEUCiEv78/+vXrh0GDBqFv374IDAyEi4sLXFxcjAo8fRaTo0eP0kIQC7hx4waWL19u8QurodAU5tK3b19s376dU6gsWLAACxYsMMuPuHKiOiOmnruiogJz5swx+/tj7EUfEhJi8ry8vDyL4w3a6rn37t1rdJ9cLjc7W4NAIDCkKWzXrh3ncTqdDgkJCZgyZQq6dOmCvLw8fP311xYHMW/bti3nvtOnTyMiIgIdOnRAZmamyfvh4pVXXuEUgADwxx9/cP5g4MIWcewa8qOsrCwkJSU59XfN3v5hb98gSADaHI1Gg/T0dGzduhUTJ06Eu7u70VWUeiEoEonQtWtXREZG4rXXXkNxcTH++9//Ijs7G//88w/Onz+P0tJSaLVawyINY0KNx+PBzc3N8MvSz88P7dq1Q3h4OMLDwxEZGYmIiAgEBwdDJBIZBKGpFYSMMVRXV2PXrl04dOgQCUA789ZbbzV6AYie8ePHY+7cuY2eOD5ixIhmFbvLVs/97LPPGp3IHhkZCR6P53QT0SdNmoT58+c3OtLAhAkTDPPiHnvssQbbuk2bNjXqegMGDMBnn31m8pjc3FzU1tZaVf6gQYPw9NNPm+zhtlT8hYWFNbocZ/UjS7C3f9jbNwgSgDaHMYbKykr85z//wR9//IH33nsPHTp0gEQiMSq29EOy+mHZDh06ICQkBPHx8YZ4gFVVVZDL5aioqDAc9yAikQibN2+GUCiETCaDWCyuk0ZOH1Da3PllGo0GlZWV2Lx5M1asWEGJvu1MdHQ0Fi9ebLPyvLy8sHz5csyYMcPqMlxdXZtd8GRbPLebmxuWLFnCWX5cXBxOnz7tVM8dEBCARYsW4d1337W6DG9vbyxcuNDwd1BQEGJjYxucttAYhgwZAk9PT7u2Lxs3bkRcXJzJVb3mIJPJLB7iNuWnzuhHlmBv/3CEbxC2hU9V8H8iMCUlBfHx8Vi7di1u3bqF2tpakyt/eTweBAIBRCIRJBIJZDIZ3NzcEBgYiMjISMTExODhhx82KuIEAgHat2+Ptm3bwsfHB25ubpDJZJBKpZBIJIZev4bQx/07d+4cpk6dikWLFqGkpISW3tuRqKgopKam2nyRzZtvvonhw4dbff5nn32GLl26NLv6bMxzCwQCbNu2DZGRkZzHvPbaaxYLSkfwzjvv1JlzZdEvd6EQO3bsQGhoaJ3t5kwTuJ/ExESLjvf09GyUaDWH4OBg7Nmzx+SctYYQi8XYs2ePTVboW+tHplY1NxX29A9H+AZBAtBuIlClUqGgoABLly7FwIEDsXbtWuTm5qKmpsaieEh6Yaifq2fqGH2vn6X3qlarUV1djatXr2Lx4sVITExEamqqxXN6CPMRiUR4/fXX8dtvv5mc72L1l5HPx86dOy2OyC+TybBt2zZMmjSpeTZCVj63u7s79u/fj5EjR5o8bsKECUhISDCrzGHDhiE5Odkhzy0QCLBv3z6L5yB6eXnh4MGDRuc8Dhs2DLNmzTKrnMFPDsbGjRstvu85c+bY3ddiY2Pxxx9/oGfPnhaf27ZtW+zfv99mC7Ss8aOkpCRMnz7d6b5r9vYPR/gGQQLQrkKwpqYG169fx5IlS/D4449jzpw5OH78OORyuWHBR1Pcl1qtRm1tLeRyOTIyMjBz5kwMGDDAEPeP5vzZ5yXdv39/LFq0CJcvX8Znn31m1x4iiUSCzZs3Y/v27YiNjW2wF2js2LH4/fffMX78+GZdz5Y8t0AgwKRJk5CTk2NWD4VAIMCuXbswZcoUk+I+OTkZe/bscWj4JL1437p1K6Kjoxu099SpU3H+/HmTPYerVq3CmjVrOEOq8Hg8TJkyBWkH0qx6VoFAgM2bN2PTxk1GV17birCwMPz555/YsmULIiIiGjw+ICAAc+bMwYULF2wu/sz1I7FYjEWLFmHXrl1Om5HHnv7hKN8gbAOPNTBWWFNTg1GjRuHIkSNOF1TY09MTP//8M3r16lVnuFSpVGLjxo2YN29eoyeX68PBSCQStG/fHsOHD8eTTz6J7t27w83NzdCLp//XFmi1Wuh0OjDGoNPpoNFoUFpain/++QdHjx7FwYMHUVRUhNra2kZPIpfJZFixYgVeeeWVOqug1Wo1/v77b8THxzvdnA6hUIgnn3wSu3fvtii4qFqtxrFjx8xqxNzd3REcHAx/f3/OXlxTFBUVcQYajomJMRlW4n6ys7Px22+/4ebNm7hz5w7EYjECAwPRsWNHJCQkmL3gw5r7yc3N5QzI3KNHD6PXNnXOww8/jICAAKueWx/fMioqCvHx8WbX34PcuHEDO3fuREFBAeRyOTw9PdGpUye88MILhmDBlj63rWzNGENWVhZOnjyJ/Px83L17FyKRCN7e3oiJiUF8fLxFWV7KysqQlpaGnJwc3Lp1CxKJBB06dEBSUhK6du1qaGsyMjKMThnx9/c36yV+7tw5nDhxAleuXEFlZSVUKhU++eQTmy2Q0tfNpUuXcPDgQRQUFKC0tBR8Ph8+Pj7w9/fHY489ht69e5stuhprs/v9qLy8HL6+voiIiMDzzz9vOHfVqlWcvckpKSkYM2ZMk3xHHekfjvANggSg3QTgg8LAxcUFYrEYHh4e6N27N2JjY9GzZ0+EhYUhICDAEJ7l/o+xX1H6IWfGmOHLpdPpoFarUVJSgps3b+L69ev4559/8Pfff+PSpUtQKpVQq9VQqVQ2y0rSmgQgQRCEI3vaLBGABOHwdylVgWU9c1qtFgqFAhUVFbh9+zbS0tIMq4I9PDwQFhZmWNzh7e2Njh07Yvjw4fVEoEqlwnfffYfLly+jpKQEJSUlyM/PR1FREVQqFTQajaH3T/8hCIIgCIIgAdiE6Ofk3T/vrqysDAUFBXWGhWNiYpCQkFBPAGo0GmzduhVZWVkGsaf/EARBEM6DXC5Hfn6+0X0hISFGh2dpTjZBArAZoV+Za60QY4wZegmBf4eMFQoFZ0gWpVIJhUJhE9GnzyCiF5MEQRCEbUhLS8OECROM7nvvvfewbNmyetuLioo4y6M87QQJQCcSfhKJBG3atEFERAQKCwuRl5uHquoqpxdTPB4PHh4eiI6ORnh4OC5evIizZ8+isrKSDEsA+Dd91s6dO43umzBhgk1W6y1fvhwlJSX1tkulUs4gzUTLR61W44MPPjBrsZpIJIKPjw+Cg4PRp08fdOjQwWnymevzLRtj8+bNmDNnTp2FDUqlEnv27OE8x9zFUETjyMjIwE8//WR034svvmhVmCESgC0MmUyG6dOn46233oKnpyeUSiV++eUXLFu2DNeuXbPpQhJbwufzERAQgE8++QSJiYkQiURQKpVISUnB3LlzUVZWRsYlkJGRgY8//tjovkcffdQmAnDz5s24du1ave0+Pj4kAFsxNTU1FufY1tOuXTu89dZbeP311+Hq6tqkzxEeHg6pVGo0jVlxcTEef/xxrF+/Hj169MCdO3cwe/ZsFBYWcv5o79y5MzmHA/jrr7842764uLhWLwBbfRxAoVCIPn364J133kFgYCBkMhm8vLyQlJSEAwcO4N1330X79u0hlUqd5p71OYajoqKwZcsWjBw5Ep6enpBKpfD09MRzzz2HkSNHWhW+hCAIwhkoKCjA3LlzERkZ2eQp2EQiEcaOHcu5PycnB4MGDYK/vz+6deuGn3/+mfPYmJgYCoNCkAB0BlxcXDB48GC4uroa4vjxeDyIxWIEBwdj9uzZOHLkCJKTkxEWFgZXV1ez8/Pa417d3NzQqVMnfPDBB0hNTcXAgQPrhELR33u/fv1onglBEM2ewsJCDBo0CAcPHmzS+3j11VdtUs60adPIqAQJQGeBK+cvn8+HRCJBWFgYkpOTkZmZifXr12PgwIHw9fWFTCazqxgUCAQQi8Vwd3dHYGAgRo4ciS+//BLHjx/Hm2++iTZt2tSJ3aeHMYaysjJaDEIQRIugpqYG48aNQ15eXpPdQ58+fSxO2/cgXbt2pVRphNPQ6ucAqlQqpKamYtq0aQgKCqoXSV6/MlggEKBNmzYYN24cxowZg5s3b+LYsWM4cuQITp8+jaqqKkO8Pv0q4vuDQXMJPJFIBMYY+Hy+4SMUCiGVSvHQQw8hLi4OvXv3RnR0NHx8fODi4gKhUMiZdUSn06GkpAQpKSlQKpXk4QRBtAjKysowYcIEHD9+vMnu4dNPP0VWVhYuXrxo8bkeHh7YsWMHJBIJGZMgAegMaLVa5OTkYMaMGVi2bBlCQ0M5v6B8Ph9isRgikQidO3dGeHg4Jk+ejKqqKuTn5+Py5cu4evUq8vLyUFhYiNLSUoSGhhoVgHw+H7169UJYWBi8vb3Rpk0btGnTBu3atUO7du0QFBQEqVRaRxQ2lGpOo9Hgzp07mDt3Ls6ePUs9gARBOC0ymQzt2rUz/F1aWoqSkhKYSk6VmZmJv/76C7169WqSe/b29saxY8eQkJCArKwss8/z9/dHWloa5cclSAA6G/pewH/++Qdz587F6NGj4e7uzjmH7v5eQeDfRPZeXl7o3r27IbWb/qMPMfMgEokEq1atMhxz/0cfRNrcEAiMMSgUCly8eBHz5s1DZmYm9f4RBOHU9O/fHwcOHKizrba2FqmpqZg1axZu3bpl9LwNGzbgq6++arL7DggIwMmTJ7F48WKsW7cOVVVVnMfy+Xy89NJL+PDDD+Hv709GdzCTJk1Cv379jO7r1q0bCUBykf/Ly3vt2jXMnj0b3333HWbOnIkBAwYYFn2Y6n3j8XgWr7jl8XiNXlnMGINSqYRcLsf27duxZs0aFN8uhlrT8iPQN9QbShBE80MqlWLs2LGIi4vDww8/bDSe6aFDh5r8PsViMZYtW4bk5GTs2bMHp06dQkFBASorK+Hr6wt/f3/06tULSUlJJPyaEH9/f6p/EoDmC6qqqiqcPHkSZ8+eRY8ePfDKK69gyJAh8PT0NMy/a+p71Gg0UKvVKCkpQWpqKjZs2IDr169zLmYhCIJoTnTo0AFvvPEGVqxYUW9fQUEBSktLjaZfczQeHh6YNGkSLewgSAC2FBGo1WpRUVGBU6dO4cyZMwgMDMTo0aMxfPhwdO/e3TA3z5x5eba6H51OB61Wi6qqKmRnZ2Pfvn1ITU1FaWkpCT+CIFocI0aMMCoAAeDmzZtOIQAJggRgCxaCVVVVqK6uxvr167Fp0ya0bdsW8fHxeOKJJxAVFQVfX1+DELx/Dp8lwpAxBp1OZ5g3qP+/TqdDbW0t8vLycObMGWRmZuLYsWMoKSmBUqmEWqWGjpHwIwii5dGhQwfOfXfu3KEKIggSgI4RgwqFAgqFAhUVFbh69So2btwIkUiEjh07IjY2Fg899BA6deqE4OBg+Pn5wc3NzbCYQywW11vQoS9Tq9WipqYGlZWVuHfvHoqLi3Hz5k1cuXIFFy5cQE5ODqqrq6HRaKBSqQxhZgiCIFoypuZIy+VyqiCCIAHoWHQ6HZRKJZRKJXg8HsrKynD27FlDL6D+X5lMBl9fX8TGxmLt2rX1GrPa2lpMnjwZJ0+ehEKhqDfUq9PpoNFooNVqTYZFIBpHRUUFDh06hPT0dNy6dQt3796FRCKBv78/HnroIcTHx6N3795mrcjOyspCZmam0X2JiYmIiIgAAGRnZ2PLli3Iz89HUVERfHx80K1bN0ycOBEPP/yw2feu0Wiwd+9eHDx4ELm5uaiqqkJQUBA6duyIyZMnO3XICWvq6vbt2wgODkZERARef/11hIaG1jv32rVr2LJlCy5duoSCggLw+Xy0bdsWvXv3xsSJE62aEG5LH+GyXXV1NQIDA9G+fXu8+OKL6N27NwDg8uXLnBkwnn76aXTq1KnBaymVSuzduxenTp3C7du3UVBQAKFQiMDAQHTu3BlJSdhyo+IAACAASURBVEno2bOn0y2sMjXf+sEoB+b6EwAoFAr89NNPSE9Px507d3D79m1kZmYatZ+xuhOLxQgJCUFQUBCeeeYZxMbGNuo5FQoFdu3ahb/++gtFRUWGawQGBqJLly4YNWoUevToYZF/OcL2xcXF2L9/P06ePImioiKUlZXB19cXbdu2xZAhQ5CQkAA3Nzer6sRWZVviF87QhtuzHeDq3TJJdXU1e+qpp5hAIGAAnOrj6enJTp06xdRqdZ17VigUbN26dUwmkzXZvfF4PObi4sJ69+7Nqqqq6tVrVVUVi4uLa/J6lclkbN26dUyhUNS5P5VKxU6dOsU8PT2dzu5CoZAlJCSw6upqZi01NTVs8eLFzMPDo8Hr9ezZk6WmpjZY5urVqznL+OGHH1hNTQ177rnnTF5r6tSpTKlUNnitW7dusb59+5osa9y4cayqqoqtXLmS85iUlBRmC8LDw42W7+PjY5e6cnFxYUuXLmU6nY4xxphGo2HJycmMx+NxniOVStmnn35qOKcpfMRc2yUlJbHKyspG2U6tVrMlS5Ywf3//Bu8/Li6OZWRkMFtTVlbGec2EhIQG3z1c53799dcW+RNjjCmVSrZs2TKj9tRqtVbXXXR0NPvpp58srhulUsnmz5/PfHx8GrxG37592YkTJ8wu2562l8vl7M0332Qikchkub6+vuyTTz5hGo2myco2xy+cuQ23RTtgChKADwgLqVTKJBIJ4/P5jb4/gUDAYmNjOQVgbGysTa7D4/GYVCplMpmswS8OCUDG8vPzWXR0tMXXnT17dr0XhbmNx9atWxv8sus/48ePN3n/FRUV7KGHHjKrrNjYWLZw4cJmJQAtqatp06ax6upqNnr0aLPtuGLFiibzEUts17NnT/b+++9bZbu7d++yAQMGWNyOfPjhh2YLZHsLwPLycs5zt2/fbtGL++zZs6xbt26cx9xvM2vrbuHChSZtfz+FhYWsX79+Fl2Dz+ez//mf/2mwbHva/sKFCywyMtKisocNG2ZWW22Psm0pAJuqDW9MO0AC0Ezn9/DwYMOGDWPLli1js2bNYuHh4UwsFju9AHRxcWHdunVjixYtYp9//jmbOHEi8/LyIgFo4hdmRESE1ddeunSpVY1Nu3btLLrOvn37OK8zd+5ci8qSSqXNSgBaWle+vr4Wv+yys7ObxEcstZ2pdpfLdkqlksXFxVl9/x999JFTCMC7d+9ynrt7926z/WnUqFHMzc3N5DPrhVtj686U7fXU1tayqKgoq6/x+eefm+xVtJftCwsLWUhIiFXljhkzxqS4tFfZthSATdmGW9MOkAA0UwC6u7uzdevWsbKyMlZbW8uqq6vZlStX2PTp05mfn5/FvWqOEIA8Ho+5urqy+Ph4dvXqVVZTU8MUCgUrLy9n33zzjVnDVq1RAI4cObJR1+bz+ezvv/+2uLGx9DNw4EDOoR1b2sQZBaAjPqNHj3a4jzjKdsnJyY3+UWlKIDtKAObl5XGe+8svv9jUn/QCsLF1JxAI2PHjx00+1xtvvNGoa0gkEnbp0iWH2l6n01ncq/jg55tvvjF6z/Ys25YCsCW24a0+nYJAIEB0dDRefPFFeHh4QCKRQCqVIiwsDB9++CEOHDiAiRMnIjAw0BD/rynh8XiGHJrvvvsutmzZgtDQUEilUojFYri7uyMpKQmPPvpokwetdjYyMjKwb9++Ri8CWrBggd3v9fjx46ioqKi3/fLlyygvLydjNpKDBw9CoVA41EccYbvCwkJ8/PHHjSpDrVZjyZIlTW6ja9euce5r27atU9adVqvF/PnzOfffuHEDn3/+eaMXjSxfvtyhtt+3bx8yMjIaVfbixYuhVqsdWnZT0hza8FYvAIVCIXr27AmpVGpYZaXP9evq6oqePXtizZo1OHr0KObPn48ePXrAy8sLEonEYWJQIBBAKpHC09MT3bp1w/z585Geno5Zs2YhICCgjtDj8XgQiUTo0aOHIVcx8S+ffvqpTco5cOCA3eOQabVaXL582aKXImE+tbW1uHTpkkN9xBG227ZtGzQaTaPL2bNnD4qKiprURrt37+bcFxwc7LR1d/z4ceTm5hrdt3XrVptEddi+fXs9EWFP25vKvSwUCjF48GA8++yzCAoK4jzu+vXrRlfY2rPspqQ5tOGtXgDqdDoUFhYa/eLoc/zKZDJERkZi9uzZOHr0KFJTUzFv3jz06dPHEPNPIpFAJBI1ShTqrycWi+Hq6goPdw/4+fnhscceQ/K8ZOzfvx/Hjx/HzJkzERYWxtkjqdFocP36dWi1WnrT3/fCfzDx/P1ERkZi7969KCsrQ15eHhYuXMh5LGMMv/zyi8X38NRTT+HcuXMoKyvD6dOnER0dbfL4e/fu1dtWWlpq8pwRI0bg/PnzKCsrQ3p6Ojp37tws7WVpXQHA0KFDce7cOZSXl+P06dMNhsG5e/euQ32kIdv16tULWVlZKC0txaFDhxASEmJxvZ0+fZpzn7+/P3bs2IGSkhLcvHkTycnJnKFFGGNIT09vMvtnZWVh06ZNRvd17doVXl5eVpXbvn17rFy5En/++Sfkcjny8/Oxf/9+8Pl8m9WdXgRaap82bdpg165dkMvlyMvLw4wZMziPValU+P333x1i+6qqKhw+fNjosd7e3sjMzMThw4exc+dOXL16Fc899xznffz00091/rZn2c7QLlnThtuiHTCb1j4HkMfjMV9fX5aRkWHWnDKdTsdUKhVTKBSssrKSXb9+naWlpbGVK1eyiRMnsri4OBYUFMR8fHyYr68vGzBggNFyq6ur2cCBA5mPjw/z9vZmQUFBLCoqio1KGsVmz57NvvzyS3bs2DFWUFDAqqqqWG1tLVOpVCYn0up0OlZTU8MOHz7MvL29aQ7gfWRnZ5uc3FtYWFjvnJdeesnkak9L5o+0adOmXmiAu3fvmpycbmxux2effcZ5fHh4eL3vQkFBAXN3d29WcwCtqau2bdsylUpV55w7d+4wV1dXznN+/PFHh/qIKdt5eHiwsrKyeqsiTc0RNma7mJgYiyalT5w4kfP4mTNnOnQOoEajYXl5eWzVqlUmbT19+nSr5m6NHj2aVVRUcN6rLevuP//5j9FrdO7c2ex5jYwxk6vb58+f7xDbX7p0ifO41atXG323BQQEmDX31p5l23oOoCPacFu1AzQH0HwBDLlcjpemvIQff/wR5eXlJrvRH+yla9++PYYMGYIZM2Zgw4YNSE9Px4ULF5CVlYWMjAysW7cOIpGoXjkikQjr16/HiRMncPbsWVy8eBEnTpzAtv/dhqVLl2LSpEno06cP2rRpA1dXV0gkEri4uJj81VZTU4OjR4/i1VdfRVlZGXX73ceVK1c4902fPh1t2rSpt33ixImc51hav2PGjKnnB35+fhgzZoxF5ahUKpPXeHDeZ9u2bTF27NhmZStr6uqZZ56Bi4tLvV6PZ555xml8xJTtnnvuOXh6etbZ1qVLFyQlJVlUd8Z6HADAy8sLI0aMqLd96tSpnGXZO9vGr7/+Cn9/f/j7+8PX1xcuLi4IDQ3F3LlzUVVVxdn+vv766xZfa/Dgwfj+++/h7u7ukLqrrKw0q9f5/u/pkCFD6m1/+eWXzfYve9m+uLiY87gnn3yy3jaZTIahQ4fCx8en3ufBUSl7lu0M7ZKlbbit2gFzoVUC+HcY+EbuDUyfPh07d+7E7Nmz8cgjjxhElykxKBAI6s21Y4zB3d3dMNfD2GIMgUBgGJ6zNHfwg9dSqVS4d+8eNmzYgA0bNqC0tJSyhzxAfHw8Tp48aXRf9+7djW43lYvUUgEYFhbGOSRlCaYaucjISOPPEdqhWdnKmrrq2LFjo+vX3j5ije0ezFTQEFwCg9M3TNy/sQnstkStVnOKFi6ef/55dOnSxbKXnFCIL7/80mRbbuu6MzbJX6PRcIpqLjt37tyZc5jxwWFwe9neVL1x2e/bb781yzb2LNsZ2iVbteGWtgMkAK0QUvqUTydPnsTAgQMxbdo0PProo5BKpYYUb+agF4YNHdOYVbparRZqtRrl5eVITU3F2rVrcf36ddTU1JAxjeDu7o4+ffpYdI5MJjPpL5bANYHZ1dXVYj/lgis1kkgsala2sqauuM4xZUNH+4gp23GtavXx8TH7XpRKJWpra43u48qrK5FImtUPA2sW6QwePJjzB4K96s6YeK6pqeH0Aa5rhIeHIysrq0ltHxAQwLlvxYoVGDBgQIPiuinKdoZ2ydI23BbtgCW0+iHgBw2jVqshl8uxf/9+PP/880hMTMTGjRtx7do1VFdXQ6VS2WSllbX3plQqUVlZibNnz2LVqlXo378/Zs6cifPnz5P4c2JoRbZ966q5168t7r8l9/q7u7sjJSXFqhehPp+qI+vOWHn2tI89yw4NDeVcdJOeno4BAwbg8OHDVt2DPctujm24o9sx6gE0Ibb0qwnPnDmDxYsXo2/fvkhMTES/fv0QEhJiWPV7/8cWaLVa6HQ6/P9A3dBqtaisrMTFixeRmZmJQ4cO4fz586itrYVSqYROpyOjNQL9UFRlZaVhDqiXlxetoibIR5yA6OhofP/995zDYw3Rrl07qsRGipIxY8Zwhms5efIknnrqKXTv3h1Tp07FpEmTzF6lbc+yCRKAjRaCWq0WNTU1hhARv/76K8RiMYKDg/H4448jOjoaXbt2Rfv27eHt7Q2BQGAQgjwezxCXz1jZKpXKIPKAf+ciarValJSU4NatW7hx4wZycnJw5swZnD17FtXV1VCr1VCr1U3SC9mSqKiowIYNG3D48GGcOHGCc/iEIB9pCT5y/PhxowLKmduR2NhYTJ48GS+//DLEYrHV5Xh4eLRqP7aF7efMmYNvv/3W5AKGc+fO4e2338a8efPw3HPPYc6cOZxzZx1VNkEC0GZiUC++qqurUV5ejitXrkAoFBo+Pj4+CAsLQ7t27RAYGAhvb2+EhYVhxIgR9USgSqXC1q1bcfnyZZSWluLevXsoKChAUVGRYZhZp9NBo9EYPoRt2L59O15//XXKqEG0Gh9hjJlc5dwUdOrUCS+88ILhb4FAgLZt2yIiIgKdOnWyS7aP1vruaqztO3fujKVLl2Lu3LkNHqtQKLB161Z8++23GDlyJNavX2+yF9aeZRMkAO2CVquFVquFUqk0bCstLcWNGzcMw8ECgQAxMTFITEysJwA1Gg2+++47ZGVlGcSe/kPYjy+//BKvvfYaVQRBPtLEREREYPHixVQRzYTZs2dDpVKZTHX3oPDcu3cvMjMzsWPHDqNhbhxRNsENLQKx8S8tjUYDlUoFhUJh+HBNYFUqlVAoFHV6/Aj7ceXKFbz99ttUEQT5CEFYKhb4fLz//vv44Ycf4Ovra/Z5JSUlGDNmDC5cuNAkZRMtWAByiSvG2L9xsolG1WFLWlm4evVqKBQKMjhBPkIQVjJ27Fjk5uZi+fLl8PPzM+uciooKjB8/vsH3iT3LJurTrIeAmY6hvLzcaLytkpIS6Bj1qJkj/kpLS432Psrl8hbzpVKr1fjxxx9NHvPII49g6tSp6N69O7y8vHDhwoVml0WDIB8xRkhICMaNG2fROQ899BA5RQvAHrZ3c3PDvHnzMHPmTBw4cADbtm1Damoq1Go15znZ2dk4deoU+vbt22RlEy1IACqUCuzevRuPPvooPDw8wOfzodFoUFJSgtTUVJOrioh/UalU+Omnn/DKK69AKBTCxcUFOp0ONTU12L17d505js2Za9eumUzCvXnzZrz00kt1tgUGBpKDtCJaso907NgRK1asICO3Quxpe7FYjFGjRmHUqFG4ffs2PvroI6xbt45TrG3YsMFskWbPsol/adZDwGq1Gj/88AM++eQT5Ofno7y8HDk5OYbAyDSnrmG0Wi1ycnIwa9YsXLx4EeXl5cjPz8dHH32ElJSUFiOiL126xLkvKSmp3oudaH2QjxCE9QQFBeGjjz7CgQMHOLN3/P77705XdmumeQ8BM4bKykqsXr0aX3zxBaRSKaqqqlBVVWWyu9iR6EO5PHg/Go3GaYZXlUol9uzZg0OHDsHd3R3V1dWora1tUbHxrl+/zrlv2LBhLeIZuXye5sa0Dh+xVSD6VtkTYuO6M5bRwZ72cSbbDx48GJMnT8amTZvq7btx4wY0Go3VaVDtWTYJwGYqAvWrbXk8nlO97PRzEdPS0urlY1QoFLh3955T3K8+KLVKpTI6p7IlUFlZybkvODjY6HZnjL3I4/E49+Xl5RndfufOHWrpnMBHTNlOLpcb3W5JekeRSAQ3NzdUVVXV28eVsaSyshIpKSlG93Xt2tXi3MjNFVN1ZyyvLwBUV1dzlufp6Vlvm0wmA5/PNzoyxTVaVVZWht27dxvd1717d8TFxdnd9qdOnTK6ytbd3R3PPvus0fOfeOIJoyJNP0VLP3XCnmU7K/ZuB1qVAHTmng6dToebN2/i1VdfrWd0xpjJ5OBUh7bF1BeooKDA6PabN2865YuKi5ycHKPb//vf/5K6cwIfMWW78+fPG91uaQBff39/oyLg6tWrRo8/duwYXn75ZaP7Jk6c2GoEoKm6u3z5MrRabb1ePVO2MZZ9RCAQwNfXF3fv3q2379q1a0bLOXToEKd9XnnlFYMAtKft9+7di1WrVhl9nqFDhxp91nv37nHWzf1ZXexZtjP/2LB3O2AuNGZgZ7RaLaqqqlBZWVnnU1VVRXMUHYipYYEjR44Y3Z6enu50zyGRSDj3/fjjj/V6ATMzM3H48GFyACfwEVO2++GHH+q9vM+dO8fZQ2NKxBjj9u3bOHDgQL0fqJ9//jlnWd7e3q3K/lx1V11djW+++abeD+W1a9dyluXu7m7RNa5du4ajR4/We3ds2LCB8xoP5sS1l+3bt2/P+W77+uuv621Xq9XYuXOn0XNcXFzqiDp7lu2sOKIdIAFIEPdhKqZUSkoKfv3113q/uFavXu10z+Hj48O5T6lUon///tixYweysrKwfv16JCYmkvGdxEdM2a64uBj9+/fHvn37cObMGWzYsAH9+/e3eC5zp06dOPe98MIL+Pjjj5GdnY2MjAxMnDgRBw8e5Dw+KiqqVdnfVN298cYbWLJkCf7++29kZGRg9OjRSEtL4zy+W7duRrcby8mrF5TPPPMM1q5dizNnziA9PR3PP/88MjIyOK/xyCOPOMT2vXr14jxu4cKF+OWXXwx/37lzBy+++CJOnTpl9Pj+/fvXma9oz7KdFUe0A2b/6KVmn2gNmMoXqdPpkJCQgClTpqBLly7Iy8vD119/bXQ4pakJCQkxuT8vL8/imF+EY3ykIdtlZWUhKSmpUc/Qt29fbN++3ei+iooKzJkzx6xyeDwehg4d2qrsb6rulEolFixYgAULFphVd0888QTnNfbu3Wt0n1wuNzsLjUAgwJNPPukQ2/fq1Qtt2rRBUVFRvWPLy8sxdOhQBAcHw8/PDxcuXDApVp5++uk6f9uzbGfFEe2AuVAPoAXweDxDnt+m/BCW89hjj5ncr9FosGnTJsyePRvr1q1zSvGn70EwNYmYcF4fcYTtxo8fD5lM1uhynn32Wc6FLy0VW9XdiBEjOBciTJo0yeQcMHOZMGFCvZRp9rK9QCDAG2+8YfKcwsJCnD171qRACwwMxLRp0+oJWXuV7aw4UxtOPYAWiD93N3eEdwpvsmXmjDHI5XLcuHGD5g9aSFBQEGJjY/Hnn3826+fw8vJCXFwcTp8+TUZtZj7iCNt5eXlh+fLlmDFjhtVluLm5YcmSJa3O/raoO1dXV5NBlwMCArBo0SK8++67Vl/D29sbCxcudKjtZ82aha+++gq5ublWl71y5Uq4uro6tGxqw0kA2gxvH2/87//+L9q1a9ckPXFKpRIbNmzA0qVLW1SMPkexYMECDB8+3OzjExMT602edgZee+01ixoPrvAQhON9xFLbcQ2PmeLNN9/Er7/+itTUVIufXyAQYNu2bZxz1Vo6jak7APjss8/QpUsXk8e88847OHLkSL05pWa9sIVC7NixA6GhoQ61vVQqxd69e/HEE09whsVpyO8nTZpkdJ89y3ZWHNEOmAONJ5oJYwzFxcXYunUr+Hw+XF1dHfqRSqVQKBTYtm1bi0nP5miGDRuGWbNmmXXs4CcHY+PGjU75HBMmTEBCQoLZz5ycnEzGdxIfscR2SUlJmD59uuWNOp+PnTt3Wpy5xN3dHfv378fIkSNbrf2trTuZTIZt27aZJUQEAgH27dtn8VxdLy8vHDx40OTcTHvaPioqCr/88gvnyl0u5s2bh08//dTkMfYsu7m34da2AyQAbYxSqcSWLVtw7tw5hwcJVqlU+PHHH5Gfn0/Dv41g1apVWLNmDedcGR6PhylTpiDtQJpN5urYA4FAgF27dmHKlCmcx4hEIiQnJ2PPnj1O+xyt0UfMsZ1YLMaiRYuwa9cuoxklzEEikWDz5s3Yvn07YmNjG7ynSZMmIScnh1aNW1h3QqEQY8eOxe+//47x48dbLBi3bt2K6OjoBq8xdepUnD9/HoMHD25S2/fu3RvZ2dl4++236yU3eJA+ffrg+PHjWL58uVl+bM+ym2Mbbot2oCF4rIHIvzU1NRg1ahSOHDnCGVG8NeHi4oL4+Hh8++239eIw2QudTofbt29j8ODBuHTpUqsXgEKhEEOGDMGuXbusnvRcVlaGtLQ05OTk4NatW5BIJOjQoQOSkpLQtWtXAP/GosrIyDAaHNvf379emIyioiLOYMwxMTFGl//n5uZyBmrt0aNHg1Htb9y4gZ07d6KgoAByuRyenp7o1KkTXnjhBQQFBdnkGubw559/ory83OiLzliCdkfVlalzHn74YQQEBDjUR7hsV15eDl9fX0REROD55583PP+qVas4e3BTUlIwZswYs+yTnZ2N3377DTdv3sSdO3fg4uICHx8fREVFIT4+3mRoisagVqtx7Ngxo/t8fX0bFD/mYo0/mcuDdScWixEYGIiOHTsiISGh0d8fxhiysrJw8uRJ5Ofn4+7duxCJRPD29kZMTAzi4+ONZhax9v5tZfuysjIcO3YMJ0+eRFlZGfh8PsRiMdq3b4+RI0ciPDzc6nu2VdmW+kVTt+H2bgeMOZ9Jqqur2VNPPcUEAgED0Oo/PB6PeXp6sm3btjGFQsEcQW1tLVu3bh1zdXUlGwBMKBSyhIQEVl1dzQiiJbNy5UrO70FKSgpVEEFQO2B1uTQEbMWvtcrKSqxYvgLFxcV2743T6XQoLS3FF198QQs/CIIgCIKwzWgaVYF1ouza9Wv48ssv8d5779l1+TnN/SOIloFcLkd+fr7RfSEhIUaHl+yVAYAgCGoHSABaiUKhwObNm5GUlITo6Gi7xAak3j+CaDmkpaVhwoQJRve99957WLZsWb3tpkI/0OIegqB2oDHtgNlDwJR9oC6MMZSWluLDDz+0W4w16v0z4bh8Pvkk0ax4MHfr/WzevBlyubzONqVSiT179nCeY2oBC0EQ1A7YRABKJBKymhE0Gg0yMjLw888/o7a2FhqNBlqt1iYfjUaDkpIS6v3j+DHSXKK+E4Se8PBwzvAWxcXFePzxx3H06FHcu3cP58+fR1JSEgoLCzm/A507d6ZKJQhqB6y+lwbHLXk8HsLCwiAQCBwe+87ZYYyhoqICS5cuRfv27eHh4WGzstVqNdLS0pCXl0e9fw8gEAgQGRlJeZGJZoVIJMLYsWOxdetWo/tzcnIwaNAgs8qKiYmBt7c3VSpBUDtgPwEoEAjwxBNPYMuWLZSBwgg6nQ4XL15EYmKizYcklUol9f4ZQSKRoF+/fiQAiWbHq6++ytnwW0JzSXxPEITztgMNBoJmjOHu3buIj4/HP//8Q71RRJMiEAjw6KOPIjU1lXpAiGbJ+PHjsX37dqvP79q1K7KysmhqDkFQO9CodqDBLhQejwcvLy/Mnz/fbtHiCcKsXys8Hnx9ffHBBx/QHECi2fLpp5+iS5cuVp3r4eGBHTt2kPgjCGoHGt0OmDWG5uLigqFDh+Ldd9+Fn58fDb0RDofP58PPzw+LFy9G3759KQQG0Wzx9vbGsWPHEBMTY9F5/v7++PXXX02mlyMIgtoBcxEsXLhwYUMH8Xg8uLi4ICoqCl26dMH5nPOoqamBTqejIWHCbuj9TiaTISIiAmvWrEFSUhL1/hHNHldXV0yePBk6nQ7Z2dlQqVQmf/y8/PLL2L17NyIiIqjyCILaAdu8YxuaA3g/jDGo1WqUlJTg0KFDSEtLw99//43KykpYUAxH4Y09nTWJARljKC8vryeE9aFKGuqpUqlURuMI8vl8eHp6ttpYdzweD54enugZ3ROJiYlISEiAr68vxGIxtRpEi6KiogJ79uzBqVOnUFBQgMrKSvj6+sLf3x+9evVCUlIS/P39qaIIgtoB275nmRXKjTEGlUoFnU4HrVYLhULReAFoAyHWFOfW1tZi0KBByM3NrVOOm5sbvvrqKzz22GOcWUK0Wi1+++03vPzyy3VEII/HQ2hoKNLT0yGTyVqtAJTJZODz+RAKhRAKhTT1gCAIgiBshFX5y3g8Xp2emNY8JFddXW1UmPD5fPj4+MDf3x8uLi5Gz1Wr1fD29jbayycUCuHv79+q65YyfRAEQRCEEwlAelGbXy/6jzX1ZupcgiAIgiCIJhWALQGtVmvVULBWqzW5T6vVcoo4rVbLuYiGMQaNRmN19hWuYWeCIAiCIIhWrxK0Wi2qq6uRl5eHmpoai0VgTU2N0WwdGo0G586dg5ubGwQCgdFz9ccYE5G1tbXIysrizBloCjc3N4SEhJi8NkEQBEEQrRerFoG0FDQaDa5evYoZM2bgr7/+MtmbxwVjDFVVVUZXAUulUs75f3rUajVqa2rrrWLm8/lwc3OzaghYKBQiNjYWa9asQadOnUgEEgRBEARBAlBPTU0NJkyYgAMHDkChULQco/7/RTrDhg3DN998Q3HzCIIgCIKoQ6uNq6HT6SCXUJCkKQAAAORJREFUy/Hbb7+1KPEH/NsrqVQqcfz4cVRUVKAVa3yCIAiCIEgA/h88Hg8ikahFL5YQiUQ0/EsQBEEQBAnA+wWgu7s7xo0bBw8PjxYVZJjH48HDwwPjxo2Du7s7hZIhCIIgCKIOrXoVsEgkwty5c8Hj8fDtt9/izp07zX64lMfjISAgAC+99BJmzZoFiURCXk4QBEEQRF29wGiCGEEQBEEQRKuCkqsSBEEQBEGQACQIgiAIgiBIABIEQRAEQRAkAAmCIAiCIAgSgARBEARBEAQJQIIgCIIgCIIEIEEQBEEQBNGk/D88LwuWCBiSZgAAAABJRU5ErkJggg==)\n", + "#Assignment 5" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ll5BVb2mZS2_" + }, + "source": [ + "# In this assignment, we will visualize and explore a CT scan!" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2lscACx4iuKi", + "outputId": "da0393fd-2b21-42ec-8fff-c94434c8bed1" + }, + "source": [ + "# load numpy and matplotlib\n", + "%pylab inline" + ], + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3yT4p3dDmJgI", + "outputId": "867ea9c8-0648-4984-f531-38790af85317" + }, + "source": [ + "# we are using pydicom, so lets install it!\n", + "!pip install pydicom" + ], + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting pydicom\n", + " Downloading pydicom-2.3.0-py3-none-any.whl (2.0 MB)\n", + "\u001b[K |████████████████████████████████| 2.0 MB 4.5 MB/s \n", + "\u001b[?25hInstalling collected packages: pydicom\n", + "Successfully installed pydicom-2.3.0\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "f_SOOwQf78z-" + }, + "source": [ + "**Task 1**: Download and visualize data with SliceDrop! [20 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "vXxbYHfalVQt" + }, + "source": [ + "# Please download https://cs480.org/data/ct.zip and extract it on your computer!\n", + "# This is a CT scan of an arm in DICOM format." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "wwtBQpTP8QbS" + }, + "source": [ + "# 1) Let's explore the data without loading it.\n", + "# TODO: Without loading the data, how many slices are there?" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "E1Xdz3xw8ZJ6" + }, + "source": [ + "# TODO: 220 slices" + ], + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ZJHks55e8a8K" + }, + "source": [ + "# 2) Let's visualize the data with SliceDrop! \n", + "# Go to https://slicedrop.com and drag'n'drop all .dcm files into the browser.\n", + "# Please use the 2D sliders to show axial, sagittal, and coronal slices in 3D." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "guioyU-e9Q2s" + }, + "source": [ + "# TODO Please post a screenshot of SliceDrop's 3D View in the text box below by \n", + "# using the Upload image button after double-click." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EL0cayyf9JPo" + }, + "source": [ + 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)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "iRDRxjS-9LYi" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KbpOUGY9fKLw" + }, + "source": [ + "**Task 2**: Load the data using pydicom as a 3D volume and then reslice it! [35 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "kleZbthp9LcC" + }, + "source": [ + "# TODO: Please upload ct.zip using the file panel on the left.\n", + "# Then use the following snippet to extract the data." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "JE2DknZUfSG8" + }, + "source": [ + "import zipfile\n", + "with zipfile.ZipFile('ct.zip', 'r') as zip_ref:\n", + " zip_ref.extractall('.')" + ], + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "wOiAyhP2fSJm" + }, + "source": [ + "# 1) Now loop through all the DICOM files and store them in a 3D numpy array.\n", + "# Hint: You can either store them in a list first or read the dimensions of a\n", + "# single image slice to properly create the 3D numpy array.\n", + "# Hint 2: os.listdir(DIR) gives a list of filenames in a directory.\n", + "# Hint 2b: This list is not sorted - make sure you sort it.\n", + "# Hint 3: The dcmread function loads a single DICOM file.\n", + "# Hint 4: You can then use .pixel_array to access the image data." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "qcnvddIGjVOO" + }, + "source": [ + "from pydicom import dcmread\n", + "import os\n", + "import numpy as np" + ], + "execution_count": 20, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "KN6vNSJpiRf0" + }, + "source": [ + "# TODO: YOUR CODE FOR LOADING THE VOLUME AS A 3D NUMPY ARRAY\n", + "DIFiles = sorted(os.listdir('ct'))\n", + "SingleDIfile = dcmread('ct/' + DIFiles[0])" + ], + "execution_count": 12, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "shapes = list(SingleDIfile.pixel_array.shape)\n", + "shapes.append(220)\n", + "image3D = np.zeros(shapes)" + ], + "metadata": { + "id": "A830N0uKqXiU" + }, + "execution_count": 16, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "for i in range(len(DIFiles)):\n", + " slices = dcmread('ct/' + DIFiles[i]).pixel_array\n", + " image3D[:,:,i] = slices" + ], + "metadata": { + "id": "8ippPvR8ruDl" + }, + "execution_count": 18, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "-ASKScaKii8S" + }, + "source": [ + "# 2) Now create and show axial, sagittal, and coronal slices from the 3D volume.\n", + "# Hint: Please use imshow(XX, cmap='gray') to show the image." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "5pa-UOtUikTK", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "outputId": "fa2f24ae-ab5e-4a72-80c7-9b0d8e48ab83" + }, + "source": [ + "# TODO: YOUR CODE FOR AXIAL\n", + "plt.imshow(image3D[:, :, shapes[2]//2], cmap='gray')\n" + ], + "execution_count": 22, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 22 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "wZwgRylCjB5e", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "outputId": "d3f9b8fb-bba8-42c0-a705-c9d1e21bbf3e" + }, + "source": [ + "# TODO: YOUR CODE FOR SAGITTAL\n", + "plt.imshow(image3D[:,shapes[1]//3], cmap='gray')\n" + ], + "execution_count": 24, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 24 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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Dg57/NiwijySTSfu/WY3nOMVrALjuVaS/TkVe29LSglOnTtlDf310pndjTu8lxS6L+jmdrzTv1tnZ6blLYxF5xDAMbGxsAPC2LFqtRlTpNaqo5PUtLS0YHh4uWWHi9Bovx7LZrONSIrewgVwt0trayiKqNZlMBnfv3i1ZbaEHG+VNTYZ3syL6cXlMBgLlpK9M79BHdk6OtPpcHe05vUZvj0TNBfeaRssi2gazs7Nlqy2Acp/E6Rov1gt4VMFa7cb0JH/VcZafr/pq6uc55Rip6AMD1Xp63VubRbQN0uk08vl82fyTRI3BuM2tqagjJYl8X+kUO/3wKurOJbINarv0/ZXUz9aPSdHKUWFXV5enzUhZRNtgY2MDyWRxkxM9yCiRQ2UnEbk5wTpyN1qnNf+qhXFDH6k5xZacukR5k5avubnZ0wYTLKJtIITA5OSkPfJy24ZPH4rr5+U5N9R5r2rX6e2rFA6oNMRX26l2f48//rjr59vtqHoFU8KDBw+wuLjoOI8F7GyfIv311UZ08jqnkZt8XTUR6lZIn4aRk8Xd3d1VU2dZRNvENE3cvn27pKtx+w93wu1HVV+jzmu5iVV9ndO6N+kryYCotJ5OEXb9/dQuzYtfxCLaAbOzs7h3756jc+11FOZ0vdoVqmmxlayJU9RbFZIUkUz5cLpebYcaGpAjO3WVrxMsoh2QzWbx/vvvA3i0wkPFaeTjdF69xm2o7cWxdfO7gGLQcGRkBKdPn7ZjT2o73NqoWsNqixx5AnaHrKysYHl5GYlEomRGv1IQUKJOhLpdLwUUCoVcd/Jwc5glnZ2dOHPmDJ599lkEAgEsLy9jfn7ecR9KpwFBMBhEoVBAV1dXxdEgW6IdIpPP5HB8u90YUHn6QrVITrXUnNJB5OuFKBacOX36NM6cOYPe3l4kEgk8+eSTJem2Kk6bmKpJ/pVyr1lEPpibm8PKygoA902xnKg26tJxswJuYhCiuCjx9OnTSCQStm904sQJO3W20qSu+rmVRoH2da5nmKpks1mMjY0hn8/bu27oOP04blbECS911PRl26ZpIpFIoLe3F0SEhw8fIp1Oo7293d6fSBWI20hNnW6pNBnLIvLJ3Nwcbt26BSJyFFKl1A/VsXW6rlIsSu/21O7PNE3E43GEw2Gsra3h5z//OcbGxiCEQHd3t2vgUZ9fU6dAKgmZHesa8MEHH6ClpQV9fX127k6lAJ2TM60Oy+W9nFR182MkbitnhRCYnp7G5cuX0d7ejsHBwZIkfD0LwWklS7WuDGAR1YRcLoexsTF0d3cjGo2WJYG5zaCrqLP/ABynVVTLpVojNf4j7+UyoZmZGayurtobRXR2dlbsIivN6rvhpd7ZcSK6REQTRDRORF+yjh/4mmfbIZVK4Re/+EVJ6qzXUZtcYi0zIdVItZ6fBJSv9ABKN7ICipPF2WwWKysrEEJga2sLy8vLaGtrs62Unk7iNFGrrhpxw4tPlAfwp0KIpwC8AOCPiegpHIKaZ9tlbm4Oly9fLrEoRGSLyU1QcscOacHk6hApimppIXr3GAgEkE6nkcvl7KVAhUIBqVTKzlj0Mm0j2+BbREKIBSHEFevxQwCTKJafOjQ1z7bD3NwcZmdn7UWBQHnXpE6O5vN5GIZh//jr6+t46623SlbdVgofqJZL/cHT6TTS6bS9ChcojiblpqG6P+QUdVdHfRV9su38gYjoBIDnALwLnzXP6ADUO3PCNE1cuXIFqVTKdkrl+nz9plofGZ2+fv06kskkJiYmSvwjL12aaq0ymQxWV1eRSCRsayRLSujDdV1ETn5RTURERK0Avg/gy0KIda0RAthezTPRAPXOdkomk8F7772H1dVVe52aml0ot9ST4pL5O6urq5iZmQFQXF1y//59e+m1PkenBwtVyyE/b3V1FUNDQ/bmpNIiyekMNVdcpdpzHU8iIqIwigL6NyHEf1uHD0XNs52ytLSEd955B1tbW3bsJhAIIBKJ2PNs8tjGxgbGx8fx1ltv2fs15vN53Lx5007S11NgAfd5OmmRFhcX0dPTg7Nnz6K3txfd3d32SK5aHpLES0DUy+iMAHwLwKQQ4mvKqUNR88wPyWQSP/3pT5FKpewfR+3C5L6P77zzDq5cuWJPoUju37+PTCZjr0zVJ07dpi2klUomk8hms3j22Wfxyiuv4KMf/SiICLlczjUoqr+fFKTfYON5AH8A4BoRfWAd+3McgppntWBhYQFvvPEG+vr60N/fj3g8bpd2KBQK+OCDD3Dv3j3H16bTaSwsLGBgYMC2RpUmQtUf2jRNPHjwADMzMxgZGcHTTz+NaDSKtbU1bGxs2EFMHScrVS1M4aXe2dsA3GR4oGue1QrDMHD79m3cvn0b4XAYx48fR39/P1KpFG7cuFHxtTMzM+jv7y8ZqXnd6TWXy+HXv/41+vv7bb9oaWmpZKNSvfqRPKb7W5XgiPUeYxgGpqenMT097en6xcVFrKysoLOzs2zTUKC0a9O7HiLCnTt3cPnyZYyOjiIQCGB8fNy2QtJXU1GPOXWbTrCI9jmFQgFTU1M4f/68HRaQ4QCJHmVWh/qGYWBsbAwLCwsIhUJ2RUdZOw14NM/m5FR7ibiziBqA+fl53Lt3D52dnfYmDU6z7irqj5/NZjE9PV2y5Z5Ejtb0Grf6Lm2V4FSQBiCfz9vBx0AgYEe5VaoluqkblwKlfo8UkJNlkq+vBIuoQVhYWMDKyoptGQzDKBGS0w+tCkFOpKpdnjp5q96r4qlJnIjZH5imiYmJiRKnV+7SXwl1Zr9SXpJTnEl+TjVYRA3EwsIC1tbW7O6mUCggk8mUCEnvhlSnW91UVF/nr6ehyPdS791gETUQpmlicnKyRAxyZ1h9zyT5WEfNVHQrzqeHC9gnOmAkk0lMTk7aozM5OatbJKB8pl8Vg8xY1CtcO83os4gOGKZp4urVq7h69WqJf+TWtan3EmmNqonDiz8EsIgaEtM0MTU1hc3NzZJhuhSSXH+vd0/6EB9ASdemLhLQP68SLKIGpVAoYH5+vmzYLoOR6vbIEtW/qSQMp2mVSrCIGhQhBG7dumXPp+kz+DLlVh9tyWNq8FGffHVLC3GDRdTApNNpzMzM2NZI7bZkVFv1m9TuTLVeeuqH7NpUp7sSLKIGRgiBGzdulKwOUc/lcjk7Ac0pW7GSkIBHIzi2RAecdDqN8fHxsv2u5ZA9l8vZzrY8pu6a5hRTchr+V4JF1OAIITAzM4PFxcWSIjKqlZFiymaz9n0mk0EulyubX9MDkdVWvwKcCnIgMAwDb7/9NlpaWnDu3Dm0t7eXJfVLIcluT1oiOZsvS36qgUcvAgLYEh0YDMPA6uoqJicnAZQHGqXFUUtYqdkA0kLJ59spbc4iOmAkk8mSlBF1xAY4ByDlaE464nJfAKcy7k6wiA4YhmHg1q1bdsDQzSnWHWZ17sypNkklWEQHkOXl5ZIUVx01yKjnDan3XrcQZBEdQNbW1jA7O4tIJOJY0dqte9PhIf4h58qVK5ibmyvr1vT0EFVMTiWxeO7sEJPL5fD222/bQlK7MLfCMmoSmrRcThO5OiyiA4xhGLh27VqZf6R2YXr2om6R5M4llWARHXBSqRTm5uYcy1/pk7LymIqcg6vUrbGIDgFTU1PI5/OO/o46n6bvEalnBrjBIjoEpFIprK2tOdZRc7JCTgFKFtEhRwiBmzdvluQdqeeAR1vqOXVnPMRnABQ3JN3c3LQXMDotBXJKDVEXP7rBIjok5PN5zMzMIBwO20FIKaRK1ao5TsTYCCEwPj6O2dlZEBFisVjZsmon6+Rl/oxFdIgwDAM/+9nP7DVrsmyVOkpz2gmkmjXipLRDRj6fx7Vr15DP5/Gxj32sZFNRp40ceFcQxpFCoYCJiQlcv37dzsvWZ/SdJmndYBEdUkzTxIcffoj19XW7UrWK180cABbRoWZra8uuHKkWQt6OPwSwiA4909PTuHPnTtn+j17TQABvO+rHiOg9IhqjYr2zv7KOP0FE71Kxrtl/ElHEOh61nt+0zp/YyZdj9gbTNJFOp0v8ItUa1SpinQXwshDiYwBOA/gsFcstfBXA14UQQwBWAHzBuv4LAFas41+3rmP2MbOzsyW10fRUEd8TsKKI3II9bN0EgJcBfM86rtc7k3XQvgfgFfLinTF1I5VKYWxsDERUEoD0+rN5rTIUpGJdj3sAfgTgFoBVIYTMVlJrmtn1zqzzawC6HN7zQNY7a0Tkmn5ZGstpMraSoDyJSAhREEKcRrHs1BkAT/psN8QBrnfWiGSzWUxOTtpLsaWQ9K1nnNjW6EwIsQrgEoBzKJbllBFvtaaZXe/MOt8O4MF2PoepD/Pz81heXrbLPsi1+bWoRt1DRAnrcROAV1GsA3sJwGvWZXq9M1kH7TUAPxFex4pMXcnlcpiYmMDm5ibC4TCi0Sii0ag9x+aGl7mzowC+Q0RBFEX3X0KIHxLRBID/IKK/BvA+ioX1YN3/KxHdBJAC8Ht+vhizt9y5cwdEhKeeegrd3d12+dBK0H4wEkRU/0YwJcRiMfT396O7uxsAcO3aNaTTaUfvmkXEeEYI4SginvZgfMMiYnzDImJ8wyJifMMiYnzDImJ8wyJifMMiYnzDImJ8wyJifMMiYnzDImJ8wyJifMMiYnzDImJ8wyJifMMiYnzDImJ8wyJifMMiYnzDImJ8wyJifMMiYnzDImJ8wyJifMMiYnzDImJ8wyJifMMiYnzDImJ8wyJifMMiYnzDImJ8wyJifMMiYnzDImJ8wyJifMMiYnzjWURWkZj3ieiH1nOud8YA2J4l+hKK5RgkXO+MKaJWHna7oVgA5k0Ua5z9EAABuA8gZJ0/B+AN6/EbAM5Zj0PWdVTl/QXf9v/N7ffzaon+DsCfATCt513gemeMhZcqQ78J4J4Q4te1/GCud3Zw8FJl6DyA3yKiiwBiANoA/D2semeWtXGqdzbP9c4OB15qwH5FCNEvhDiBYtmpnwghfh9c74yReHGsFQf4JQA/tB4PAngPwE0A3wUQtY7HrOc3rfODHt637k4j33buWHOpKsYzXKqK2TVYRIxvWESMb1hEjG9YRIxvWESMb1hEjG9YRIxvWESMb1hEjG9YRIxvWESMb1hEjG9YRIxvWESMb1hEjG9YRIxvWESMb1hEjG9YRIxvvKw72wvSAKbq3QgfdKO4XLxR8dL+AbcT+0VEU428EpaIfnWY28/dGeMbFhHjm/0iom/WuwE+OdTt3xcrYJnGZr9YIqaBqbuIiOizRDRl7fH4er3b4wQRfZuI7hHRdeVYJxH9iIhuWPcd1nEiom9Y3+cqEX28fi0HiOg4EV0iogkiGieiL9W8/dvZFaTWNwBBALdQ3GEkAmAMwFP1bJNLO18E8HEA15Vjfwvgdevx6wC+aj2+COD/UNyS8AUA79a57UcBfNx6HAfwIYCnatn+ev849l6P1vOvAPhKvUXj0tYTmoimABxVfqgp6/E/Afic03X74YbiPlKv1rL99e7O7P0dLdS9H/c7jwkhFqzHiwAesx7v2+9kbQf9HIB3UcP211tEBwJR/Jfd18NcImoF8H0AXxZCrKvn/La/3iKS+ztK1L0f9ztLRHQUAKz7e9bxffediCiMooD+TQjx39bhmrW/3iL6JYBha3f+CIp7Qv6gzm3yiro35edRumflH1qjnBcArCndxp5DRATgWwAmhRBfU07Vrv37wNG7iOKI4RaAv6h3e1za+O8AFgAYKPoIX0Bxb+43AdwA8GMAnda1BOAfrO9zDcBondv+KRS7qqsAPrBuF2vZfo5YM76pd3fGHABYRIxvWESMb1hEjG9YRIxvWESMb1hEjG9YRIxv/h85dl8Rg4Os+gAAAABJRU5ErkJggg==\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ORHmClyCjDbp", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "outputId": "f11f0d7f-2515-47eb-b36f-04bd54527fbf" + }, + "source": [ + "# TODO: YOUR CODE FOR CORONAL\n", + "plt.imshow(image3D[shapes[0]//4,:,:], cmap='gray')\n" + ], + "execution_count": 26, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 26 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eqsEUwQKfXnu" + }, + "source": [ + "**Task 3**: Use the Window/Level-technique to visualize the data! [45 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "CkzT93xUmP0G" + }, + "source": [ + "# We will now enhance the visualization from above by performing \n", + "# Window/Level adjustment.\n", + "# Here is one way of doing that:\n", + "# vmin = level - window/2\n", + "# vmax = level + window/2\n", + "# plt.imshow(hu_pixels + rescale, cmap='gray', vmin=vmin, vmax=vmax)\n", + "# plt.show()" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "dsl2cNGafSMS" + }, + "source": [ + "# 1) Please load the Window/Level values from the DICOM file,\n", + "# print these values, and then visualize one slice with window/level adjustment.\n", + "# Hint: The DICOM header has the following tags.\n", + "# (0028, 1050) Window Center \n", + "# (0028, 1051) Window Width\n", + "# Hint 2: You can use slice[key].value to access DICOM tag values.\n", + "# Hint 3: (0028, 1052) Rescale Intercept might be important." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "5ChwNDaznJJb", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "c5f2fe4a-7760-4cf4-e0fa-5c52b5c8fa96" + }, + "source": [ + "# TODO: YOUR CODE\n", + "DComFile = SingleDIfile\n", + "print(\"Center: \", end='') \n", + "DComFile[\"WindowCenter\"].value" + ], + "execution_count": 35, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Center: " + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'30.0'" + ] + }, + "metadata": {}, + "execution_count": 35 + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(\"Width: \", end='') \n", + "DComFile[\"WindowWidth\"].value" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fIv45aw7vDIF", + "outputId": "6a306a14-8a78-45f7-bd0f-9b2ed9c55774" + }, + "execution_count": 36, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Width: " + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'410.0'" + ] + }, + "metadata": {}, + "execution_count": 36 + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(\"RescaleInt.: \", end='') \n", + "DComFile[\"RescaleIntercept\"].value" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "S9ba1tUCvGfU", + "outputId": "6a6617b4-67b9-47bb-87ba-aa116d92ed18" + }, + "execution_count": 37, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "RescaleInt.: " + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'-1024.0'" + ] + }, + "metadata": {}, + "execution_count": 37 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0tTbiR2ygn-j" + }, + "source": [ + "# 2) Play around with different Window/Level values that enhance\n", + "# the visualization." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ljY769LtnVFi" + }, + "source": [ + "# TODO: YOUR CODE\n", + "center = DComFile.WindowCenter\n", + "width = DComFile.WindowWidth\n", + "inter = DComFile.RescaleIntercept" + ], + "execution_count": 38, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "vmin = center - width/2\n", + "vmax = center + width/2\n", + "print(vmin)\n", + "print(vmax)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "lgRtpH0RxZQl", + "outputId": "db929a49-7b6b-4f38-e9e8-fecb30f8a4c5" + }, + "execution_count": 45, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "-175.0\n", + "235.0\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.imshow(image3D[:,:,shapes[1] // 3] + inter, cmap='gray', vmin= vmin, vmax=vmax)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "nz-ep9O7yjMM", + "outputId": "d4f0ed02-14a4-4500-8d79-4d3436c2f82d" + }, + "execution_count": 47, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 47 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "center = 200 \n", + "width = 500\n", + "vmin = center - width/2\n", + "vmax = center + width/2\n", + "plt.imshow(image3D[:,:,shapes[1] // 3] + inter, cmap='gray', vmin= vmin, vmax=vmax)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "b72mhOfiy_pT", + "outputId": "e0f44be1-b8cd-49e3-b200-272879aee5d8" + }, + "execution_count": 48, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 48 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "center = 500 \n", + "width = 700\n", + "vmin = center - width/2\n", + "vmax = center + width/2\n", + "plt.imshow(image3D[:,:,shapes[1] // 3] + inter, cmap='gray', vmin= vmin, vmax=vmax)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "8QQbz3lUzSaz", + "outputId": "6114262f-2394-4432-91f8-e98a0b2caa0c" + }, + "execution_count": 49, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 49 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "center = 200 \n", + "width = 400\n", + "vmin = center - width/2\n", + "vmax = center + width/2\n", + "plt.imshow(image3D[:,:,shapes[1] // 3] + inter, cmap='gray', vmin= vmin, vmax=vmax)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "RsZbLVymzeer", + "outputId": "246a478a-6e70-4d55-91c9-e1fe55dee1ed" + }, + "execution_count": 52, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 52 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "center = 50\n", + "width = 70\n", + "vmin = center - width/2\n", + "vmax = center + width/2\n", + "plt.imshow(image3D[:,:,shapes[1] // 3] + inter, cmap='gray', vmin= vmin, vmax=vmax)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "HNTHgLU0zlGU", + "outputId": "3dc71c55-d3a8-4980-cb7b-4406de12556b" + }, + "execution_count": 53, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 53 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "center = 50\n", + "width = 70\n", + "vmin = center - width/2\n", + "vmax = center + width/2\n", + "plt.imshow(image3D[:,:,shapes[2] // 2] + inter, cmap='gray', vmin= vmin, vmax=vmax)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "Jp2GahhyzqJ7", + "outputId": "caf750b4-2bba-42ad-c749-f31391f3799e" + }, + "execution_count": 54, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 54 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "center = 100\n", + "width = 400\n", + "vmin = center - width/2\n", + "vmax = center + width/2\n", + "plt.imshow(image3D[:,:,shapes[2] // 2] + inter, cmap='gray', vmin= vmin, vmax=vmax)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "2Wzn86NvzumI", + "outputId": "76d4aa23-6f15-43ee-ef01-23bb301a9678" + }, + "execution_count": 55, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 55 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "center = 100\n", + "width = 600\n", + "vmin = center - width/2\n", + "vmax = center + width/2\n", + "plt.imshow(image3D[:,:,shapes[2] // 2] + inter, cmap='gray', vmin= vmin, vmax=vmax)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "InsDtv14zyOb", + "outputId": "c06c00d5-b379-47fb-cc9a-cdb62fc1df09" + }, + "execution_count": 56, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 56 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "" + ], + "metadata": { + "id": "gGwz4dNyz16z" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "_yMGLK2MnVps" + }, + "source": [ + "# Which values make sense and why?" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Dhw5sSAtnZVT" + }, + "source": [ + "# TODO: YOUR ANSWER\n", + "# I'm not fully sure but I think it around 100 to 600, because \n", + "#from my displays of them it seem like with those values seem to be more clear \n", + "# I think the reason why is due some of them are focusing on the soft tissue \n", + "# while other are focusing on the bone\n" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "pnF1RIg1nVv7" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1f72yBFNgonn" + }, + "source": [ + "**Bonus**: Create segmentations (label maps) for the volume using thresholding HU! [33 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "suX0YEehgzYq" + }, + "source": [ + "# Similar to Window/Level adjustment for visualization, we can threshold\n", + "# the volume to highlight the following components using the Hounsfield Units:\n", + "# 1) Fat\n", + "# 2) Soft Tissue\n", + "# 3) Bones\n", + "#\n", + "# Please create 3 segmentation masks for these structures.\n", + "# Then, please visualize each 3 slices per structure to showcase the segmentation.\n", + "# Hint: As a reminder, the following code allows thresholding of a numpy array.\n", + "# new_mask = imagevolume.copy()\n", + "# new_mask[new_mask < XXX] = 0\n", + "# Hint2: You might need to cast new_mask to int16 not uint16." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "eiXz11Ytjrcm", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "outputId": "52dddf9c-8b6b-4711-8e7b-85c9a114398b" + }, + "source": [ + "# TODO: YOUR CODE TO SEGMENT FAT\n", + "# use Akshay-879 to fix mine because the number I was inserting didn't show the\n", + "# image for the whole bonus\n", + "new_mask = image3D[90].copy()\n", + "new_mask = new_mask.astype(np.int16)\n", + "new_mask[new_mask > 1200] = 0\n", + "new_mask[new_mask < 900] = 0\n", + "plt.imshow(new_mask, )" + ], + "execution_count": 70, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 70 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Rc8QJIyPjuAO", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "outputId": "2644ca74-c82c-447e-ecee-e189fa4a712c" + }, + "source": [ + "# TODO: YOUR CODE TO SEGMENT SOFT TISSUE\n", + "new_mask = image3D[120].copy()\n", + "new_mask = new_mask.astype(np.int16)\n", + "new_mask[new_mask > 1080] = 0\n", + "plt.imshow(new_mask)" + ], + "execution_count": 72, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 72 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "P3YA8qDhjwLY", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "outputId": "f61f82f5-4ff3-4c83-a463-4c2227457bad" + }, + "source": [ + "# TODO: YOUR CODE TO SEGMENT BONES\n", + "new_mask = image3D[120].copy()\n", + "new_mask = new_mask.astype(np.int16)\n", + "new_mask[new_mask > 1080] = 0\n", + "plt.imshow(new_mask)" + ], + "execution_count": 73, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 73 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "RVY6FD-Jjz06" + }, + "source": [ + "# Are the segmentations good?" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "JeVczcqaj3jq" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "JJ6yixJskKqW" + }, + "source": [ + "#looking at it does look okay so yea I would say it' good." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "kWb3h4MKm5t4" + }, + "source": [ + "#\n", + "# Thank you and Great job!!\n", + "#\n", + "# _.---._\n", + "# .' `.\n", + "# :) (:\n", + "# \\ (@) (@) /\n", + "# \\ A /\n", + "# ) (\n", + "# \\\"\"\"\"\"/\n", + "# `._.'\n", + "# .=.\n", + "# .---._.-.=.-._.---.\n", + "# / ':-(_.-: :-._)-:` \\\n", + "# / /' (__.-: :-.__) `\\ \\\n", + "# / / (___.-` '-.___) \\ \\\n", + "# / / (___.-'^`-.___) \\ \\\n", + "# / / (___.-'=`-.___) \\ \\\n", + "# / / (____.'=`.____) \\ \\\n", + "# / / (___.'=`.___) \\ \\\n", + "# (_.; `---'.=.`---' ;._)\n", + "# ;|| __ _.=._ __ ||;\n", + "# ;|| ( `.-.=.-.' ) ||;\n", + "# ;|| \\ `.=.' / ||;\n", + "# ;|| \\ .=. / ||;\n", + "# ;|| .-`.`-._.-'.'-. ||;\n", + "# .:::\\ ( ,): O O :(, ) /:::.\n", + "# |||| ` / /'`--'--'`\\ \\ ' ||||\n", + "# '''' / / \\ \\ ''''\n", + "# / / \\ \\\n", + "# / / \\ \\\n", + "# / / \\ \\\n", + "# / / \\ \\\n", + "# / / \\ \\\n", + "# /.' `.\\\n", + "# (_)' `(_)\n", + "# \\\\. .//\n", + "# \\\\. .//\n", + "# \\\\. .//\n", + "# \\\\. .//\n", + "# \\\\. .//\n", + "# \\\\. .//\n", + "# jgs \\\\. .//\n", + "# ///) (\\\\\\\n", + "# ,///' `\\\\\\,\n", + "# ///' `\\\\\\\n", + "# \"\"' '\"\"" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/06/Copy_of_CS480_Assignment_6.ipynb b/06/Copy_of_CS480_Assignment_6.ipynb new file mode 100644 index 0000000..c94646d --- /dev/null +++ b/06/Copy_of_CS480_Assignment_6.ipynb @@ -0,0 +1,1156 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Copy of CS480 Assignment 6.ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DMrBgGVKWEPJ" + }, + "source": [ + 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eBiz38wyZDvDi7LnbD6cYlRYsqjajJTAtpF0uC4I+vrhIUmuTp1NVSlEa+VC588QHWfH484eevaYNfnqDs0f2aHOI9aDAeO0PSqNcFX4FOGDB8ikgYRRCL2gvi920/XPQ0RuHHKOT0DqjnlZAkuQGKW08dkEEJ1p4hGL1FjWgUNaomRZKlUAyNu6i8iz56nJdcRmWwlCmTia4wVH/AwWJCEZO4Lg26FmsoCI+CTM3vPyiKtTzVXtKB5OgmIoA0b01Gcnt2o6hnJbnnaY9vUAqJmFKA8SEicuSC6C3JMRoxASpcPRAU4CzZlIgMCE7NU3iwXJG6b5d2ReQQ8qx5nmamsusT3gYUp6aT9Q4nJY77wBGapnKUCr4okCQMbiIulOk+kg9dlw+AjQwFZY8lQRQggWhhTIirBee8KdyMq0URNbgaS4epoc5QBzIy0fAYTZJdYyfsB4SI4wdOqYuyaLuA78eA0CoeGQ2kp1o1MJgNK4/8eeVJiuTs7quf+30Mr6kp3VB/FYkl1+7V1P15/k0wSSkdH6ZmNJrM0aLoJUNC+ZddT7fkF3LQJGCcgPeOt3BiDzxjHYgylApQiPk6KvervZ8PJXsIkWoBrDVakj8nPlTB0cCUyEHnjshBkfj0jiyQE5O2RxVpSK7dCRZWR9WEndeMBboSJQ2mPNhoGs8SHDSI09BlbfRsNhCgor9SlAIGkqRZ+33DoIv+wvKhZgtGsOPsm2+jlATgWsNhRGwWmAa2yjFkxap5HCq9CakALxutPFrQoB1/plbFs/gOoIIRhrHoaBleWtwdZwPWyOC61dz8DK1i94emDLgC00y203zg6KtpRJRqItAq2gTlXWSjoGykSK8RXRdhFVoL8F6jd2JGp0Ju4sAJ1vHshB19F81S1dzqTECqIHk5uIqSn5bKWKJ3cE/qtVNHNDpFz/OkK6OkEFqO68LubcesCfmA5w4rzNERTHKfCxlESh30931zoSNeHzsj+gNYj2KAj4LOKOTsIUCI7cZNBSCfyehy1PymIqrEDZGUPkN78Q4AFeookiC0PnpSU78kw4stlWRZW24AiKJmWbtgpHN1GZD92A03R7ASJowKbUFD6KjZjKcygM6KR/8YDSqfip1EDPRZ7tAMmBeijQKRm4OB8Gg45REBY0g14QseLVAILFR9Coq8rYRDRiYiBeHkpPS5IxQluo+Sh9yvXAP3oxFpLxoVzPHGnyAWAoGkkIGmSYKmtJXyhFgd9Z/LGVrwLhdIuev1FxIBTMaxD+6M6HGn5F+0FQJaI1AfafYs0bW1t+cuWZiqKMApAsOmERZM/VI2ROV81QzebmmX92jYHkgdTI8XzCNxpkmB80pu1ZCis6g3J6XWsJWy+tDBwqkSfpzM6lYpR7RGAGdk7dHFVg4mIJXGrWmn5CZWjVLogh/ellIGbbAY2GCxNtgCiaPXrJ6J2GOFiG8oKS5tDJY6HXZSEnCV0MpGLqJr4DTDT0h61Pm22D6vIRjUStWksWFboECNxkHjmEbB+GmHKQ9B0VoYqoVN0BaBJADusqlPkjahkG9kEKKCBMFbND7Uw1egC6HpVsEEYXOBaopckp/U4VWXfo+AB4XWuPhhSMe8uGHBLEQb/1y7tgc+I05XM+9NCyBngV7Ci8URtChAQB7QQdqo0I2Eabqz8YobywpJocAN+Y3Ub67jxydPEQCi/Kge1KynEEte+o56832dMNFEIYL1B5MgRSczrD0YhIq2PRyxycTUNFPlUqtRrHxCDk3KVDmmjqh+7Td+BgtWKJzeUY81o8VyMO7Xo/w9ziLxIm0IaoaI5ntTXXQdXmf3tGvYfmn3C5/ew+Iz7++jmGGjIFkuqhbNSJ66trkurIDSrXJUfHATr56BoIaqpfRAtP06/5BzeIKqAtqTuiq6bZjrq4tGbhFGQ6NLneToEUvLayyuIc6nlD2GAnCbQk8CjTWFFLTZHR2e+8hX0cUo8jCM9QeRztICREYaTPQ1NfUR6TeQCnCv5VH4UGFbSEBtKT6RgQ7uiV/82zm4eZwhL0ipNk2UjvZyCJSoGpcBGK6aDSxAfj34x0Eu4Jwn4gV1TWxmRHePI+BjeX1InlO1F76VpsyzNfwb2qQBoOdzLsywovXJh6qNWaTflsR4eiMAulZr9dp31+ZgNCCYSk+roTG6th8mulF7o+QK7g+aYGhcywMikKXRpXQuLiyFlKZppyPF3aQZsQewX3lb8mPSC40Ig1hYUe4Rj+kBUBQ6nK9hS9BeMy+Tv/5DlP87Te7+tihXQ7xB1UWxmLbVEJe0wQXZLOMgCS4ClbRqhgza+amNooX9hAM0bjxWABJ4Bei/UdOehozG4byxDpIiJtbhuvafr584PLTCBJia9hMyrkxDi/jhpaGzOWQSQUcrBC1atIg7xSNRs2RNzdlQcIjoBl5I+i7YCTb7qKuLTICTpg5MABnAukQkq8RLgpRTw2T6ZGFFgdAOrHnNq3RoDtyChmglBM7VWGfnugx0DFSW4F3bniyYUsGrweFmcw0H5mU0JCIE3YMCGJQIr9b0e0h0XWz60PwYv5q0dO36csNIz03AsSoTqwpBxltZCs0M5eLdNCbiaUjjgiVBqZUR0Hc0Y6k5mk5paLaHqYifUxQoRXRxRLE9Vv1U93twaJMW3T8Olfl+O5LcqHYkyy/5oIDe/iQYAFZ4B8rz8x8ZaTppIntDE0T8FLLtsxtJ/TxvmwauRxOmBV9py5TF7lhd0imRZ77BAm1yaudYOU2IDEFR4DHCoxHpV9xHleLv0r7qIBMlQU9WORFkZX8WMslUor4BemIkjoUVNPcvp2jTd8Q3P0Crwn0l+Ellc/cIbTBCGwUV9DgYId14LNom96iG25OOAoCiYNXoMh80hdeuI6wiRK7Dpf1G/ryNdl9OWHuT5M3iC/izNBw+2nt+jVp1woJvazmfTZ+tkXqIqCdX4KalM1KIL50LaVdnXAj41s3nO8dnw26hC/CCkfhxTeI5Iq8MmkVPQBw6QiTZnppZYBW0pam5NME5q2AFCWgfMjW4tKMBhzYOI8HBJAJ9epNWtavkEB1oIiA8xEBln3/1fixR7sw+UnRlXIoGj/A0WEF/ulgJMRyRwLCuEYumrUhpdHuBudB7lOU2HO/2OnqjCZSAyutQEOhY8Lt8gzs6YvnUEhSRZIGxiwDVkuB6jpqyb1oS7f7WhQ4Ruzfsc4vokK5HNc8WhGYcEHQ55PhgekBMmz06dDSoVegmICNbx6IhAN8h3+d8kfFzq8h5KzcDtZ4h8F4RBwAuin4gPA7GnHaGlpEkmuXAnzKa+Ca7474u1zEPar5qLOs2GUmII5k8AAelgxrVjn3FKaUA9TY4ovqF74aljygfkofpgKy09fKiYDgdaSPUkosqFa/DN10nSgG7CAXmt3cpxDioCvSMpO4jAXFG7trKMQrPAZTNuqQwDgKshzwQpJiArsNBOrCUKSPNxLkU1LZRuZSzUVJ+8ib9M8xrMK0GOxk7l5pP9nYj0QgdMugRM5d1MK5RMsmifK28OOXmU9VUk46H3oHU4Lgo3S2ITxpxIbL0QdfBtKwMm4BP2xgs7brYm93YG1MfCjBqBoK2lxfh1iQqACcEaJG19BJ1Z3NBjVpEB8Ch13FrQF+YJGVgGkOh7DXan8Y9OnERMlbHJNAf7TM31dmaFnWmq2lgWqUFkaLrA73gBj21S9HZH+0g4iCOyynhMOghndTBcyC1dc5Fh+OQyFHHE6pm2nCDgd1TWDZLfDM+DbaztTd5dpJEVBJgjSCRhFcfFVpqAYOIrByW3L3w62LZMSr9db+CbZDNQFohh5p7942OfOOwKjBqB4EJOuoMxMZF1cRtdQ3dAEXCizdCjJ4gFTzim5b4W7EQmGOZBcReDtzNngnXT2N0QkqhahqFErwaXjUV0W0BW+dJro5MRJ1BUWUvZTFy6xbwQAdU2dp97p9DcYhUpO/UTsXNKi4a50j5Y6W15RyW7CAiFum35dHpWRZ6NdrT0Wt0tX+nELXjDQ/LT7HwBeIjQVOMUTynMwQyYJrBX1ZENWkbg1ZAWQIKWafOLsBRtywc6aeyAbf9jhXRr5oyalNLvlsKx2C+66A0fM2iOlfqkp7YMNsAQqALpHKE7iOs0exGFQqe4bMT9DUaMQJKY7iMzJSIR1zjrDCWwAZgoAMY8KHmBvHClYt6aAJ/FnmPzshC7+AUMYzam+iOiE1YFcc8pLz6G+4/Jq6laQhAYYd+oPUi6fGxwzDubdiCZHQJkaBvERHkVNQS6cJ3jhMZ/dmMA8VNgiTzXLxgEQHjWsj4pGaR+Aq8RjHUNA5yvkNBOLxKMor2e0j7FSoJzTWfaOgb2JK0a7MGJB8sgyd0qAKPr7mN366mhLLioVVQQvLQrzEzPbXf1LcCSiiWCwvQhrzD7BgRnU4F0zrNRgE02+9PGC66SWOXraEtt/6ZM9Zh4lnK/tDBAHwAvxDDEtYzSl8LgZF7pkMSmBoN4nW2RRNRIPveiVqoBdiEJa/OR0DNsjZbG4s1UElD0wAEW40K3cA3XUeHQnrveGT9zM2jobAWLFzQmiu+I5IBH4YWvtpzRldoiL0gxwi6wQFwW3Xh4Ajq0HbDpoqG79g4fITXZmEbHUQHD5YOp0UNnkGHiyLAGGqCCqPWjxZwtGH/OpbnCYEVRFV99Jw0q/8cU9aBS+pQs7e3bmT+85lj6RQ1XOkG/BMwpohS7YMg5Bcij06emkCajqBunSCoOuBDJ38kiA4iaFL6Dj8W1EZxucH4KSUdXmksXGc6n3qXuGm9T7TrE3tAkE4weERyScSfoKbhaXxb9Nh0OgwlY/cQMkuE1bd47QiPq3TyPiizob9DAMtBR5KnmaN2B0mrdlKlIW/JFCb+IIywdSIOTfz+FqGDvpVQJEgYs8xrMKoZe/gcs0cbLR27MslhDLPDHRBsgD7g8LSnUSp2vki1d2rqm6f6F3nKHwXwcjOvu5/UqJJfamSLxzyrfYoFDyMZTCFb0AFsgFcDL1ngonMB2j3zAeZ2mgfwL4vRDHJFbuKQgC48nfYUqKalDRR4AeOtv7gAy1Cx71gMCscbTIzTc/5dGch826kT04Iv1y5k0k5hvHhRAAzo1TSA29bRBB30kFbB++eJAdtRbxQo8CDfL4/SSdNB0dIhKIfzLhKOwDIP3h61qqVDHOU5DC4Wtf8BtLtMtBOv1581HB2g29ql1Vng7uHZi681GlVbkpvk42/vRNikohHvmw4PXS64FrUhDHdh+OjMWV5jzxmwJDrV2jX3pHWBfkABzvUKn44Gag8Tzeznw1OHNEKiDhk+HIIsRJcJ35/YBY0p4PT6djC1s6kN4NMLkiFglQwxRMkBcQ5aRUkdzbU0qoQcIVKNWXFMMIemrdI0ptm6/p4haTqDHjhNO5FAxWDZgKQTcGmnyPj11q8pJB2PfBtMmjjprDxcj1pGicHc6m80kTZQjYqJgAx3yq0diPEUep2XaRMDZxHkTWB8ygNzGezpoZDQ6yjwtwFPBb397tF1hAcgSe7Kz3dcPxSeCjGRj+f2gMmI+gHvTtRBfB2Dh0GvTs12RB6dR7XQnnctnaV1ZIQVTh3/PcC/zn++dDbgagQdyDjJC4jnkBO6Oi0wtT1ZkFkeNU792MrJoUAFNyDueWcQlvaN6bT6TgxxEW3NXumYt0dbyrulXBA1YvCM35o60emS9sSRT7ED9KCQprw0Q5DxBIKwKAOQuIOSTFofKmlTIqNG7LeOPAgasBhOk0/79BtikiIznZqjU27gx6n4I4Bb1NC1FZ/hAsLq9ccWKOmIYkF9lZ0drYzlx0V1noYx1p/yDFkamKNI+GovmybWJYgLfJMQrKsvHYk/UCqLQjYcJ2GBgChIthcm8u83xQiMqRJ0ZoEGRF2WfAMCiiJIhS5UCyS1bEAomP7y4GiegRmc79RsmUbc21YFavRJILBvKIWa6UMdAl1Uc3zgwv0hBJYGIXu6zB3SNheQ1V+RafQE4VOp/wdi1canzzj4UAAAAYNpQ0NQSUNDIHByb2ZpbGUAAHicfZE9SMNAHMVfU6VSKg4WEXHIUJ0siIo4ahWKUCHUCq06mFz6BU0akhQXR8G14ODHYtXBxVlXB1dBEPwAcXNzUnSREv+XFFrEeHDcj3f3HnfvAKFRYZrVNQ5oum2mkwkxm1sVQ68QEMIAIgjLzDLmJCkF3/F1jwBf7+I8y//cn6NXzVsMCIjEs8wwbeIN4ulN2+C8TxxlJVklPiceM+mCxI9cVzx+41x0WeCZUTOTnieOEovFDlY6mJVMjXiKOKZqOuULWY9VzluctUqNte7JXxjJ6yvLXKc5jCQWsQQJIhTUUEYFNuK06qRYSNN+wsc/5PolcinkKoORYwFVaJBdP/gf/O7WKkxOeEmRBND94jgfI0BoF2jWHef72HGaJ0DwGbjS2/5qA5j5JL3e1mJHQN82cHHd1pQ94HIHGHwyZFN2pSBNoVAA3s/om3JA/y0QXvN6a+3j9AHIUFepG+DgEBgtUva6z7t7Onv790yrvx/xInJz/ZaLfwAAAAZiS0dEAP8A/wD/oL2nkwAAAAlwSFlzAAATrwAAE68BY+aOwwAAAAd0SU1FB+UCBxYME13qmlgAACAASURBVHja7J13eBRV+/e/W7PpBQLplFCSQCAgHUMRCFWkCYIYioCCBRF5kEceiCAiRYooiBKKIEhTeqSFAAm9EwhFSiCV9Lqbbef9wzf5EXZ2dzbZTb0/1zUX4cyZM2fOnNn5zjnnvm8BY4yBIAiCIAiCqDUIqQkIgiAIgiBIABIEQRAEQRAkAAmCIAiCIAgSgARBEARBEAQJQIIgCIIgCIIEIEEQBEEQBEECkCAIgiAIgiABSBAEQRAEQZAAJAiCIAiCIEgAEgRBEARBECQACYIgCIIgCBKABEEQBEEQBAlAgiAIgiAIggQgQRAEQRBErUVMTUBUNtnZ2Th+/DgiIyORmpqKlJQUJCcnQyAQwM3NDfXr14enpydCQkLwxhtvwM7OrsLqlpCQgD179uD+/ftIS0tDcnIykpKSIBQK4enpCXd3d7i5uWHAgAHo0aMHrKysKrTdIiMjeeXt0KEDvLy8LFIPrVaLq1evYvfu3Xj+/DkSExPx7NkzWFlZoUGDBvDw8IC/vz9Gjx4NHx8fi7ZJUVERzp07h8OHD+Off/5BcnIykpOTIZVK4eHhATc3N7Rt2xaDBg1CQEAAhEL6BiYIopbCCKKSOHnyJOvTpw8TiUQMAK9NIpGwt956i924ccNi9VIoFGzlypWsS5cuvOsFgDk4OLCxY8ey2NjYCmm/devW8a7boUOHzH7+wsJCtnDhQtaoUSNedRAIBOz1119nf/zxB9NqtWatS0pKCvv888+Zra0t7zZp2LAhW7t2LSsqKqKHkSCIWgcJQKLCuXbtGuvdu7dJ4opLTIwZM4alpaWZtW7Hjx9nfn5+5aqbUChk77//PktKSrJoOw4bNoxXfaytrVlhYaFZz33s2DHWpEmTMrdRv3792JMnT8pdD7VazRYtWsSsra3LXBdvb2925MgRejAJgiABSBCWYtu2bUwmk5VLYL28NW7cmN2+fbvc9VKpVOyDDz4wW70AMGdnZ3b06FGLtKNCoeA92vXWW2+Z9dwLFiwwS/vY2tqyU6dOlbkemZmZrH///mapi1AoZAsXLmQajYYeUoIgSAAShDmZPXu2WQVW8ebo6MiioqLKJf7GjBljkbqJRCL2ww8/mL0tT548ybsO69atM9t5Fy9ebNb2sbOzY9HR0SbXIy8vj7Vu3drs9+uTTz6hB5UgCBKABGEu1q5daxGBVby5urqyZ8+emVwvrVZrMfH38vbjjz+atT1nzJjB+9yJiYlmOefGjRst0jYODg7s3r17Jgn2AQMGWOxerVmzhh5YgiBqPALGGCNTGMKSREVFoU+fPlCr1RY9T/v27REdHQ2pVMr7mC1btmD8+PGWN7cXi3H8+HH06NHDLOUFBAQgLi7OaL527drh8uXL5T7fs2fP0LJlS+Tl5VmkfTp27Ijo6GiIxcYdEyxduhSzZ8+22L0SiUS4cuUKgoKC6OElCKLGQj4QCIuiVqvx4YcfWlz8AcDly5exevVq3vkTEhIwffr0CmuHUaNGITs7u9xlxcfH8xJ/ADBgwACz1H/KlCkWE38AcPHiRaxYscJovhcvXmDRokUWvVcajQYzZ86kh5cgCBKABFFWtm7divv371fY+ZYtW4aCggJeeWfNmoWcnJwKq5u5xMvBgwd55x06dKhZhPXRo0ct3j6LFy82eu8WLlyI3Nxci9clMjISERER9AATBEECkCBMRaPRYMGCBRV6zrS0NKxZs8ZovqSkJOzZs6fC2+THH3/E8+fPy1XG8ePHeeXz8PBAq1atyl1nPu1pDrKzsxEeHq53v0qlwvbt2yvsXv3+++/0EBMEQQKQIEzlxo0bePr0Ke/8Li4umDlzJo4dO4Zbt27h0qVLWL16NVq0aGHSebdt22Y0T3h4uEnT0l5eXggLC8OJEydw+/ZtnD9/HuvWrUNISIhJdVMoFNi0aVOZ21Qul/MWgIMGDSp3pIucnBzs3LnTpHZatmwZzp49i8OHD2PmzJmQSCS8j//ll1/07jt//jwyMzN5l9W8eXOsWbMGMTEx+PvvvzFv3jyTosgcPHgQSqWSHmSCIGomZAdDWIqwsDDelpetW7dmycnJnOUUFRWxqVOnmmTJacgiWKvVMh8fH95ljRo1iuXn5+stb//+/SY5Iu7YsWOZ2/To0aMVGv3j8OHDJjl3zs7O1inj1q1bzNvbm3c5+vrBrFmzeJcxevRoTufXjx8/ZgH+AbzLOXv2LD3IBEHUSGgEkLAYfOPUAsAff/wBNzc3zn1SqRRr1qzBm2++ybu8Q4cO6d337NkzPHv2jFc5/fr1w++//w5bW1u9eQYPHozNmzfzrtulS5fw4sWLMrWpoet6GWtra7zxxhvlvoeXLl3iPfK3Y8cOODo66uwLDAzEpk2bIBAIeJV1584dzvSkpCRexzdq1AgbNmyAtbU1576NmzbyHhl98uQJPcgEQdRISAASFuPRo0e88gUHB8PPz89gHpFIhLVr1/KeTtQnIgDg3LlzvMoQi8VYt24dRCKR0bwjRoxA69at+Y66Iz4+vkxtytcwISQkhFMAmQrfen744YdwcnLSu79Xr17o3r07r7L++ecfzvSUlBRex0+ePBk2NjZ693fs2BE9e/bkVVZ512sSBEFUVcTUBOWHMQaVSgW1Wo2CggLcuXMHt27dwv379xEXF4fnz58jJycHOTk5EEAAewd7ODs7w8vLC/7+/vDz80Pr1q3h5+cHOzs7iMViiMXicq/fqkw0Gg3vF/bIkSN55fPy8sKwYcN4rUlLT08vtwAcOHAgGjZsyO9LSijEZ599hgkTJvDKz3c061VhpE8cvUq/fv3Mch/5jlR26tTJaJ7WrVsjKiqqzOfk25/atWtnNE9AQABOnjxpNF9GRgb9wBEEQQKQKI1KpYJKpUJGRgaioqJw6NAhnD93Hrl5uVCpVNBqtVCr1WD/RlxBsc/tzIxMZGVl4enTpzh37lyJ4HNwcECXLl0waNAg9OjRA3Xq1IFEIuHlHLeqkZubC41GwytvcHAw73J79OjBSwCmpqbq3cd3ZJLviFUxo0aNwvvvvw+tVms0b3Jyssltaor7l8GDB5vlPmZlZfHKp2/6/mVcnF14laXPFYxCoeB1vIeHh9E8devW5f2MEwRBkAAkSl4KRUVFuHv3LjZt2oRDhw4hOzsbSqUSKpUKxoKrMDBAgxKBVFRUVCKa/vzzTxw+fBhOTk4YPHgwJkyYAH9/f1hZWVUrIWiK9WS9evV45zU2VVyMoRFAvqM6zZo1M+mara2t4e3tzWvatCyOsU+cOMErX7t27XiJoPKIMUs/XwRBEAQJwCqDVquFQqFAbGwsfvjhBxw9ehR5eXlQKpVGRR8fiqeSVSoVCgoKEB4ejl27dqF///749NNP4e/vD2tr62o9NcyFi4sL77wODg6875U+0tLSeJVRv359k6+ladOmZV7fZ0yI8ZmyBMwX/cNUIW/O54wgCIIgAVglUCqVSE1Nxbp167Bx40ZkZWVZ9OXIGENRURGUSiV27tyJY8eOYfLkyfjggw9Qv359k3yrVWVkMhmsrKx45+drSWoIvlOJrq6uJpdtrpG3Vzl9+nTJSLExhgwZYrbzVsbHBt+lAwRBEEQ5ft+pCYwLsYKCAkRHR2PIkCFYvXo1UlNTK2xkhDEGpVKJFy9e4Pvvv8eQIUMQExODwsJCujllhG9MW1OEaTF8LIbLAl/3Lx4eHrytkflQGdOx5hD5BEEQhGFoBNCI+MrNzcXGjRuxZMkSpKenV9roBGMMcrkcN27cwOjRozFnzhyMGzcODg4OteqFWa9ePXz55Ze88unD3t4e+fn5Rssoi8jv1q0br9FZU6KbMMZ4u38xR/SPUl+IlTACWNOWOBAEQZAArEZotVpkZGRg0aJF2LJlC3Kyc/413qhkNBoNUlNTMX/+fMTHx+O///0vnJ2da81L09PTE4sXLy5XGfb29ryscHNyckwue/z48Rg/frxZr/nBgwe8Q+qZ4iybD5Ya0SQBSBAEUbnQL60e8ffixQvMmjULGzZsQHZ2dpUQf8UwxpCTk4NffvkFs2bNQlpamlmMUGoLfK2O+bqLsTR83b+YK/rHy8hksor/KhXTdylBEAQJwEoQf1lZWfjqq6+wZ8+eSnGDwVcEFhQUYNeuXZg3b96/IpVEIC+aNGnCK58poewsybFjx3jl69Onj8EIGNVFAEqlUuqkBEEQJAArVlTl5+fju+++w+7du6us+Hu5voWFhdi+fTuWLFnCa10bAfj4+PDKt23btkqPBJGXl8cregZgvugfL8PXRQ+ftbEarcas5yQIgiBIAJoFuVyOPXv2IDw8nLelaFUQgQUFBfj111/x559/Qi6X0400QteuXXnly8rKwpgxYyq1TSMjI3lb4por+sfL8PWFePfuXaN5+PpH9Pb2pk5KEARBArBiUKlUiI2NRVhYGLKzs6tV3RljyMrKwvz583Hnzp0yRZmoTXTp0oW3H8Vjx44hODgYV69erZS6Hj58mFe+1157DZ6enmY/v6+vLz+hetLwdLlSqcTZs2d5lWWKhTRBEARBArBcAio7OxtffvklkpOTq+VaOsYYEhMTMWfOHOTk5NB6QAPY2dmhZ8+evPNfvXoVHTp0wPDhwxEdHV1hbavVanm7fxk4cKBF6tCjRw9e+cI3hhsUeN988w0eP35stBxHR0eTQ/ARBEEQJADLhEKhwM6dO3HlypVqPXqm0Whw8eJF7Nmzh3fUiNrKxIkTTRZjf/75J4KDg9GqVSusWrUKmZmZFq1jXFwcEhISeOU1Z/SPl2nfvj0aNGjAq32GDRuGP/74Q+fZmj17NhYtWsTrfKNGjaoU1zMEQRAkAGsZGo0GiYmJWLlyZbU3oig2Ylm+fDmSk5MppqoBhg4dWuawbbGxsZgxYwY8PT0RGhpqsVHBAwcO8Mrn7u5u1ugfLyMWi/HFF1/wypueno7Ro0ejVatWmDBhAkaOHAlfX18sXbqUV1+USCSYMWMGdU6CIAgSgJZHpVJh69at1Xbql0sEJiUmYceOHRUWrq46IpVKsXTp0nKVoVAosHXrVgQHByMgIAArVqxAVlaW2ep4/PhxXvlejf4xZswYNGvWzOh2/vx5XuV/+OGH6Ny5M+963759G5s3b8bu3buRlJTE+7j//e9/8PPzo85JEARBAtCyFEfV+O2336BQKGrMdckVcmzcuBFpaWk0CmiA0aNHY+jQoWYp6969e5g5cya8vb0xffp03hav+sjOzsaZM2d45X3V+vf58+d4+PCh0Y2vdbNYLMb+/ft5+08sC++88w6++uor6pQEQRAkAC2PWq3GgQMHalwkDcYYUlJScOjQId4uRGpl5xcK8fvvv6NLly5mK7OgoAA//PADfH198dlnn5XZhcyJEyd4+daTyWRmj/7BhaurK06dOmURC92xY8fit99+oxBwBEEQJAArhqKiIvzxxx81avSvmGLDFpoGNoy1tTWOHz+Ot956y6zlajQarF69GkFBQbh48aLJx/O1/g0JCTF79A99eHl5YdiwYWYvd+rUqbzd8hAEQRAkAMuFSqXCvXv3cO/ePV4jLdUNrVaL27dv48GDB+QX0Ag2NjbYu3cv1v601uxi6sGDB+jduzdvH3jF4vHIkSO88loi+oc+vvzySyxcuNDs5fbu3Rt///03dUSCIAgSgBUjkM6ePVtjI2cwxqBQKHD27NkaKXDNjUgkwtRpU/HgwQNMmDDBrK5I8vPzMXDgQN7OpGNjY5GSksIrryWif3Dxww8/YMmSJRYpWy6X4+233640Z9sEQRAkAGsRGo0GZ06fqdFr5FQqFc6cOUOGICbg6emJjRs34vHjx5gxYwacnJzMUm5eXh7Gjx/Pa0r+4MGDvMq0VPSPV3nw4AFvVzDlEckTJ06k0WqCIAgSgJajOH7u5SuXa/QLR61W49KlS8jPz6fIICbi4+ODFStWIDExEb/++ivatWtX7jJjY2N5jaIdO3aMV3kDBgyokLaYP38+7w+l1q1bY+/evYiPj8edO3ewZs0aODs78zr21q1b2Lp1K3U+giCICkBcGy+62PlzYWFhrRC6ycnJcHZ2hlgsph5vIjY2Npg0aRImTZqEK1euYO3atdixY0eZDYfWrVuHOXPm6L0XGRkZiImJ4VWWpaJ/vExOTg7++usvXnnHjRuHX375BVKptCQtICAAI0aMQO/evXHnzh2jZezYsQMTJkyosf0pPj4eW7ZswYULF5CUlAShUAgvLy907doVkyZNQp06dYyWcffuXWzbtg3Xr19HSkoKRCIRvL290b17d0yYMAGOjo4m1enZs2f47rvvSqUJBAKsXr2as5/m5ORg27ZtOHnyJJ49ewYAaNCgAfr27Yt3330Xtra2Osds3LgRV65cMale3bp1wzvvvEM/QgRhQZFQ6ygqKmL79u1jdnZ2DECN3uzt7dmBAweYUqms0DZOSUnhVT+ZTFbt+k9mZib7/vvvWaNGjcp0T44fP6637B07dvAqw93dnanVas4yXn/9dV5lnDx50ui1HjlyhFdZ/v7+rLCwUG85169fZxKJxGg5YrGYKRQKzjJ8fX151SU2NtbodX399de8yvrkk0/M0mfUajWbN2+ewTZwcHBg27dvN/i7NXXqVCYQCPSW4eXlxSIiIkyq27x583TK6dmzJ2feY8eOMTc3N73n9/HxYWfPntU5bvTo0SY/J2PGjGEEQViOWjsFHB8fXyuMI7QaLeLj42kdoBlxdnbG559/jvv372Pbtm1o3LixSccbWuPH1/3LoEGDKiRm7uXLl3nlmzhxIqytrfXuDwoKQq9evYyWo1arcf/+/Rr3ezN58mQsWLDA4FR6bm4uxowZwzkNrtFo8Pbbb2PdunUGl3MkJCSgf//+CAsL4z0bwnW+8ePH66SdP38egwYNMmig9OzZM/Tr1w83btygHwqCqOLUWgGYlZVVK9bFaZkWmZmZ1NMtgEQiwbvvvovbt29j1KhRvI+7efOm3pcxXwH45ptvVsg1Pn/+nFe+jh07Gs0TEBDAq6x//vmnRvWTXbt2YdOmTbzzf/DBB0hISCiVtnbtWt6xoQHg66+/5pU/OjoaT548KZXm6OiIt99+u1SaSqVCaGgoLyOmgoIChIaGkvcBgiABWDXJy8urFQKQMUZGIBbGxsamJCYwHy5fvsz5crxx4wbS0tKMHi+TyXiNppmDjIwMXvlcXFyM5nF04Lc2ja8LnOrCt99+y5nu5uYGe3t7nXS5XI7vv/++5P9KpRKLFi3iLKN+/fp6fVd++eWXRp/7zZs366SNHj1aZzT39OnTnMK8Tp06nOsWb9++jaioKL3n9fb2RqdOnUq2Vq1a0Q8JQZAArBhRJJfLa40ArOnGLlUBiUSCuXPn8spbWFjIKaz4jvD06dOnwqJ/VMboMR8RXF14/vw5bt26VSrN1tYWkZGRSE5ORmZmJj777DOd4/bv31/y96lTp5Camlpqv4eHB65cuYKUlBTk5ORg1apVOmXExcXh3r17euuWn5+P3bt366RPmTJFJ+3cuXM6aZMmTUJycjKSkpLw/vvv6+w/efKk3nN/+OGHOH/+fMm2cuVKnTweHh70w0IQJADNj1QqhUAgqDXXSliebt268V6XxyVy+Lp/qcjoH5URJrGoqKjG9InHjx/rpI0aNQo9e/YEAIjFYixbtgzNmzcvlefJkyfIz88HAJw5c0anjKVLl+K1114rKWP69OkYNGgQpwjUx549e1BQUFAqrU2bNmjTpo1O3hcvXuikLVmyBBKJBFKplNO9UU5ODu924loXW1HLHAiCBGAtQiAQwM7OrlYIQIFAAHt7+1ojdisTmUwGPz8/XnlfneZMS0vjHTPY3HGLq5oYq0lrx7KysnTS2rdvX+r/YrEYb7zxhl4BlZiYyEsccfULQyKMy/hDnwuevLw8nbSXp/25lgCYMvPw6tpXOzs7dOrUiX5UCMKC1FrHcA4ODrVKABIVg5ubGy9/d9nZ2aX+//fff/NaktC2bdsKif5RDJ9F/+ampkcDqV+/Pufv0asUW+7n5uaWSpdIJJz5GzZsyLsOT58+xanIU6XSrKysMHbsWLPdk5eP+fzzz0sZSnXo0KHk78ePH+tYfvft25dmLgiCBKBlRJGnp2eFuNGobIqdxNIIYMXAN+rFq1OrR48e5XVcRUX/eFWE1PRzViRCoe7Ey8CBA1GvXr1SacVhCO3s7EqlazQaMMZ0nukmTZpg/vz5pdKCgoI467BlyxYwlP7gGDFihN7+W5b10i/fx3bt2umNpsM1/VtRRk4EQQKwliEUCtGwYcNaIwB9fHw4XzqE+eE7avGyAFSr1Thy5Aiv44YOHVrjxVhttFgPDg7Wa0Vet25dnXvyzz//oGnTpqXSGzZsyMv/n0ajwW+//aaTPmnSJIMfzeYQulxwrX3lWs9IEAQJQLMIQC8vL0gkkhp/rRKJBF5eXjVGAGZmZmLdunVG83l6enI6s3327BkvP3MeHh681/OVeqB4htt7eW3drVu3ONeKcYn5mzdvIjY21mC+Vy1G9b54jx7T8TcXGhpqOQHIU0OQy6LSNGjQQCdt+vTp2LdvX5mmSc+dO6djnOLr64tu3boZ7Htl+e0xRkFBgY61cIsWLeDt7U03niBIAFpGALq4uKBJkybIzMyssVNOIpEIzZs3h7Ozc40RgPHx8bzcrQQEBHAKwF27dmHWrFlGj58yZQrWr19vcv34ipeX/ay9usZLHxqNBhMnTjRbWy5Zqmu5+aoANCuk68rEsGHDdFzFREREoFmzZpg9ezbee+89nWliQ3A5pR43bhyUSiUkEgmn2OMSmkqlsiSda60onzpFRUXpGBqFhITQTSeIitBCtfGiBQIBxGIxunXrVqNHASUSCbp37857VIooP3wXyzs6OlaL66mMvkPLFUrj7e3NaSUcHx+PadOmwc3NDZMnT8bVq1eNllVQUMDp+2/hwoWwtraGtbU13njjDZw6VdpAxNbWVueYv//+u5QgfRVXV1ej9Tl8+LBOGk3/EgQJQIu/ZLp16wYrK6sae41SqRSvv/56lV7rWFWn+8paL76uL6qLAKyMvlMb1uaayoYNG0qMQrhE3YYNG9CuXTsEBwcjOjpabzl79uwp8S/4MsUxilUqFU6dOoXevXtjx44dJfu5nDKPHj0aM2bMwIwZMzBmzBid/a+//rrRZ+xVAWhjY4OuXbvSDScIEoCWQyKRoF27dqhXr16NtJAVCoVwc3NDu3btqvQIYFFREecLSR9c/shMbRc+JCUllal8vs5vudx4VEVkMlmFn5NGrHVp1KgRoqOjjcZTjo6ORvfu3bFlyxbO/du2beN1Pq1Wi6lTp5YsT+DyyVdYWIhVq1Zh1apVkMvlpfbZ29ujS5cuBs8RFxeHZ8+elUrr06dPjf4oJwgSgFUAgUAAR0dHDB06tEb6m5JKpRg6dGilObw2pU1Nif3KN68+gcXlg40LPr78uDAUeutlKtKXX3moDB+Sr8ahJf6lRYsWuHHjBjZu3Ah/f3+D4m3KlCmIiYkplZ6cnGwwPBvXx0zxNG/Xrl3RokUL3seOGDHCqJAj9y8EQQKw0hCJRBgxYoRJC6irC3Z2dhgxYkSlrXE0ZeTo7t27vPOePXuWVz53d3fOdC8vL17Hx8fH4/nz5yZdc3JyMi+Bam9vDzc3t2rRj/iOVPIZMU3PSOdVlj5fdHyF4auWzVzwjTdc1T4OJRIJJkyYgNjYWJw6dQojR47kHDFVKpVYvHhxqbQTJ07oLG0ICgpCTEwMYmJiOH0GFq8rFIvF2LNnD6dFMhf6Ioq8DJfvSwr/RhAkACsEsViMgIAAhISE1ChjEKlUin79+sHPz6/SptNkMhlv8RAeHs4rn1wux59//skrr76RPn3C8FUYY1i4cKFJ18xlXclFUFBQtTF04LOQHwAuXLhgNM+NGzd4laVvdJTvvbty5YrRPMZc6RRTt07dqvnDLRSiR48e2LlzJx49eoR33nlHJ09kZGQpf5Nc17xjxw506dIFXbp0wfbt23X2v7w8w8/PD7du3cKKFSswevRoDB48GN27d9c5pnHjxkbX8WVnZ+vEOG7evLlJ0UwIgiABWGYEAgGsrKzw4YcfVptF+Xyuyd7eHh9++GGlrN96uR58/egdOnQIDx8+NJpv8eLFvNfm6Zsia9iwIe9oHZs2beItFB49eoTly5eXq27VWQD+9NNPSE/XP8IXERHBe/RWnw84vtP3P//8s8G1omfOnMHpqNO8yvLy9qry98jHxwe///47Bg4cqPPB9PLoOtf61GbNmnH+XcyrEWscHBwwY8YMbN++Hfv370eTJk10jgkNDTX6gXP8+HGdmM/k/oUgSABWKGKxGG3btq0xawGlUinefvtttGrVqtIX0+sLQ/UqWq0Ww4cPR3JyMud+tVqNJUuWmDQiN2zYML3tM3jwYF5lqNVq9OvXD5cvXzaY79q1axgwYAAvZ85V+UXHNQrOV6ympqZixIgRnFOrFy9eNMl/YePGjTnT+a6bTEhIQGhoKKcIjIuLw/vvv68TBk0fvr6+1eOHXCjknD7NzMws+ZvLQv1locYl2oqtg7nIz8/Hzp07dT78uPxvcn0QvMqrApYgCAvrn9reAAKBANbW1pg5cyZOnjyJJ0+eVNtIBMURTj7//HPY2NhUen169OiBX375hVfe27dvw8/PD6GhoXjjjTfg5uaGxMRE3LhxA7t27eI1QlhMu3btDK71Gzp0qF4ryVdJTExEx44d8eabb6JPnz7w9/eHvb09MjMz8ejRIxw9ehQRERG8/f/Z2Nigf//+pdI6d+6sV/yWhcGDBxsVrcC/8WBfFqNcArB9+/a8z3v69Gm0aNECH330Edq3b4+8vDxERkZiw4YNvJ2t+/j46IQ+e/m6lixZwqucffv2ITAwEFOmTEHbtm2Rl5eH8+fPY+3atTqOh/Xh8Hyl7gAAIABJREFU7OysN35tVYRr+jQ7O7vk71dH3Ph+nOnjjz/+0LHg79mzp9F1ghqNRsf9i0wmMxiJhCAIEoAWE04NGjTAnDlzMGvWrFI/mtVJyDo4OGDu3Lnw8fGpEr7U3nzzTdjZ2fF285Kbm4sff/wRP/74Y7nOO3XqVIP7+/fvjyZNmvAKCQf8ux7wwIEDOHDggFna5FVxbmVlZVajEL5uNLy8vIyet1mzZnB3d+ctUNPS0njFo9VHnz599O7r0KEDXF1deRtwxMfH46uvviqXkK6otcG//fabzvrWTZs2wdnZGdOnT0dBQUFJeseOHTF58mSdMrjq+vKoX1k+bA0ds3nzZp20sWPHGi3z5s2bePHiRam0Xr16kfU3QVS09qEm+L+1gCNHjsTIkSMrde1cWZHJZHjnnXcwbNiwKuNHy87Ozqyhy/jg7+9vNJyZVCrVsZCsKN5///1q1a9EIhGmTJlSYeczdC6xWIz33nuvwupiqXNxjardvXsX+/fvL7UVfzht3boV4eHhJdv+/fs5y311vR5Q2nCmLIZH+j4k4+LidNzM2NraYuTIkUbLJPcvBEECsMqJQDs7O8ydOxcdOnSoVlbBEokEHTt2xNy5c6ucS5uvv/6a9+J9c7B48WJeax+HDRtmNFKBuSmeRq5uzJw5k7cFbnl4++230aFDB4N55s6dy9uIpzz079/fLKKE63eEy5CJa4S1WHy9+kH39OlTznM9fvxYJ+3lpRBcdXlZjHIJU32/g7/++ivn/eMKGfcqL4eQe/nZIAiCBGDlNcb/j56xbt06tGzZslpEJBCJRAgMDMTatWtRv379KudexMnJCd9//32FnOujjz7CW2+9xfte79ixo8L88UmlUqxYsaJaPhf29vZYtmyZRc9ha2vLq584OzuXa4qZD2KxmLdFtzHq1aunk3b8+PFS/8/Pz0dkZKTOB2mx0H3VKvrOnTu4ePFiqTSNRoN9+/bpnOvl/s0lnO/fv1/yN5cTcy5H4EqlElu3btVJ5+P778WLFzp1b9y4Mac1MUEQFoYRpdBqtayoqIhdvnyZBQQEMJFIxABUyU0sFrMWLVqwK1eusKKioirbphqNho0dO9aibREcHMyUSqXJdYuJiWFWVlYWrZtAIGDh4eEV1t6vv/46r3qdPHnSpOdiypQpFmufv/76i3dd1Go1Gz58uMXu18aNG812L9LS0phQKNQ5x6xZs9iNGzdYVFQU6969u87+zp07l5Tx+eef6+x3dXVlmzZtYnfv3mVXr15l77zzjk6eBg0aMK1WW1LOqlWrdPK0atWKnT59mp0+fZq1atVKZ/93332nc0179uzRydeoUSOm0WiMtseWLVt0jp06dSq9eAiiEiABqOdlp1Ao2PXr11n79u2ZVCqtcuJPKpWyjh07suvXrzOFQlHl21SlUlnspd2tWzeWlZVV5rpFREQwJycni92rtWvXVmhbW0IAMsaYUqlkvXv3Nnv7LF++3ORrLCwsZB06dDB7XebMmWP2+9GrVy+T6/Hrr7+WHB8XF1emD9FZs2aVqsedO3dMLiM2NlbnegYMGKCTb968ebzaYvTo0TrHHjp0iF46BEECsGqJQKVSyeLi4lhISAizsbGpEsJPIBAwW1tb1r9/f/bgwYMqPfL3KkVFRWzixIlmbY8xY8aYpQ3u3bvH/Pz8zFo3Gxsbtn79+gpvZ0sJQMYYy8vLY6NGjTJL+0gkErZq1aoyX2deXh4bMWKE2UbTV61aVWrEzFycO3eOCQQC3nVp3749U6lUpcqYPXu2Sdfj5OTE0tPTderCNVKob3vrrbd0jn/+/DnntTx+/JjXB4Sjo6POh2x+fj69cAiCBGDVE4EqlYqlpKSw//znP6xOnTqc0zkVtQmFQla3Tl02Z84clpqaytRqdbVs1yNHjjAvL69ytYW3tzfbvn07r2knUwRFWFgYs7e3L/e9GjhwIHvy5EmltK8lBWDxc/HLL78wmUxW5vZp3Lgxu3TpUrmvVaPRsNWrV+sIC1O25s2bs9OnT1v0nvzwww+865KQkMA5gs5XvMlkMnbixAnOeuTm5rLAwECjZTRp0oRlZmbqHL9gwQKdvD179uTVBjExMTrH9u3bl140BEECsOqi0WhYbm4u27dvH3vttdcqfDRQIBAwGxsb1q5dO3bw4EGWl5dnVuFTGRQUFLBNmzZxrn8ytDVt0pQtWrSIFRYWWqxuGRkZbM6cOczX19fkUZf33nuPRUREVGrbWloAFvPo0SM2ceJEZiXlv4ayfv367LvvvjP7qE9WVhYLCwtjderU4V2Xli1bsq1bt+qMtlmKAwcOsCZNmuj9uJs4caLBpQwajYb9/PPPzN3d3eBa2Bs3bhisR25uLhs/fjzntLJQKGTvvPMOp/hTq9WsUaNGOsfwXd/KNYq5dOlSesEQRCUhYKyahr0om8ELNBoNGGPQarUlTk6L/xUIBBCLxZzWv4wxqFQqpKenIzw8HL/++ivS09Mhl8stVl+BQACZTAbXuq6Y8sEUTJw4ES4uLnr9/KnV6lKhmwQCQYnFa/G/IpGoJL2qkJSUhMuXL+PChQt49OgRMjMzkZGRARsbGzg4OMDd3R0+Pj4YNmwYAgMDK6z+jDE8fPgQBw4cwMOHD5GWloaUlBTk5OSgbt26qFevHlxdXeHi4oIePXqgW7duVSKc4M2bN3k5S+7YsSOnlaep5Ofn4++//8b58+fx8OFDpKenIycnB2KxGA4ODvD09ETz5s3Ru3dvdO7c2aLW9Wq1Gjdu3MDhw4fx8OFDpKamIjU1FVKpFPXr10f9+vXRtm1bDBo0iDNyhqXRaDSIjY1FXFwc7t+/D5VKhUaNGmHgwIG8LdKVSiUuXbqECxcuIC0tDTY2NvD29kbPnj3RqFEj3nVJTk7G0aNHS6IfNWrUCCEhIXpD7mk0GkRFRek4h+7atSsvJ85xcXFITEwslda2bVu4uLiQNSZBVAI1WgAyxqBWq6HVaqHRaJCXl4eEhAQ8f/4cCQkJSEpKQl5eHgoKCiCXy2FlZYWpU6eiVatWen/QtFotioqKkJiYiG3btmHz5s3ISM+AokjBOxyYMSQSCaysrFC3bl1MmDABY8eOhbu7O6ysrDjdvDDGUFRUhLt37+Knn35CYWEhZDIZ7OzsYGdnBw8PD/j4+MDT0xM+Pj6wtbWFSCSCSCSqVv4OCYIgCIIgAagXlUoFtVqNgoIC3Lp1C9HR0Th//jxu3rwJuVwOjUYDjUZTMgpYvAkEAnh5emHpsqXo27cvbG1tOUebikcQVSoVMjIyEBkZid27d+PChQuQy+VQq9Ulm9EbIBBAKBRCLBZDKpVCJpOha9euGDFiBLp37446depAKpXq9cjPGENhYSFOnjyJmTNn4vnz59BqtRAIBCVb8cifUCiEtbU1AgMD0bVrV3Tp0gVBQUGws7ODRCKpFn4PCYIgCIIgAVhKCKnVaigUCty8eRN//fUXDh06hNTUVBQVFZkkyFxcXPDxxx/jo48+gpOTk8FRMo1GUzL1+uLFC9y8eRPnzp3DlStX8PDBQxTKC0sJzeJzFAszW1tbNGnSBO3atUOXLl3Qpk0buLq6lggyQ46d1Wo1srOz8csvv2DlypXIzMw0GLz9ZcEplUohkUhQr149DBgwAEOHDkWbNm1gbW1dJaYxCYIgCIIgAWhQ+KlUKuTm5uLEiRMIDw/H1atXIZfLoVQqjQoifSLJxsYGXbt2xaJFi+Dv7w9ra2uDYqx4VPDl0UWlUon09HRkZWWhsLAQBQUFYIzB1tYWtra2cHFxQd26dSGVSiEUCktGAo1F82CMQS6X4/79+/jf//6H06dPl8QNLcu1SqVS2NjYoHXr1nj//fcREhICJycnEoIEQRAEQQKw6lE8zXvy5EksX74cd+7cQWFhoVnW4gkEAohEIri6umLatGmYMGEC6tatq9cAw5AoLBahL48AAv9nlGGq2M3IyMCWLVvw048/IfVFainDj/Jcb/GIpL+/P2bOnImQkBDY2trS1DBBEARBkACsfF4eAfv6669x+vRp5OXlQaPRmCTuii1iBQIBBBAAAu681tbW8PX1xaeffooBAwbA0dGxwi1ptVptibXl6lWr8eDhAygUCr0jnMVTzsUC9GUhagyRSAQ7Ozt07doVX3/9NVq0aMHLyo8gCIIgCBKAFkGj0SAnJwe///47li1bhpSUFKMjYMXTnMXr3lxdXeHr64tGjRqhTp06sLW1hUwmMyjqioWgt7c3OnfubBb3GaYI3oKCAly8eBHx8fGQy+UGxVyxpXJhYSEyMjLw9OlTPHr0CC9evChZD2lserxYJNerVw8zZ87EuHHj4OTkZNKIJUEQBEEQJADLjUqlQkJCAv475784EnEE+fn5ekXMy2vbfHx8MGDAAHTu3BkBAQGoV69eqdG/4vy8Guz/+wo0tk7PEiJQpVLBlNv1soWzRqNBWloa4uLicOHCBRw+fBhPnjyBXC5HUVGRweu1s7NDSEgIlixZAm9vb1obSBAEQRAkACsGhUKB2NhYfPLJJ7h+/bpe0VI8UlenTh0MHz4cI0eOhL+/P2QyGW8ji5rIy9PBxSOAcXFx2Lt3L3bv2o209DTI5XJOgVkspgMDA/HDDz+gbdu2Jq2FJAiCIAiCBGCZxN/ly5cxefJkPHr0iNPIQyAQwMrKCu7u7vjwww8xatQo1KtXD2KxmJwd6xGExe5r0tPTsXv3bqxduxZJSUlQKBScx4hEIjRs2BDr169Hly5daF0gQRAEQZAAtJz4O3/+PCZPnoynT59yGnqIRCI4Oztj3LhxmDZtmsGoGYQuGo0GKpUKKSkpWL9+PcLDw5GZmcnZ1kKhED4+Pvj555/RvXt3yGQyakCCIAiCIAFoPpRKJa5fv46xY8fi8ePHnOv9rKysEBQUhEWLFqFjx46wtrYmQ4VyCEG5XI4rV67gq6++wrVr1zhHA4tF4NatW9GhQwdaE0gQBEEQJADNJ0b++ecfjBkzBjdv3tQZjSo2ThgyZAgWLlwINzc3WpdmBoqNTVJTUzF//nzs3bsXubm5OvlEIhFatGiBHTt2oFmzZuQrkCAIgiBIAJYPrVaLjIwMjB8/HidOnIBSqdQRf46Ojvjss8/w6aefwsHBgUb9LCDAc3NzsW7dOixfvhxZWVk6eSRiCbr36I6tW7eifv36Fe4bkSAIgiCIsiEKCwsLq2qVKiwsxJo1a7B9+3bI5XId8efk6IS5c+fio48+gqOjI631swBCoRAymQxt2rSBs7MzLl68qHMvGGNITU2FUChEx44daSqYIAiCIKrLe76qVUilUuHixYtYs2aNTnxbgUAABwcHzPrPLEyZMgX29vY06mRBiqfZx48fjzlz5sDR0VFHABYWFmL9+vWIiYkxS0g6giAIgiBqmQBkjCEnJwcLFixAZmamzn5ra2uMHz8e06ZNg52dHYm/ChSBU6ZMwaRJk2BjY6Nzz7KysrBgwQJkZWWhGoeWJgiCIAgSgJWBUqnEn3/+iWvXrukYfYjFYnTq1AlffvklHBwcSPxVggicNWsWgoODdQw+tFotbt26hV27dhmMKkIQBEEQRBV5t1cVIxCtVouUlBT06tULDx48KOXyRSAQwNPTE/v370dgYCA5dq4k1Go17ty5g7feegvPnj0rNdonEAjg6+uLyMhIeHp60rpMgiAIgqjCVJm3tEqlwqFDh5CQkKDj78/GxgbTp0+Hn58fib9KRCQSoVmzZvjss89ga2tbah9jDMnJyfjrr79oLSBBEARBkAA0DmMMBQUF+PXXX1FYWKgjOvz9/fHee+9R6LFKRiAQQCaTYcyYMQgMDNQZ5ZPL5diwYQNyc3NpLSBBEARBkAA0jFqtxuXLl/Hw4UPO0b9PP/0UTk5OtO6viohAJycnfPrppzqjgFqtFs+ePcP58+c54zUTBEEQBFE1qBLhG9RqNQ4ePKgTdkwoFKJxo8bo168f+ZirQkgkEvTu3RvNmzfHtWvXSol2uVyOgwcPonfv3lVuul6lUmH+/Pk6jsW5sLW1hbu7O7y9vdG5c2e4uLiYdK6oqCgcOnSIc9/YsWMRFBREHamKcunSJezatYtz33vvvYfWrVvX2nu9evVqPH/+XHckQSjE0qVLLXbenJwcHDx4EH///Tfi4+ORlJSE3Nzckme0S5cuGDFiBJo3b07PZy3rG0Q5YJWMVqtlqamprHHjxkwgEDAAJZuNjQ1bsmQJk8vljKhaKBQKtmLFCmZtbV3qngkEAubt7c2Sk5OZVqutUnXOzs4uVVe+m0gkYj169GDbtm1jGo2G17mWLVumt7ydO3dSB6rCLFmyRO+92717d62+161ateK8TqlUapHzyeVyFhYWxqysrHg9qwMHDmR37tyh57MW9A2i/FT6FLBarcb9+/eRmZGps27M2toaAwYMoDizVXHoWCxGv379OI1BcnJyEBsbW2OmgTUaDaKiojB27Fh06tQJt2/fpg5AEBYmISEBbdu2RVhYGG/3UocPH0ZQUBA2bNhADUgQRqh0AajVanH16lUoVaWn5UQiEQICAtCgQQMSgFWx4wiF8Pb2RqtWrXTiMKtUKly5ckVnPWdN4PLly+jevTvOnDlDnYAgLERiYiK6d++OuLg4k49VqVSYPHkyFixYQA1JEFVdAF66dEnHdYhEIkFwcDCt/auiCAQCiMVidOvWTWetn1qtxoULF3ScedcUsrKy8Oabb+LJkyfUEQjCAu+E8ePH4/Hjx+UqJywsDHv27KEGJYiqLABv376tM10okUjQoUMHcihclTuPUIgOHTroCECNRoM7d+7UWAEIALm5uQgNDSV3NwRhZjZv3owTJ06UuxzGGKZOnYrc3FxqVIKwlABkjJVp02q1KCwsREpKis6LVCQSoWHDhuUqnzbLbkKhEA0aNNCZAtZqtcjKykJubi40Gk2Zy69IbGxs0KxZMzRr1gwNGjTQiXnMRXR0NGJiYuhXhCDMBGMMK1euNJrP0dERrq6uRvOlp6djxYoV1LAEwYG4rA+pUqmEVquFUqmEQqEo0wtbq9Xi6dOnUCl1I0cUTzFmZGTQXarKXxBCIecorVqtxoMHDyAUCsvkv1EoFEImk0EsFpdslhwN7t69O44cOVKqbz5+/BgbN27E8uXL9UY3Wb9+PV5//XWd9HHjxqFr166cx7Ro0YI6Tg2C7rX5uHDhAmJjY/Xuf+2117B582a0bNkSAJCSkoKlS5caFI07duxAWFgY3TOCKI8AZIxBpVIhLS0NR48exYEDB3D16lXI5fIyf+1pNBrk5ukO0WdnZyM4OJimgKs4Wq0W2dnZOum5ubkYMmRIuXwB2traok2bNhgwYAAGDBgAV1dXWFlZVZiwbdKkCb799lu89tprGDFiBGe+kydPcqa7urryGqEgqj90r83H33//rXdfmzZtEBkZCQcHh5I0Nzc3rFixAmq1GmvWrOE87sGDB3j+/Dm8vb3pnhFEWQQgYwyFhYWIiIhAWFgY4uPjoVAoSqb4zA1jDFlZWXSHqimMsXKvvcnMzERycjJOnjyJ1atX4+uvv0b//v11XM9YmqFDh6J9+/a4fPmyzr7k5GQkJSXBw8ODbjpBlJMrV67o3Tdz5sxS4u9l5syZg59//lnvSH1CQkIpAUgQBM81gMXiLzw8HNOmTUNcXBzy8/OhVqtpETxhURGpUqmQn5+Pe/fuYerUqdi4cSMKCgoq9iERCjFp0iS9+5OSkuhmEYQZuHv3Lme6RCLBsGHD9B7n7u6Ovn376t2flpZGjUsQZRGAKpUKUVFRWLRoEdLT0mukfzeiaqPVapGRkYFvFn6DU6dO6f3StxR+fn5692VmZtINIggz8OLFC850Dw8PWFtbGzy22GhQ38ckQRAmCsDiqbwFCxYgPT0dDPQgEZUDYwwZmRn4+uuvkZ2dXaE/6l5eXnr3lXUNLEEQ/4dSqURhYSHnPjc3N6PH05o+gjANo2sAVSoVzp8/j/v379PIX1kUtlAIe3t7HUtYxhjy8/NrtK88S6DRaPDw4UOcP38e/fv3L5eRiSmYGtbu2rVrOHv2LOe+AQMGoGnTpkbLKCoqwr59+3D+/HmkpKQgISEBVlZW8Pb2hpubG4YPH4727dubtT7Xr1/Hpk2b8OzZM6SkpMDDwwNNmzbFtGnT0KBBA51jHz16hE2bNuH+/ftISEiAUCiEp6cnOnbsiNDQ0DK9lLmuWywWo379+mjevDmGDBmCoKAgkw3E1Go19u3bh4iICDx9+hT5+flwc3ND48aNMX78eLRu3bpMfcMc9xoAFAoF9uzZgytXriA5ObnkftevXx9+fn4YOnQoAgMDTbaqz83NxdGjRxEZGYnExESkpaVBJpPB1dUVAQEB6NevHzp27Fgma31zIpFIIJPJoFAoOH9HjdG0aVMEBgZy7rO3tzfbPXu1HxUUFKB+/frw8fHB2LFj0bFjRwD/Gp9ERERwljFw4EA0adKk3M9ocnIyXFxc0KJFC4SGhqJVq1Ymt3t16R+EZUZVjAbjnjVrFu9g3LT93yYUCpm/vz+7ePEiu3XrVqnt4sWLzN/fnwmFQmorEzeZTMa++OILJpfLTQp8nZ2drbfM/v37Gzw2KipK77ERERFmDTavUqnYwoULmaurq9G2aNOmDTt06JDRazdWn8LCQjZq1Ci9eSQSCfvmm2+YVqtljDGmVqvZ7NmzmUAg0HuMtbU1+/HHH0uOMYYp192hQwcWFRXF+94nJiayLl26GCxzzJgxLD8/ny1ZskRvnt27d5v1XjPGWFFREZs7dy5zcXExet1dunRhMTExvK65sLCQLViwgDk4OBgtNygoiB08eNBoma1ateI8XiqVmiU4va+vL2f5TZs2ZeakrPeMTz8aMmQIy8vLM3s/MvaMAmCTJk1iRUVFldI/LN03CPNjVAAWFBSwIUOGMLFYTOLDxE0kErH27duznJwcplKpSm05OTmsXbt2JADLsEkkEjZ06FBWWFhYYQJw3bp1eo+Njo422wsmLS2N9ejRw6T2EAgELCwsjGk0mjK98LZs2WL0pVa8TZ48mRUUFLBhw4bxrt93331n9N6U9bq//fZbowIzNzeXBQQE8Cqzffv2LCwsrMIEYFJSEuvatavJH5YrV640WO6zZ89YmzZtTH62Zs6cabAfWfol361bN733OikpqVIFoCn9KCgoiH311Vdm60emPKPvvvuu0eu3RP8gAVhDBWDfvn1JAJZDAObn5+u0a35+Pmvfvj0JwDJsYrGY9e3blxUUFFSYAOzUqZPeYxMSEszygikqKmIdOnQoc7t88803ZXrheXl5mXSeOnXqmCzUrl+/bnAErDzXvXz5coP37j//+Y9J5VlbW1eIAJTL5ax169Zlvu61a9dylpuVlcWaNm1qkX5k6Ze8oRGuWbNmVaoANLUfiUQis/UjU5/R/fv36712S/UPEoDVD95uYMiKiqitnDhxAhcuXODc16xZM7i7u5vlPPPmzcOlS5fKfPz8+fP1riEyREJCgkn5TY3OwxjDwoULLXbdc+bMwY0bN/Su11q/fr1J5VWUUc8XX3yBmzdvlvn4zz//HA8ePNBJHz9+PB4+fFiufnjt2rVKedZ69Oihd9+yZcuwYMGCCvcAUNZ+ZM713aY+o6tWrdK7rzr3D8K8UJgNgtBDUlISli5diqFDhxr8MTVHtJqkpCR8//335SpDo9Fg7ty5VbItIyIiOBf3m+O6VSqVXoH54MED5OTkVLn2ePLkCdauXVuuMhQKBRYvXlwqLSoqCvv37y9XuVqtFvPmzauUdhk+fLjB52n+/Pnw8/PDqlWrKjRQQFXtR/o4c+YMpyP+6t4/CBKAOggEAshkMtjY2EAqlZa5HIlEAmtr63KVUVnXb21tDVtbW8hksjJZawkEAlhZWcHGxgYymazWheCLiIhAs2bN0KxZMzRu3BgODg7w9PTE7NmzkZ+fz3mMl5cXpkyZYpbzb9u2zWRLY30//E+fPq1y7SuXy3H//n2LXfdff/2F5ORknfRHjx5Vyf62ZcsWs8yqbN++vZQw+fHHH81SvyNHjuj1yWdJXF1d0adPH4N5Hj9+jBkzZsDDwwOhoaGIjo62+AxVVe1Hhj4GuUaHq3v/IEgAlkIkEqFJkyb4z3/+g5UrV2LSpElwdXU1SQQJBAI4OTlh6NChmDt3LiZOnAgPD49qIQRFIhEaN26MOXPm4JdffsHs2bPRoEEDkwScQCBA3bp1MWnSJKxcuRKzZs1C48aNIRKJatXD8PDhQzx8+BBPnjxBXl6ewbw2Njb466+/UKdOHbOc++LFiwZfijt27EBGRgaeP3+O2bNnG+zfZ86cMfn8ISEhiI2NRXZ2Ni5evIg2bdoYPaZv376IjY1FTk4OLl68aNSNClc0BnNdN2MMkZGROunGnHQPHjwYd+/eRXZ2NiIjI9G8efMK6WuGrtvd3R179uxBVlYW4uPjMX36dL15lUplyfIEuVyOI0eO6M3brFkz7Nu3D9nZ2YiPj0dYWJjevIwxHDt2rFKew//+97+88ikUCmzduhXBwcFo2bIlVq1apfdjrbwY60ft2rXDtWvXkJmZiaNHj1ok7Jypz2h6errOR1hN6B+EGeFjBBISEmJwQSsq0ciiVatW7M6dO6ywsJApFAqWm5vLDh8+bNJCdWdnZ7Zz506Wk5PD5HI5y8/PZ7du3WLvvvsuc3Z2LrMBjCWNQAQCAZPJZOy1115jN2/eZAUFBayoqIjl5+ezS5cuMR8fH4MuOl4up27duuzIkSMsLy+PKRQKVlBQwGJjY1lgYGCVNFKxhBGIKVtAQAC7ceOGWReZt23b1qQF3aGhoXrz/+9//zOpPu7u7jquI9LS0pidnZ3eYzw9PZlSqSx1zIsXL5itra3eY/bu3WvR654xY4ZO/p9++klvfl9fX6ZSqUrlT0hIYPb29hY3AmnevLneY47j7ijwAAAgAElEQVQdO6aT35DV9dy5cxljjF2/ft2gEQGXFe3EiRMNWnxW1kL/RYsWlenZdHZ2ZgsXLtTpm+W9Z4b6kYODA8vOzi6VPy4uzuBvp6n9qCzP6KvnsHT/ICOQGmoEUlWRyWT4+OOP0ahRI1hbW8PKygp2dnYIDg7GoEGDeDkJlkqlGDhwIPr37w8HB4eSqWR/f3+sW7cO27dvR8+ePeHo6AixWFzp1ywQCCCRSFCnTh2MGzcOu3btgp+fX8n0t42NDQICAvDuu+/yGsGUSCQYNGgQXn/9ddjZ2cHKygrW1tbw9fXFxx9/DJlMRl9JrzBw4EAEBASYtcxXv9aLcXJywuDBg3XSDcUmNjZ6+SojRozQ6St169bFiBEj9B4zfPhwnefL1dUVw4cPr7Tr5loTplQqDV73q8+0p6cnRo4cafE+pC82raenJ+cU6Pvvv6+3rOzs7JIRbH188sknnMZKoaGhRsutDIpnNKysrEw6LisrC//73//QoUMHxMfHm60+hvrRqFGj4OjoWCrNz88PQ4YMMdv5y/KMcs1w1JT+QZgHcbWuvFiMgICAUi8igUAAqVSKwMBAiMVioxZjYrEYQUFBpR4ugUAAsVgMOzs79OrVC507d0Z0dDQ2bNiA6Oho5OfnQ6lUVmhkFIlEAqlECnsHe/Tr1w+TJ09Gq1atYG1tXWqqtrjuTZo0gVgsRlFRkdHrDwwM1Ll+kUgEf3//KiF6qxrLli1DVFQUTp06BVtbW4sKgmbNmnGmG4p7aupi9UaNGnGm+/j46D2mcePGJh9j6evmWvRuyBJT7zkaNLRo/1Gr1XoNGPRFoGjevLneKT8nJycAQL9+/XDu3DnOPC1btjS5PSvzBS8QCDB58mS0a9cOX375pcnTjTdu3EDPnj0RHR0NDw+PctenLP2IbwQYSz2jr1KT+gdBAhCA/hBBUqmU1zpAjUaDpKQkqNVqna/N4tE2BwcHhISEoHv37nj06BEOHDiAvXv3Ij4+HkqlEkql0iwL2YsRCUUQioQQi8UQi8WwtbFFx04dMXDgQLzxxhtwc3ODVCrVO8JZHC6NrxsCfeVIJBIK/6OHy5cvY/To0di3b1+5DWaKior0uh6xtrbmTDc0MsslhAyhL86qIXGr7xgbG5tKu24uDBkH2NnZcf92WFl27W9hYaHeeum7bl9fX6OuN+zt7dG5c2eT6mLoflUF119t2rTB0aNHERMTg2XLluHgwYO8P7yfPHmCiRMnIiIioty/Y4bawtPTkzPdxcXFbO1Qlme0NvQPopYLwPI+2EqlEnv37sW4cePQrFkzzhdMsRAsHnH08/PDp59+igcPHiAmJgbR0dG4evUqcnJyoNFooFarodVqS0bj9NWxeMqaaRmEQiGEIiEkEgm8vb3RokULtG7dGq1bt4a/vz8cHR0hkUggEokMGmcolUrcu3cP27dvNzr6R/wfwcHBCA8PLxmhycnJwc2bN7Fnzx6cOHGC85iDBw8iIiICAwcOtNjLpSLKK4uxjzkMhGrrC4RenKbTtWtXdO3aFc+fP8f69esRHh6OlJQUo8cdPXoUZ86cQffu3S1Wt4owlqttBnkECcAK+zFOSEjA2LFj8e2336JHjx4606qvCkHg3xHGoKAgtGrVCh988AGUSiWSk5Px7NkzJCYmIjU1FVlZWXBxceEsSywWY9q0aVAqlXB0dETdunVLNplMBpFIVDIVKxKJjI4yMcYgl8sRGxuLDz74AImJifSiMQE7OzudKZtOnTrhgw8+wA8//KDXEnP37t3lFoAEYWlUKhXS09ORl5eHnJwcqNVqODk5mdVZcUXg7e2Nb775BvPmzcNff/2F1atX4/z58waP2bZ1m0UFIPUPggRgNUaj0eDu3bsYN24chg0bhs8++wyNGjWClZWV3i+vl8Ug8O/UlJ2dHXx9fUumKIoFGJcxhlQqxbBhw0rKKt6KhZ+pD29+fj7+/PNPLFiwAImJifTgmpFPPvkEv/76K2JjY3X27du3DyqVipfBEcGfM2fOcK6tMudSi5pObm4ufv75Zxw/fhwxMTEVFuGkIpBKpRg1ahRGjhyJAwcOYOzYsXpdwJw5e4Y6Qy3rHwQJQJNFYFZWFn777TccOXIEoaGhGDduHHx8fCCVSo0aQ7w8WseHYsfLZYUxBrVaDYVCgWvXrmHZsmU4e/Ys8vPzK9Q4pTYgEAgwevRofPXVVzr7cnJykJ6ebrZwcMT/9e/yhKuq7Wzfvh3Tpk2rVtEryvpsvvXWWzhy5Ai6devGmefhw4fIy8uDvb09dYxa1j8Iw1AouFdeOsVTuatWrULPnj3xxRdf4MKFC8jJyTG7sUdZ6qdSqaBQKJCRkYGIiAiEhoZi2LBhOHr0KHJzc0n8WYhevXrp3afPlQlBVAbr16/Hu+++W6te7sHBwejatave302KWlG7+wfBDY0A6vnBUCgUSE1NxcaNG/HHH38gwD8Aw0cMR69evdCoUaNSBhmWCptWPMqn1Wqh0WhQWFiI2NhYHDt2DPv37UdCYgLkcnmlBEevbdSvX1/vPnq5EFWFhw8f4rPPPquV1x4YGIiYmBi9z6ivry/1j1rcPwgSgCYLsKKion/DLV28gOs3ruObb75B06ZN0bNnT3Tt2hX+/v6oV69eibWvUCgstaav+P9caDSaUusFX940Gg0yMzPx6NEj3L59GxcuXEBMTAxycnJK6kSjfRWHIfcjlgo/RRCmsmzZMigUilp57a86Y36ZwsJC6hy1vH8QJADLLASLR+DkcjmuXLmCmzdv4qeffoJEIoG7uzsCAwPh7+8PHx8fuLu7w9XVFXZ2dnBwcEC9evV0RgnVajUePXqEtLQ05OTkICsrC8nJyUhISMDTp09x7949ZGRkQKVSQa1WQ61WQ6VSkWVvJUFiu2Lx9vbGmDFjTDrG3NFZqhsqlQp79+41mOe1117DpEmT0LJlSzg5OSEuLq5CIp9UBIbWVJPoof5BkAA0mxjUaDQlPyrZ2dl48OABxGLxv/78hMKS6eGgoCAcOHBAx6FmUVERpk6diuvXr0Oj0YAxBq1WC61WWzLtS6Kj6kAjCBVL48aN8d1331FDmMCjR4+QmZmpd394eDgmTpxYKs3Q0oaKJjo6Gh988AHnvs8//9xgODzAsE9Y+nCu/v2DIAFYJSkWa6+uxROJRMjNzdX745Ofn0+GGzVAAJorHBxBlIf79+/r3TdkyBCdl3tVIyUlBXfv3uXcl5GRYfR4Q47vHRwcqH9U8/5BkAC0GCKRCDY2NhCLxSWje4YCgFclJBIJbGxsIBKJSqaqyTDE/F/P+nB2di5X2eY2IqouUQMsZTzFF33PiKVHiyx13Y8fP9a7b9CgQdX6+cvLyzOax9DvNQnAmt0/CBKA5RJQnTp1wuzZs+Hn54fk5GSEh4fjwIEDJeHdqiICgQC2trYYNmwYpk+fDk9PTzx9+hTLly/HwYMHKRScGdEXDs4cAlAqlcLOzo7TmERfXN+CggK95RlaDF+VMHTd+p65vLw87N69m3Ofv7+/TqxTQ9OC8fHxnOmWtuq2sbGBUCjkHPnXNxuQnZ2NP//8k3Nfy5Yt0aFDB4MiycPDgzPdXG6tzCGaDT1HT548MXp8YmKi3n3lnco01I+ysrI406vaspHK6h80/U4CsEqPQjRu3BgbN26Et7c3xGIxfHx80Lp1awwfPhyLFy/G7du3UVBQUKWmakUiEZycnPDee+/hq6++gpOTE0QiEVxcXLB69WokJyfjwoULFBHETF/Ov/32G+c+W1tb+Pj4lPscrq6unELowYMH0Gg0OqN6hpwkV6fRDn3X/c8//3DmP336tN61YKGhoToCkCsKTzF37tzhTL99+7bFn906deogLS1NZ5++keajR4/qve4pU6agQ4cOBgVHQkICZ/rz589N/r3kQqVSobCwUGetsykYcqZ+4MABZGRkoE6dOpz7FQoFjh8/rveDyM3NrdwfK/rQN21d1RyZW7p/WLJvEBbSP7W9AaRSKYYPHw5PT8+S0G8SiQR2dnYICQnBvn37sHr1agQFBcHBwcFoRBBLI5FI4OTohM6dO2Pz5s1YuHAhXFxcStzQSCQSuLi4YPjw4QZ/tAh+XL16FQMGDNDr6qVLly5m6ROurq6c6QUFBdi8ebPOF/Xq1av1llWdIh7ou+6UlBQcOXKkVJpWq8XatWtNGkEy5L5n7969OqOAZ8+e1SskKuK6Hz16hFOnTpVK02g0+Pnnn/WW5eTk9O/XvIF+ePLkSc70yMhIk+ptaHQ5Li6uXG3SqFEjvSIhLy8PH3/8Mec0L2MMc+bM0Wvg0LZtW5PDa5rSj3bu3Knz+xAbG6t3pLrSRnss3D8s2TcIC/WJWq+AhUI4OzvrfL0IBAJIpVLUrVsXY8aMwaBBgxAVFYXNmzfj0qVLKCgogFKptPgIm0AggFgsLpku69atG959910EBwfDzs6OU+QJBALY2NiU+0evNnHv3j3897//LXnhZmdn4/r167h8+bLB40JCQsxy/iZNmuDSpUuc+z766CMkJSVhwIAByMvLw+rVq3H48GG9ZbVo0aLatLuh6x49ejTm/b/2zjwsqvL9/+9ZmI19RxQREdTUEBJMrVzSBHJBMyvNrbS6KjOXxMqPueZWfV1aTDOz/GqJuRGamYiSmi1gfsR9AUQQFYad2Z/fH/1mviJzhplhZhjgfl3XXMpZnnPOc9/znPc8y30vWIBBgwahvLwcX331FQ4ePMhZVlRUVL1tPj4+nMcrlUr0798fy5cvR+fOnXHixAmDD9ibyMhIoz1HjDE888wz+OCDD9C/f3+Ulpbiiy++QEZGBmdZjzzyCADAz8+P85iUlBRMnToVgwcPrtNDtXr1aovu29Qw7RtvvIFt27ahU6dOVtWJVCrF8OHD8cMPPxjd//333+P69euYNm0aevbsCZlMhosXLzboF0OHDm20vUz5UXFxMfr3748FCxYgNDQUv//+O95//32nm4dtb/+wp28QJADtglqtxokTJzBt2jSjcaT0OXv9/PwwYsQIxMfHIzc3F4cOHUJaWhrOnTsHhUJhiNWnD+lijdC7P3yMUCiEUCiEv78/+vXrh0GDBqFv374IDAyEi4sLXFxcjAo8fRaTo0eP0kIQC7hx4waWL19u8QurodAU5tK3b19s376dU6gsWLAACxYsMMuPuHKiOiOmnruiogJz5swx+/tj7EUfEhJi8ry8vDyL4w3a6rn37t1rdJ9cLjc7W4NAIDCkKWzXrh3ncTqdDgkJCZgyZQq6dOmCvLw8fP311xYHMW/bti3nvtOnTyMiIgIdOnRAZmamyfvh4pVXXuEUgADwxx9/cP5g4MIWcewa8qOsrCwkJSU59XfN3v5hb98gSADaHI1Gg/T0dGzduhUTJ06Eu7u70VWUeiEoEonQtWtXREZG4rXXXkNxcTH++9//Ijs7G//88w/Onz+P0tJSaLVawyINY0KNx+PBzc3N8MvSz88P7dq1Q3h4OMLDwxEZGYmIiAgEBwdDJBIZBKGpFYSMMVRXV2PXrl04dOgQCUA789ZbbzV6AYie8ePHY+7cuY2eOD5ixIhmFbvLVs/97LPPGp3IHhkZCR6P53QT0SdNmoT58+c3OtLAhAkTDPPiHnvssQbbuk2bNjXqegMGDMBnn31m8pjc3FzU1tZaVf6gQYPw9NNPm+zhtlT8hYWFNbocZ/UjS7C3f9jbNwgSgDaHMYbKykr85z//wR9//IH33nsPHTp0gEQiMSq29EOy+mHZDh06ICQkBPHx8YZ4gFVVVZDL5aioqDAc9yAikQibN2+GUCiETCaDWCyuk0ZOH1Da3PllGo0GlZWV2Lx5M1asWEGJvu1MdHQ0Fi9ebLPyvLy8sHz5csyYMcPqMlxdXZtd8GRbPLebmxuWLFnCWX5cXBxOnz7tVM8dEBCARYsW4d1337W6DG9vbyxcuNDwd1BQEGJjYxucttAYhgwZAk9PT7u2Lxs3bkRcXJzJVb3mIJPJLB7iNuWnzuhHlmBv/3CEbxC2hU9V8H8iMCUlBfHx8Vi7di1u3bqF2tpakyt/eTweBAIBRCIRJBIJZDIZ3NzcEBgYiMjISMTExODhhx82KuIEAgHat2+Ptm3bwsfHB25ubpDJZJBKpZBIJIZev4bQx/07d+4cpk6dikWLFqGkpISW3tuRqKgopKam2nyRzZtvvonhw4dbff5nn32GLl26NLv6bMxzCwQCbNu2DZGRkZzHvPbaaxYLSkfwzjvv1JlzZdEvd6EQO3bsQGhoaJ3t5kwTuJ/ExESLjvf09GyUaDWH4OBg7Nmzx+SctYYQi8XYs2ePTVboW+tHplY1NxX29A9H+AZBAtBuIlClUqGgoABLly7FwIEDsXbtWuTm5qKmpsaieEh6Yaifq2fqGH2vn6X3qlarUV1djatXr2Lx4sVITExEamqqxXN6CPMRiUR4/fXX8dtvv5mc72L1l5HPx86dOy2OyC+TybBt2zZMmjSpeTZCVj63u7s79u/fj5EjR5o8bsKECUhISDCrzGHDhiE5Odkhzy0QCLBv3z6L5yB6eXnh4MGDRuc8Dhs2DLNmzTKrnMFPDsbGjRstvu85c+bY3ddiY2Pxxx9/oGfPnhaf27ZtW+zfv99mC7Ss8aOkpCRMnz7d6b5r9vYPR/gGQQLQrkKwpqYG169fx5IlS/D4449jzpw5OH78OORyuWHBR1Pcl1qtRm1tLeRyOTIyMjBz5kwMGDDAEPeP5vzZ5yXdv39/LFq0CJcvX8Znn31m1x4iiUSCzZs3Y/v27YiNjW2wF2js2LH4/fffMX78+GZdz5Y8t0AgwKRJk5CTk2NWD4VAIMCuXbswZcoUk+I+OTkZe/bscWj4JL1437p1K6Kjoxu099SpU3H+/HmTPYerVq3CmjVrOEOq8Hg8TJkyBWkH0qx6VoFAgM2bN2PTxk1GV17birCwMPz555/YsmULIiIiGjw+ICAAc+bMwYULF2wu/sz1I7FYjEWLFmHXrl1Om5HHnv7hKN8gbAOPNTBWWFNTg1GjRuHIkSNOF1TY09MTP//8M3r16lVnuFSpVGLjxo2YN29eoyeX68PBSCQStG/fHsOHD8eTTz6J7t27w83NzdCLp//XFmi1Wuh0OjDGoNPpoNFoUFpain/++QdHjx7FwYMHUVRUhNra2kZPIpfJZFixYgVeeeWVOqug1Wo1/v77b8THxzvdnA6hUIgnn3wSu3fvtii4qFqtxrFjx8xqxNzd3REcHAx/f3/OXlxTFBUVcQYajomJMRlW4n6ys7Px22+/4ebNm7hz5w7EYjECAwPRsWNHJCQkmL3gw5r7yc3N5QzI3KNHD6PXNnXOww8/jICAAKueWx/fMioqCvHx8WbX34PcuHEDO3fuREFBAeRyOTw9PdGpUye88MILhmDBlj63rWzNGENWVhZOnjyJ/Px83L17FyKRCN7e3oiJiUF8fLxFWV7KysqQlpaGnJwc3Lp1CxKJBB06dEBSUhK6du1qaGsyMjKMThnx9/c36yV+7tw5nDhxAleuXEFlZSVUKhU++eQTmy2Q0tfNpUuXcPDgQRQUFKC0tBR8Ph8+Pj7w9/fHY489ht69e5stuhprs/v9qLy8HL6+voiIiMDzzz9vOHfVqlWcvckpKSkYM2ZMk3xHHekfjvANggSg3QTgg8LAxcUFYrEYHh4e6N27N2JjY9GzZ0+EhYUhICDAEJ7l/o+xX1H6IWfGmOHLpdPpoFarUVJSgps3b+L69ev4559/8Pfff+PSpUtQKpVQq9VQqVQ2y0rSmgQgQRCEI3vaLBGABOHwdylVgWU9c1qtFgqFAhUVFbh9+zbS0tIMq4I9PDwQFhZmWNzh7e2Njh07Yvjw4fVEoEqlwnfffYfLly+jpKQEJSUlyM/PR1FREVQqFTQajaH3T/8hCIIgCIIgAdiE6Ofk3T/vrqysDAUFBXWGhWNiYpCQkFBPAGo0GmzduhVZWVkGsaf/EARBEM6DXC5Hfn6+0X0hISFGh2dpTjZBArAZoV+Za60QY4wZegmBf4eMFQoFZ0gWpVIJhUJhE9GnzyCiF5MEQRCEbUhLS8OECROM7nvvvfewbNmyetuLioo4y6M87QQJQCcSfhKJBG3atEFERAQKCwuRl5uHquoqpxdTPB4PHh4eiI6ORnh4OC5evIizZ8+isrKSDEsA+Dd91s6dO43umzBhgk1W6y1fvhwlJSX1tkulUs4gzUTLR61W44MPPjBrsZpIJIKPjw+Cg4PRp08fdOjQwWnymevzLRtj8+bNmDNnTp2FDUqlEnv27OE8x9zFUETjyMjIwE8//WR034svvmhVmCESgC0MmUyG6dOn46233oKnpyeUSiV++eUXLFu2DNeuXbPpQhJbwufzERAQgE8++QSJiYkQiURQKpVISUnB3LlzUVZWRsYlkJGRgY8//tjovkcffdQmAnDz5s24du1ave0+Pj4kAFsxNTU1FufY1tOuXTu89dZbeP311+Hq6tqkzxEeHg6pVGo0jVlxcTEef/xxrF+/Hj169MCdO3cwe/ZsFBYWcv5o79y5MzmHA/jrr7842764uLhWLwBbfRxAoVCIPn364J133kFgYCBkMhm8vLyQlJSEAwcO4N1330X79u0hlUqd5p71OYajoqKwZcsWjBw5Ep6enpBKpfD09MRzzz2HkSNHWhW+hCAIwhkoKCjA3LlzERkZ2eQp2EQiEcaOHcu5PycnB4MGDYK/vz+6deuGn3/+mfPYmJgYCoNCkAB0BlxcXDB48GC4uroa4vjxeDyIxWIEBwdj9uzZOHLkCJKTkxEWFgZXV1ez8/Pa417d3NzQqVMnfPDBB0hNTcXAgQPrhELR33u/fv1onglBEM2ewsJCDBo0CAcPHmzS+3j11VdtUs60adPIqAQJQGeBK+cvn8+HRCJBWFgYkpOTkZmZifXr12PgwIHw9fWFTCazqxgUCAQQi8Vwd3dHYGAgRo4ciS+//BLHjx/Hm2++iTZt2tSJ3aeHMYaysjJaDEIQRIugpqYG48aNQ15eXpPdQ58+fSxO2/cgXbt2pVRphNPQ6ucAqlQqpKamYtq0aQgKCqoXSV6/MlggEKBNmzYYN24cxowZg5s3b+LYsWM4cuQITp8+jaqqKkO8Pv0q4vuDQXMJPJFIBMYY+Hy+4SMUCiGVSvHQQw8hLi4OvXv3RnR0NHx8fODi4gKhUMiZdUSn06GkpAQpKSlQKpXk4QRBtAjKysowYcIEHD9+vMnu4dNPP0VWVhYuXrxo8bkeHh7YsWMHJBIJGZMgAegMaLVa5OTkYMaMGVi2bBlCQ0M5v6B8Ph9isRgikQidO3dGeHg4Jk+ejKqqKuTn5+Py5cu4evUq8vLyUFhYiNLSUoSGhhoVgHw+H7169UJYWBi8vb3Rpk0btGnTBu3atUO7du0QFBQEqVRaRxQ2lGpOo9Hgzp07mDt3Ls6ePUs9gARBOC0ymQzt2rUz/F1aWoqSkhKYSk6VmZmJv/76C7169WqSe/b29saxY8eQkJCArKwss8/z9/dHWloa5cclSAA6G/pewH/++Qdz587F6NGj4e7uzjmH7v5eQeDfRPZeXl7o3r27IbWb/qMPMfMgEokEq1atMhxz/0cfRNrcEAiMMSgUCly8eBHz5s1DZmYm9f4RBOHU9O/fHwcOHKizrba2FqmpqZg1axZu3bpl9LwNGzbgq6++arL7DggIwMmTJ7F48WKsW7cOVVVVnMfy+Xy89NJL+PDDD+Hv709GdzCTJk1Cv379jO7r1q0bCUBykf/Ly3vt2jXMnj0b3333HWbOnIkBAwYYFn2Y6n3j8XgWr7jl8XiNXlnMGINSqYRcLsf27duxZs0aFN8uhlrT8iPQN9QbShBE80MqlWLs2LGIi4vDww8/bDSe6aFDh5r8PsViMZYtW4bk5GTs2bMHp06dQkFBASorK+Hr6wt/f3/06tULSUlJJPyaEH9/f6p/EoDmC6qqqiqcPHkSZ8+eRY8ePfDKK69gyJAh8PT0NMy/a+p71Gg0UKvVKCkpQWpqKjZs2IDr169zLmYhCIJoTnTo0AFvvPEGVqxYUW9fQUEBSktLjaZfczQeHh6YNGkSLewgSAC2FBGo1WpRUVGBU6dO4cyZMwgMDMTo0aMxfPhwdO/e3TA3z5x5eba6H51OB61Wi6qqKmRnZ2Pfvn1ITU1FaWkpCT+CIFocI0aMMCoAAeDmzZtOIQAJggRgCxaCVVVVqK6uxvr167Fp0ya0bdsW8fHxeOKJJxAVFQVfX1+DELx/Dp8lwpAxBp1OZ5g3qP+/TqdDbW0t8vLycObMGWRmZuLYsWMoKSmBUqmEWqWGjpHwIwii5dGhQwfOfXfu3KEKIggSgI4RgwqFAgqFAhUVFbh69So2btwIkUiEjh07IjY2Fg899BA6deqE4OBg+Pn5wc3NzbCYQywW11vQoS9Tq9WipqYGlZWVuHfvHoqLi3Hz5k1cuXIFFy5cQE5ODqqrq6HRaKBSqQxhZgiCIFoypuZIy+VyqiCCIAHoWHQ6HZRKJZRKJXg8HsrKynD27FlDL6D+X5lMBl9fX8TGxmLt2rX1GrPa2lpMnjwZJ0+ehEKhqDfUq9PpoNFooNVqTYZFIBpHRUUFDh06hPT0dNy6dQt3796FRCKBv78/HnroIcTHx6N3795mrcjOyspCZmam0X2JiYmIiIgAAGRnZ2PLli3Iz89HUVERfHx80K1bN0ycOBEPP/yw2feu0Wiwd+9eHDx4ELm5uaiqqkJQUBA6duyIyZMnO3XICWvq6vbt2wgODkZERARef/11hIaG1jv32rVr2LJlCy5duoSCggLw+Xy0bdsWvXv3xsSJE62aEG5LH+GyXXV1NQIDA9G+fXu8+OKL6N27NwDg8uXLnBkwnn76aXTq1KnBaymVSuzduxenTp3C7du3UVBQAKFQiMDAQHTu3BlJSdhyo+IAACAASURBVEno2bOn0y2sMjXf+sEoB+b6EwAoFAr89NNPSE9Px507d3D79m1kZmYatZ+xuhOLxQgJCUFQUBCeeeYZxMbGNuo5FQoFdu3ahb/++gtFRUWGawQGBqJLly4YNWoUevToYZF/OcL2xcXF2L9/P06ePImioiKUlZXB19cXbdu2xZAhQ5CQkAA3Nzer6sRWZVviF87QhtuzHeDq3TJJdXU1e+qpp5hAIGAAnOrj6enJTp06xdRqdZ17VigUbN26dUwmkzXZvfF4PObi4sJ69+7Nqqqq6tVrVVUVi4uLa/J6lclkbN26dUyhUNS5P5VKxU6dOsU8PT2dzu5CoZAlJCSw6upqZi01NTVs8eLFzMPDo8Hr9ezZk6WmpjZY5urVqznL+OGHH1hNTQ177rnnTF5r6tSpTKlUNnitW7dusb59+5osa9y4cayqqoqtXLmS85iUlBRmC8LDw42W7+PjY5e6cnFxYUuXLmU6nY4xxphGo2HJycmMx+NxniOVStmnn35qOKcpfMRc2yUlJbHKyspG2U6tVrMlS5Ywf3//Bu8/Li6OZWRkMFtTVlbGec2EhIQG3z1c53799dcW+RNjjCmVSrZs2TKj9tRqtVbXXXR0NPvpp58srhulUsnmz5/PfHx8GrxG37592YkTJ8wu2562l8vl7M0332Qikchkub6+vuyTTz5hGo2myco2xy+cuQ23RTtgChKADwgLqVTKJBIJ4/P5jb4/gUDAYmNjOQVgbGysTa7D4/GYVCplMpmswS8OCUDG8vPzWXR0tMXXnT17dr0XhbmNx9atWxv8sus/48ePN3n/FRUV7KGHHjKrrNjYWLZw4cJmJQAtqatp06ax6upqNnr0aLPtuGLFiibzEUts17NnT/b+++9bZbu7d++yAQMGWNyOfPjhh2YLZHsLwPLycs5zt2/fbtGL++zZs6xbt26cx9xvM2vrbuHChSZtfz+FhYWsX79+Fl2Dz+ez//mf/2mwbHva/sKFCywyMtKisocNG2ZWW22Psm0pAJuqDW9MO0AC0Ezn9/DwYMOGDWPLli1js2bNYuHh4UwsFju9AHRxcWHdunVjixYtYp9//jmbOHEi8/LyIgFo4hdmRESE1ddeunSpVY1Nu3btLLrOvn37OK8zd+5ci8qSSqXNSgBaWle+vr4Wv+yys7ObxEcstZ2pdpfLdkqlksXFxVl9/x999JFTCMC7d+9ynrt7926z/WnUqFHMzc3N5DPrhVtj686U7fXU1tayqKgoq6/x+eefm+xVtJftCwsLWUhIiFXljhkzxqS4tFfZthSATdmGW9MOkAA0UwC6u7uzdevWsbKyMlZbW8uqq6vZlStX2PTp05mfn5/FvWqOEIA8Ho+5urqy+Ph4dvXqVVZTU8MUCgUrLy9n33zzjVnDVq1RAI4cObJR1+bz+ezvv/+2uLGx9DNw4EDOoR1b2sQZBaAjPqNHj3a4jzjKdsnJyY3+UWlKIDtKAObl5XGe+8svv9jUn/QCsLF1JxAI2PHjx00+1xtvvNGoa0gkEnbp0iWH2l6n01ncq/jg55tvvjF6z/Ys25YCsCW24a0+nYJAIEB0dDRefPFFeHh4QCKRQCqVIiwsDB9++CEOHDiAiRMnIjAw0BD/rynh8XiGHJrvvvsutmzZgtDQUEilUojFYri7uyMpKQmPPvpokwetdjYyMjKwb9++Ri8CWrBggd3v9fjx46ioqKi3/fLlyygvLydjNpKDBw9CoVA41EccYbvCwkJ8/PHHjSpDrVZjyZIlTW6ja9euce5r27atU9adVqvF/PnzOfffuHEDn3/+eaMXjSxfvtyhtt+3bx8yMjIaVfbixYuhVqsdWnZT0hza8FYvAIVCIXr27AmpVGpYZaXP9evq6oqePXtizZo1OHr0KObPn48ePXrAy8sLEonEYWJQIBBAKpHC09MT3bp1w/z585Geno5Zs2YhICCgjtDj8XgQiUTo0aOHIVcx8S+ffvqpTco5cOCA3eOQabVaXL582aKXImE+tbW1uHTpkkN9xBG227ZtGzQaTaPL2bNnD4qKiprURrt37+bcFxwc7LR1d/z4ceTm5hrdt3XrVptEddi+fXs9EWFP25vKvSwUCjF48GA8++yzCAoK4jzu+vXrRlfY2rPspqQ5tOGtXgDqdDoUFhYa/eLoc/zKZDJERkZi9uzZOHr0KFJTUzFv3jz06dPHEPNPIpFAJBI1ShTqrycWi+Hq6goPdw/4+fnhscceQ/K8ZOzfvx/Hjx/HzJkzERYWxtkjqdFocP36dWi1WnrT3/fCfzDx/P1ERkZi7969KCsrQ15eHhYuXMh5LGMMv/zyi8X38NRTT+HcuXMoKyvD6dOnER0dbfL4e/fu1dtWWlpq8pwRI0bg/PnzKCsrQ3p6Ojp37tws7WVpXQHA0KFDce7cOZSXl+P06dMNhsG5e/euQ32kIdv16tULWVlZKC0txaFDhxASEmJxvZ0+fZpzn7+/P3bs2IGSkhLcvHkTycnJnKFFGGNIT09vMvtnZWVh06ZNRvd17doVXl5eVpXbvn17rFy5En/++Sfkcjny8/Oxf/9+8Pl8m9WdXgRaap82bdpg165dkMvlyMvLw4wZMziPValU+P333x1i+6qqKhw+fNjosd7e3sjMzMThw4exc+dOXL16Fc899xznffz00091/rZn2c7QLlnThtuiHTCb1j4HkMfjMV9fX5aRkWHWnDKdTsdUKhVTKBSssrKSXb9+naWlpbGVK1eyiRMnsri4OBYUFMR8fHyYr68vGzBggNFyq6ur2cCBA5mPjw/z9vZmQUFBLCoqio1KGsVmz57NvvzyS3bs2DFWUFDAqqqqWG1tLVOpVCYn0up0OlZTU8MOHz7MvL29aQ7gfWRnZ5uc3FtYWFjvnJdeesnkak9L5o+0adOmXmiAu3fvmpycbmxux2effcZ5fHh4eL3vQkFBAXN3d29WcwCtqau2bdsylUpV55w7d+4wV1dXznN+/PFHh/qIKdt5eHiwsrKyeqsiTc0RNma7mJgYiyalT5w4kfP4mTNnOnQOoEajYXl5eWzVqlUmbT19+nSr5m6NHj2aVVRUcN6rLevuP//5j9FrdO7c2ex5jYwxk6vb58+f7xDbX7p0ifO41atXG323BQQEmDX31p5l23oOoCPacFu1AzQH0HwBDLlcjpemvIQff/wR5eXlJrvRH+yla9++PYYMGYIZM2Zgw4YNSE9Px4ULF5CVlYWMjAysW7cOIpGoXjkikQjr16/HiRMncPbsWVy8eBEnTpzAtv/dhqVLl2LSpEno06cP2rRpA1dXV0gkEri4uJj81VZTU4OjR4/i1VdfRVlZGXX73ceVK1c4902fPh1t2rSpt33ixImc51hav2PGjKnnB35+fhgzZoxF5ahUKpPXeHDeZ9u2bTF27NhmZStr6uqZZ56Bi4tLvV6PZ555xml8xJTtnnvuOXh6etbZ1qVLFyQlJVlUd8Z6HADAy8sLI0aMqLd96tSpnGXZO9vGr7/+Cn9/f/j7+8PX1xcuLi4IDQ3F3LlzUVVVxdn+vv766xZfa/Dgwfj+++/h7u7ukLqrrKw0q9f5/u/pkCFD6m1/+eWXzfYve9m+uLiY87gnn3yy3jaZTIahQ4fCx8en3ufBUSl7lu0M7ZKlbbit2gFzoVUC+HcY+EbuDUyfPh07d+7E7Nmz8cgjjxhElykxKBAI6s21Y4zB3d3dMNfD2GIMgUBgGJ6zNHfwg9dSqVS4d+8eNmzYgA0bNqC0tJSyhzxAfHw8Tp48aXRf9+7djW43lYvUUgEYFhbGOSRlCaYaucjISOPPEdqhWdnKmrrq2LFjo+vX3j5ije0ezFTQEFwCg9M3TNy/sQnstkStVnOKFi6ef/55dOnSxbKXnFCIL7/80mRbbuu6MzbJX6PRcIpqLjt37tyZc5jxwWFwe9neVL1x2e/bb781yzb2LNsZ2iVbteGWtgMkAK0QUvqUTydPnsTAgQMxbdo0PProo5BKpYYUb+agF4YNHdOYVbparRZqtRrl5eVITU3F2rVrcf36ddTU1JAxjeDu7o4+ffpYdI5MJjPpL5bANYHZ1dXVYj/lgis1kkgsala2sqauuM4xZUNH+4gp23GtavXx8TH7XpRKJWpra43u48qrK5FImtUPA2sW6QwePJjzB4K96s6YeK6pqeH0Aa5rhIeHIysrq0ltHxAQwLlvxYoVGDBgQIPiuinKdoZ2ydI23BbtgCW0+iHgBw2jVqshl8uxf/9+PP/880hMTMTGjRtx7do1VFdXQ6VS2WSllbX3plQqUVlZibNnz2LVqlXo378/Zs6cifPnz5P4c2JoRbZ966q5168t7r8l9/q7u7sjJSXFqhehPp+qI+vOWHn2tI89yw4NDeVcdJOeno4BAwbg8OHDVt2DPctujm24o9sx6gE0Ibb0qwnPnDmDxYsXo2/fvkhMTES/fv0QEhJiWPV7/8cWaLVa6HQ6/P9A3dBqtaisrMTFixeRmZmJQ4cO4fz586itrYVSqYROpyOjNQL9UFRlZaVhDqiXlxetoibIR5yA6OhofP/995zDYw3Rrl07qsRGipIxY8Zwhms5efIknnrqKXTv3h1Tp07FpEmTzF6lbc+yCRKAjRaCWq0WNTU1hhARv/76K8RiMYKDg/H4448jOjoaXbt2Rfv27eHt7Q2BQGAQgjwezxCXz1jZKpXKIPKAf+ciarValJSU4NatW7hx4wZycnJw5swZnD17FtXV1VCr1VCr1U3SC9mSqKiowIYNG3D48GGcOHGCc/iEIB9pCT5y/PhxowLKmduR2NhYTJ48GS+//DLEYrHV5Xh4eLRqP7aF7efMmYNvv/3W5AKGc+fO4e2338a8efPw3HPPYc6cOZxzZx1VNkEC0GZiUC++qqurUV5ejitXrkAoFBo+Pj4+CAsLQ7t27RAYGAhvb2+EhYVhxIgR9USgSqXC1q1bcfnyZZSWluLevXsoKChAUVGRYZhZp9NBo9EYPoRt2L59O15//XXKqEG0Gh9hjJlc5dwUdOrUCS+88ILhb4FAgLZt2yIiIgKdOnWyS7aP1vruaqztO3fujKVLl2Lu3LkNHqtQKLB161Z8++23GDlyJNavX2+yF9aeZRMkAO2CVquFVquFUqk0bCstLcWNGzcMw8ECgQAxMTFITEysJwA1Gg2+++47ZGVlGcSe/kPYjy+//BKvvfYaVQRBPtLEREREYPHixVQRzYTZs2dDpVKZTHX3oPDcu3cvMjMzsWPHDqNhbhxRNsENLQKx8S8tjUYDlUoFhUJh+HBNYFUqlVAoFHV6/Aj7ceXKFbz99ttUEQT5CEFYKhb4fLz//vv44Ycf4Ovra/Z5JSUlGDNmDC5cuNAkZRMtWAByiSvG2L9xsolG1WFLWlm4evVqKBQKMjhBPkIQVjJ27Fjk5uZi+fLl8PPzM+uciooKjB8/vsH3iT3LJurTrIeAmY6hvLzcaLytkpIS6Bj1qJkj/kpLS432Psrl8hbzpVKr1fjxxx9NHvPII49g6tSp6N69O7y8vHDhwoVml0WDIB8xRkhICMaNG2fROQ899BA5RQvAHrZ3c3PDvHnzMHPmTBw4cADbtm1Damoq1Go15znZ2dk4deoU+vbt22RlEy1IACqUCuzevRuPPvooPDw8wOfzodFoUFJSgtTUVJOrioh/UalU+Omnn/DKK69AKBTCxcUFOp0ONTU12L17d505js2Za9eumUzCvXnzZrz00kt1tgUGBpKDtCJaso907NgRK1asICO3Quxpe7FYjFGjRmHUqFG4ffs2PvroI6xbt45TrG3YsMFskWbPsol/adZDwGq1Gj/88AM++eQT5Ofno7y8HDk5OYbAyDSnrmG0Wi1ycnIwa9YsXLx4EeXl5cjPz8dHH32ElJSUFiOiL126xLkvKSmp3oudaH2QjxCE9QQFBeGjjz7CgQMHOLN3/P77705XdmumeQ8BM4bKykqsXr0aX3zxBaRSKaqqqlBVVWWyu9iR6EO5PHg/Go3GaYZXlUol9uzZg0OHDsHd3R3V1dWora1tUbHxrl+/zrlv2LBhLeIZuXye5sa0Dh+xVSD6VtkTYuO6M5bRwZ72cSbbDx48GJMnT8amTZvq7btx4wY0Go3VaVDtWTYJwGYqAvWrbXk8nlO97PRzEdPS0urlY1QoFLh3955T3K8+KLVKpTI6p7IlUFlZybkvODjY6HZnjL3I4/E49+Xl5RndfufOHWrpnMBHTNlOLpcb3W5JekeRSAQ3NzdUVVXV28eVsaSyshIpKSlG93Xt2tXi3MjNFVN1ZyyvLwBUV1dzlufp6Vlvm0wmA5/PNzoyxTVaVVZWht27dxvd1717d8TFxdnd9qdOnTK6ytbd3R3PPvus0fOfeOIJoyJNP0VLP3XCnmU7K/ZuB1qVAHTmng6dToebN2/i1VdfrWd0xpjJ5OBUh7bF1BeooKDA6PabN2865YuKi5ycHKPb//vf/5K6cwIfMWW78+fPG91uaQBff39/oyLg6tWrRo8/duwYXn75ZaP7Jk6c2GoEoKm6u3z5MrRabb1ePVO2MZZ9RCAQwNfXF3fv3q2379q1a0bLOXToEKd9XnnlFYMAtKft9+7di1WrVhl9nqFDhxp91nv37nHWzf1ZXexZtjP/2LB3O2AuNGZgZ7RaLaqqqlBZWVnnU1VVRXMUHYipYYEjR44Y3Z6enu50zyGRSDj3/fjjj/V6ATMzM3H48GFyACfwEVO2++GHH+q9vM+dO8fZQ2NKxBjj9u3bOHDgQL0fqJ9//jlnWd7e3q3K/lx1V11djW+++abeD+W1a9dyluXu7m7RNa5du4ajR4/We3ds2LCB8xoP5sS1l+3bt2/P+W77+uuv621Xq9XYuXOn0XNcXFzqiDp7lu2sOKIdIAFIEPdhKqZUSkoKfv3113q/uFavXu10z+Hj48O5T6lUon///tixYweysrKwfv16JCYmkvGdxEdM2a64uBj9+/fHvn37cObMGWzYsAH9+/e3eC5zp06dOPe98MIL+Pjjj5GdnY2MjAxMnDgRBw8e5Dw+KiqqVdnfVN298cYbWLJkCf7++29kZGRg9OjRSEtL4zy+W7duRrcby8mrF5TPPPMM1q5dizNnziA9PR3PP/88MjIyOK/xyCOPOMT2vXr14jxu4cKF+OWXXwx/37lzBy+++CJOnTpl9Pj+/fvXma9oz7KdFUe0A2b/6KVmn2gNmMoXqdPpkJCQgClTpqBLly7Iy8vD119/bXQ4pakJCQkxuT8vL8/imF+EY3ykIdtlZWUhKSmpUc/Qt29fbN++3ei+iooKzJkzx6xyeDwehg4d2qrsb6rulEolFixYgAULFphVd0888QTnNfbu3Wt0n1wuNzsLjUAgwJNPPukQ2/fq1Qtt2rRBUVFRvWPLy8sxdOhQBAcHw8/PDxcuXDApVp5++uk6f9uzbGfFEe2AuVAPoAXweDxDnt+m/BCW89hjj5ncr9FosGnTJsyePRvr1q1zSvGn70EwNYmYcF4fcYTtxo8fD5lM1uhynn32Wc6FLy0VW9XdiBEjOBciTJo0yeQcMHOZMGFCvZRp9rK9QCDAG2+8YfKcwsJCnD171qRACwwMxLRp0+oJWXuV7aw4UxtOPYAWiD93N3eEdwpvsmXmjDHI5XLcuHGD5g9aSFBQEGJjY/Hnn3826+fw8vJCXFwcTp8+TUZtZj7iCNt5eXlh+fLlmDFjhtVluLm5YcmSJa3O/raoO1dXV5NBlwMCArBo0SK8++67Vl/D29sbCxcudKjtZ82aha+++gq5ublWl71y5Uq4uro6tGxqw0kA2gxvH2/87//+L9q1a9ckPXFKpRIbNmzA0qVLW1SMPkexYMECDB8+3OzjExMT602edgZee+01ixoPrvAQhON9xFLbcQ2PmeLNN9/Er7/+itTUVIufXyAQYNu2bZxz1Vo6jak7APjss8/QpUsXk8e88847OHLkSL05pWa9sIVC7NixA6GhoQ61vVQqxd69e/HEE09whsVpyO8nTZpkdJ89y3ZWHNEOmAONJ5oJYwzFxcXYunUr+Hw+XF1dHfqRSqVQKBTYtm1bi0nP5miGDRuGWbNmmXXs4CcHY+PGjU75HBMmTEBCQoLZz5ycnEzGdxIfscR2SUlJmD59uuWNOp+PnTt3Wpy5xN3dHfv378fIkSNbrf2trTuZTIZt27aZJUQEAgH27dtn8VxdLy8vHDx40OTcTHvaPioqCr/88gvnyl0u5s2bh08//dTkMfYsu7m34da2AyQAbYxSqcSWLVtw7tw5hwcJVqlU+PHHH5Gfn0/Dv41g1apVWLNmDedcGR6PhylTpiDtQJpN5urYA4FAgF27dmHKlCmcx4hEIiQnJ2PPnj1O+xyt0UfMsZ1YLMaiRYuwa9cuoxklzEEikWDz5s3Yvn07YmNjG7ynSZMmIScnh1aNW1h3QqEQY8eOxe+//47x48dbLBi3bt2K6OjoBq8xdepUnD9/HoMHD25S2/fu3RvZ2dl4++236yU3eJA+ffrg+PHjWL58uVl+bM+ym2Mbbot2oCF4rIHIvzU1NRg1ahSOHDnCGVG8NeHi4oL4+Hh8++239eIw2QudTofbt29j8ODBuHTpUqsXgEKhEEOGDMGuXbusnvRcVlaGtLQ05OTk4NatW5BIJOjQoQOSkpLQtWtXAP/GosrIyDAaHNvf379emIyioiLOYMwxMTFGl//n5uZyBmrt0aNHg1Htb9y4gZ07d6KgoAByuRyenp7o1KkTXnjhBQQFBdnkGubw559/ory83OiLzliCdkfVlalzHn74YQQEBDjUR7hsV15eDl9fX0REROD55583PP+qVas4e3BTUlIwZswYs+yTnZ2N3377DTdv3sSdO3fg4uICHx8fREVFIT4+3mRoisagVqtx7Ngxo/t8fX0bFD/mYo0/mcuDdScWixEYGIiOHTsiISGh0d8fxhiysrJw8uRJ5Ofn4+7duxCJRPD29kZMTAzi4+ONZhax9v5tZfuysjIcO3YMJ0+eRFlZGfh8PsRiMdq3b4+RI0ciPDzc6nu2VdmW+kVTt+H2bgeMOZ9Jqqur2VNPPcUEAgED0Oo/PB6PeXp6sm3btjGFQsEcQW1tLVu3bh1zdXUlGwBMKBSyhIQEVl1dzQiiJbNy5UrO70FKSgpVEEFQO2B1uTQEbMWvtcrKSqxYvgLFxcV2743T6XQoLS3FF198QQs/CIIgCIKwzWgaVYF1ouza9Wv48ssv8d5779l1+TnN/SOIloFcLkd+fr7RfSEhIUaHl+yVAYAgCGoHSABaiUKhwObNm5GUlITo6Gi7xAak3j+CaDmkpaVhwoQJRve99957WLZsWb3tpkI/0OIegqB2oDHtgNlDwJR9oC6MMZSWluLDDz+0W4w16v0z4bh8Pvkk0ax4MHfr/WzevBlyubzONqVSiT179nCeY2oBC0EQ1A7YRABKJBKymhE0Gg0yMjLw888/o7a2FhqNBlqt1iYfjUaDkpIS6v3j+DHSXKK+E4Se8PBwzvAWxcXFePzxx3H06FHcu3cP58+fR1JSEgoLCzm/A507d6ZKJQhqB6y+lwbHLXk8HsLCwiAQCBwe+87ZYYyhoqICS5cuRfv27eHh4WGzstVqNdLS0pCXl0e9fw8gEAgQGRlJeZGJZoVIJMLYsWOxdetWo/tzcnIwaNAgs8qKiYmBt7c3VSpBUDtgPwEoEAjwxBNPYMuWLZSBwgg6nQ4XL15EYmKizYcklUol9f4ZQSKRoF+/fiQAiWbHq6++ytnwW0JzSXxPEITztgMNBoJmjOHu3buIj4/HP//8Q71RRJMiEAjw6KOPIjU1lXpAiGbJ+PHjsX37dqvP79q1K7KysmhqDkFQO9CodqDBLhQejwcvLy/Mnz/fbtHiCcKsXys8Hnx9ffHBBx/QHECi2fLpp5+iS5cuVp3r4eGBHTt2kPgjCGoHGt0OmDWG5uLigqFDh+Ldd9+Fn58fDb0RDofP58PPzw+LFy9G3759KQQG0Wzx9vbGsWPHEBMTY9F5/v7++PXXX02mlyMIgtoBcxEsXLhwYUMH8Xg8uLi4ICoqCl26dMH5nPOoqamBTqejIWHCbuj9TiaTISIiAmvWrEFSUhL1/hHNHldXV0yePBk6nQ7Z2dlQqVQmf/y8/PLL2L17NyIiIqjyCILaAdu8YxuaA3g/jDGo1WqUlJTg0KFDSEtLw99//43KykpYUAxH4Y09nTWJARljKC8vryeE9aFKGuqpUqlURuMI8vl8eHp6ttpYdzweD54enugZ3ROJiYlISEiAr68vxGIxtRpEi6KiogJ79uzBqVOnUFBQgMrKSvj6+sLf3x+9evVCUlIS/P39qaIIgtoB275nmRXKjTEGlUoFnU4HrVYLhULReAFoAyHWFOfW1tZi0KBByM3NrVOOm5sbvvrqKzz22GOcWUK0Wi1+++03vPzyy3VEII/HQ2hoKNLT0yGTyVqtAJTJZODz+RAKhRAKhTT1gCAIgiBshFX5y3g8Xp2emNY8JFddXW1UmPD5fPj4+MDf3x8uLi5Gz1Wr1fD29jbayycUCuHv79+q65YyfRAEQRCEEwlAelGbXy/6jzX1ZupcgiAIgiCIJhWALQGtVmvVULBWqzW5T6vVcoo4rVbLuYiGMQaNRmN19hWuYWeCIAiCIIhWrxK0Wi2qq6uRl5eHmpoai0VgTU2N0WwdGo0G586dg5ubGwQCgdFz9ccYE5G1tbXIysrizBloCjc3N4SEhJi8NkEQBEEQrRerFoG0FDQaDa5evYoZM2bgr7/+MtmbxwVjDFVVVUZXAUulUs75f3rUajVqa2rrrWLm8/lwc3OzaghYKBQiNjYWa9asQadOnUgEEgRBEARBAlBPTU0NJkyYgAMHDkChULQco/7/RTrDhg3DN998Q3HzCIIgCIKoQ6uNq6HT6SCXUJCkKQAAAORJREFUy/Hbb7+1KPEH/NsrqVQqcfz4cVRUVKAVa3yCIAiCIEgA/h88Hg8ikahFL5YQiUQ0/EsQBEEQBAnA+wWgu7s7xo0bBw8PjxYVZJjH48HDwwPjxo2Du7s7hZIhCIIgCKIOrXoVsEgkwty5c8Hj8fDtt9/izp07zX64lMfjISAgAC+99BJmzZoFiURCXk4QBEEQRF29wGiCGEEQBEEQRKuCkqsSBEEQBEGQACQIgiAIgiBIABIEQRAEQRAkAAmCIAiCIAgSgARBEARBEAQJQIIgCIIgCIIEIEEQBEEQBNGk/D88LwuWCBiSZgAAAABJRU5ErkJggg==)\n", + "#Assignment 6" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ll5BVb2mZS2_" + }, + "source": [ + "# In this assignment, we will train a U-Net classifer to detect mitochondria\n", + "# in electron microscopy images!" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "GhpX7CGfyuqw" + }, + "source": [ + "### IMPORTANT ###\n", + "#\n", + "# Activate GPU support: Runtime -> Change Runtime Type\n", + "# Hardware Accelerator: GPU\n", + "#\n", + "### IMPORTANT ###" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2lscACx4iuKi", + "outputId": "54b77c21-fd8e-417b-e602-1387a72117a2" + }, + "source": [ + "# load numpy and matplotlib\n", + "%pylab inline" + ], + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ZmB60TxJyQ61", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "32129627-ed0a-417f-e124-b2206d678f67" + }, + "source": [ + "# load the unet tensorflow code\n", + "!pip install git+https://github.com/jakeret/unet.git" + ], + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting git+https://github.com/jakeret/unet.git\n", + " Cloning https://github.com/jakeret/unet.git to /tmp/pip-req-build-rpq4hfj7\n", + " Running command git clone -q https://github.com/jakeret/unet.git /tmp/pip-req-build-rpq4hfj7\n", + "Building wheels for collected packages: unet\n", + " Building wheel for unet (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for unet: filename=unet-0.0.post0.dev81+gf557a51-py2.py3-none-any.whl size=25688 sha256=c74cd3e36dcba0a71186eaa327e2de98f14df252a2f6af5748044117839ad839\n", + " Stored in directory: /tmp/pip-ephem-wheel-cache-2wia7kp9/wheels/22/00/93/ce57529ed355f160088cbb6ce086e55168770913b40cf624ba\n", + "Successfully built unet\n", + "Installing collected packages: unet\n", + "Successfully installed unet-0.0.post0.dev81+gf557a51\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gn19r-d9yZVk" + }, + "source": [ + "# .. and use it!\n", + "# Note: There are a ton of U-Net implementations but this one is easier to use!\n", + "import unet" + ], + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "uMSdlwXfyRAv" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "f_SOOwQf78z-" + }, + "source": [ + "**Task 1**: Study the unet circle example and learn about mitochondria! [15 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "rfTKzDOLysUW" + }, + "source": [ + "# The unet package allows to train a U-Net classifier with little code.\n", + "# As discussed in class, the U-Net can be used to label/segment/annotate images." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "kI8AJjDmysXR" + }, + "source": [ + "# TODO: Please study the Circles example \n", + "# https://github.com/jakeret/unet/blob/master/notebooks/circles.ipynb" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "QM4GKfzTysZv" + }, + "source": [ + "# TODO: ... and look how the (artificial) dataset is generated\n", + "# https://github.com/jakeret/unet/blob/master/src/unet/datasets/circles.py" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "P2BsS24Cyscm" + }, + "source": [ + "# 1) Question\n", + "# TODO: Please describe what the U-Net is trained to do.\n", + "#\n", + "# TODO: YOUR ANSWER\n", + "# source: https://analyticsindiamag.com/my-experiment-with-unet-building-an-image-segmentation-model/\n", + "# the U-net is being use to \" deal with biomedical images where the target is \n", + "#not only to classify whether there is an infection or \n", + "#not but also to identify the area of infection.\". " + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "vKAyYg6yzXnw" + }, + "source": [ + "# 2) Question\n", + "# TODO: In circles.py, what does the following mean:\n", + "# channels = 1\n", + "# channel mean the RGB channel that being use. the channel being 1 meaning it be\n", + "# gray scale.\n", + "# classes = 2\n", + "# the classes focus on number of different type of data being use/classify.\n", + "# for example like the example use for cs410 for dog and cat it has two class.\n", + "# one class for dog and the second for cat. in this code I guess it focus for \n", + "#class would be one for circle and the second for non circle.\n", + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "iRDRxjS-9LYi" + }, + "source": [ + "# 3) Question\n", + "# TODO: What are mitochondria and what is their appearance in\n", + "# electron microscopy data?\n", + "# Hint: You can validate your answer in Task 4!\n", + "#\n", + "# TODO: YOUR ANSWER\n", + "# source: https://www.open.edu/openlearn/science-maths-technology/science/tour-the-cell/content-section-4.10\n", + "# Mitochondria is basically the powerhouse of the cells where energy production \n", + "# happen. It's an Organelle found in large numbers of cells. Their appearance \n", + "# in electron microscopy data ar like rounded or sausage-shaped structures" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "XdcmkK1i1Yv8" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KbpOUGY9fKLw" + }, + "source": [ + "**Task 2**: Setup a datagenerator for mitochondria images! [45 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "kleZbthp9LcC" + }, + "source": [ + "# TODO: \n", + "# Download https://cs480.org/data/mito.npz to your computer.\n", + "# Then, please upload mito.npz using the file panel on the left." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "cJJB5etk0O3B" + }, + "source": [ + "# The code below is similar to the circles.py file from Task 1.\n", + "# We follow Tensorflow conventions to design a tf.data.Dataset for training\n", + "# the U-Net.\n", + "#\n", + "# TODO: Please add four different data augmentation methods in the code block\n", + "# below. (image normalization to 0..1, horizontal data flip, vertical data flip,\n", + "# rotation by 90 degrees)\n", + "#\n", + "# Hint: https://github.com/jakeret/unet/blob/master/src/unet/datasets/oxford_iiit_pet.py#L25" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "d-aohs2x0O5s" + }, + "source": [ + "import tensorflow as tf\n", + "import tensorflow_datasets as tfds\n", + "from tensorflow_datasets.core import DatasetInfo\n", + "from typing import Tuple, List\n", + "\n", + "IMAGE_SIZE = (256, 256)\n", + "channels = 1\n", + "classes = 2\n", + "\n", + "def load_data(count:int, splits:Tuple[float]=(0.7, 0.2, 0.1), **kwargs) -> List[tf.data.Dataset]:\n", + " return [tf.data.Dataset.from_tensor_slices(_build_samples(int(split * count), **kwargs))\n", + " for split in splits]\n", + "\n", + "\n", + "def _build_samples(sample_count:int, **kwargs) -> Tuple[np.array, np.array]:\n", + "\n", + " # here we load the mitochondria data\n", + " loaded = np.load('mito.npz')\n", + " loadedimages = loaded['arr_0'][0].copy()\n", + " loadedmasks = loaded['arr_0'][1].copy()\n", + "\n", + " # now let's go to numpyland\n", + " images = np.empty((sample_count, IMAGE_SIZE[0], IMAGE_SIZE[1], 1))\n", + " labels = np.empty((sample_count, IMAGE_SIZE[0], IMAGE_SIZE[1], 2))\n", + " for i in range(sample_count):\n", + " image, mask = loadedimages[i], loadedmasks[i]\n", + "\n", + " image = image.reshape((IMAGE_SIZE[0], IMAGE_SIZE[1], 1)).astype(np.float)\n", + " mask = mask.reshape((IMAGE_SIZE[0], IMAGE_SIZE[1], 1))\n", + "\n", + " #\n", + " # TODO: Normalize the image to 0..1\n", + " #\n", + " # TODO: YOUR CODE\n", + " # \n", + " image = tf.cast(image, tf.float32) / 255.0\n", + " mask -= 1\n", + " #\n", + " # TODO: Use Tensorflow to flip the image horizontally\n", + " #\n", + " if tf.random.uniform(()) > 0.5:\n", + " #\n", + " # TODO: YOUR CODE\n", + " #\n", + " image = tf.image.flip_left_right(image)\n", + " mask = tf.image.flip_left_right(mask)\n", + " #\n", + " # TODO: Use Tensorflow to flip the image vertically\n", + " #\n", + " if tf.random.uniform(()) > 0.5:\n", + " #\n", + " # TODO: YOUR CODE\n", + " #\n", + " image = tf.image.flip_up_down(image)\n", + " mask = tf.image.flip_up_down(mask)\n", + "\n", + " #\n", + " # TODO: Use Tensorflow to rotate the image 90 degrees\n", + " #\n", + " if tf.random.uniform(()) > 0.5:\n", + " #\n", + " # TODO: YOUR CODE\n", + " #\n", + " image = tf.image.rot90(image)\n", + " mask = tf.image.rot90(mask)\n", + "\n", + "\n", + " # augmentation done, let's store the image\n", + " images[i] = image\n", + "\n", + " # here we split the mask to background and foreground\n", + " fg = np.zeros((IMAGE_SIZE[0], IMAGE_SIZE[1], 1), dtype=np.bool)\n", + " fg[mask == 255] = 1\n", + " bg = np.zeros((IMAGE_SIZE[0], IMAGE_SIZE[1], 1), dtype=np.bool)\n", + " bg[mask == 0] = 1\n", + " \n", + " labels[i, :, :, 0] = bg[:,:,0]\n", + " labels[i, :, :, 1] = fg[:,:,0]\n", + "\n", + " return images, labels" + ], + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "9UNuaugR0O8k" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eqsEUwQKfXnu" + }, + "source": [ + "**Task 3**: Let's train the U-Net! [25 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "pnF1RIg1nVv7", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "b7f3b662-0686-43e3-e2ca-af68c9797d41" + }, + "source": [ + "#\n", + "# We can now create our training, validation, and testing data by calling\n", + "# our methods from Task 2.\n", + "#\n", + "train, val, test = load_data( 660, splits=(0.7, 0.2, 0.1) )" + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:28: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:72: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:74: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ODwQX4rN3VfX" + }, + "source": [ + "# 1) Question\n", + "# TODO: We have in total 660 images + 660 masks. Based on the code above,\n", + "# how many images are used for training alone?\n", + "#\n", + "# TODO: YOUR ANSWER\n", + "# 462 images" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "cCY5ao3X3uYF" + }, + "source": [ + "#\n", + "# Let's setup the U-Net!\n", + "#\n", + "LEARNING_RATE = 1e-3\n", + "\n", + "unet_model = unet.build_model(channels=channels,\n", + " num_classes=classes,\n", + " layer_depth=5,\n", + " filters_root=64,\n", + " padding=\"same\")\n", + "\n", + "unet.finalize_model(unet_model, learning_rate=LEARNING_RATE)" + ], + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "MYezkNl-4Fu3" + }, + "source": [ + "#\n", + "# And, let's setup the trainer...\n", + "#\n", + "trainer = unet.Trainer(checkpoint_callback=False,\n", + " learning_rate_scheduler=unet.SchedulerType.WARMUP_LINEAR_DECAY,\n", + " warmup_proportion=0.1,\n", + " learning_rate=LEARNING_RATE)" + ], + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "bPs0NxVy3ua3", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "115b3426-a8f3-4755-db49-3e5c4bdbaccc" + }, + "source": [ + "#\n", + "# ...and train the U-Net for 50 epochs with a batch_size of 10!\n", + "#\n", + "# TODO: Please complete the code below.\n", + "# Hint: Don't forget to use training and validation data.\n", + "# Hint 2: This will take roughly 30 minutes!\n", + "#\n", + "trainer.fit(unet_model, train, val, epochs=50, batch_size=10\n", + " #\n", + " # TODO: YOUR CODE\n", + " #\n", + " #\n", + " )" + ], + "execution_count": 13, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/50\n", + "47/47 [==============================] - 68s 1s/step - loss: 0.0649 - categorical_crossentropy: 0.0649 - categorical_accuracy: 0.9231 - mean_iou: 0.4423 - dice_coefficient: 0.8965 - auc: 0.9937 - learning_rate: 9.9911e-05 - val_loss: 0.0745 - val_categorical_crossentropy: 0.0745 - val_categorical_accuracy: 0.9409 - val_mean_iou: 0.4499 - val_dice_coefficient: 0.9072 - val_auc: 0.9955\n", + "Epoch 2/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0670 - categorical_crossentropy: 0.0670 - categorical_accuracy: 0.9214 - mean_iou: 0.4410 - dice_coefficient: 0.8947 - auc: 0.9930 - learning_rate: 2.9991e-04 - val_loss: 0.0750 - val_categorical_crossentropy: 0.0750 - val_categorical_accuracy: 0.9413 - val_mean_iou: 0.4496 - val_dice_coefficient: 0.9066 - val_auc: 0.9956\n", + "Epoch 3/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0720 - categorical_crossentropy: 0.0720 - categorical_accuracy: 0.9192 - mean_iou: 0.4380 - dice_coefficient: 0.8897 - auc: 0.9920 - learning_rate: 4.9991e-04 - val_loss: 0.1079 - val_categorical_crossentropy: 0.1079 - val_categorical_accuracy: 0.9398 - val_mean_iou: 0.4370 - val_dice_coefficient: 0.8793 - val_auc: 0.9954\n", + "Epoch 4/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0811 - categorical_crossentropy: 0.0811 - categorical_accuracy: 0.9162 - mean_iou: 0.4330 - dice_coefficient: 0.8811 - auc: 0.9902 - learning_rate: 6.9991e-04 - val_loss: 0.1210 - val_categorical_crossentropy: 0.1210 - val_categorical_accuracy: 0.9404 - val_mean_iou: 0.4318 - val_dice_coefficient: 0.8684 - val_auc: 0.9955\n", + "Epoch 5/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0865 - categorical_crossentropy: 0.0865 - categorical_accuracy: 0.9129 - mean_iou: 0.4299 - dice_coefficient: 0.8758 - auc: 0.9890 - learning_rate: 8.9991e-04 - val_loss: 0.1159 - val_categorical_crossentropy: 0.1159 - val_categorical_accuracy: 0.9445 - val_mean_iou: 0.4330 - val_dice_coefficient: 0.8716 - val_auc: 0.9959\n", + "Epoch 6/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0861 - categorical_crossentropy: 0.0861 - categorical_accuracy: 0.9129 - mean_iou: 0.4299 - dice_coefficient: 0.8759 - auc: 0.9890 - learning_rate: 9.8890e-04 - val_loss: 0.1225 - val_categorical_crossentropy: 0.1225 - val_categorical_accuracy: 0.9434 - val_mean_iou: 0.4302 - val_dice_coefficient: 0.8657 - val_auc: 0.9961\n", + "Epoch 7/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0829 - categorical_crossentropy: 0.0829 - categorical_accuracy: 0.9124 - mean_iou: 0.4308 - dice_coefficient: 0.8785 - auc: 0.9891 - learning_rate: 9.6668e-04 - val_loss: 0.1236 - val_categorical_crossentropy: 0.1236 - val_categorical_accuracy: 0.9435 - val_mean_iou: 0.4299 - val_dice_coefficient: 0.8649 - val_auc: 0.9961\n", + "Epoch 8/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0794 - categorical_crossentropy: 0.0794 - categorical_accuracy: 0.9127 - mean_iou: 0.4327 - dice_coefficient: 0.8818 - auc: 0.9900 - learning_rate: 9.4445e-04 - val_loss: 0.1129 - val_categorical_crossentropy: 0.1129 - val_categorical_accuracy: 0.9447 - val_mean_iou: 0.4347 - val_dice_coefficient: 0.8745 - val_auc: 0.9959\n", + "Epoch 9/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0765 - categorical_crossentropy: 0.0765 - categorical_accuracy: 0.9137 - mean_iou: 0.4344 - dice_coefficient: 0.8847 - auc: 0.9907 - learning_rate: 9.2223e-04 - val_loss: 0.1080 - val_categorical_crossentropy: 0.1080 - val_categorical_accuracy: 0.9426 - val_mean_iou: 0.4368 - val_dice_coefficient: 0.8789 - val_auc: 0.9957\n", + "Epoch 10/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0752 - categorical_crossentropy: 0.0752 - categorical_accuracy: 0.9145 - mean_iou: 0.4353 - dice_coefficient: 0.8861 - auc: 0.9911 - learning_rate: 9.0001e-04 - val_loss: 0.1044 - val_categorical_crossentropy: 0.1044 - val_categorical_accuracy: 0.9402 - val_mean_iou: 0.4384 - val_dice_coefficient: 0.8821 - val_auc: 0.9954\n", + "Epoch 11/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0740 - categorical_crossentropy: 0.0740 - categorical_accuracy: 0.9153 - mean_iou: 0.4361 - dice_coefficient: 0.8874 - auc: 0.9914 - learning_rate: 8.7779e-04 - val_loss: 0.1009 - val_categorical_crossentropy: 0.1009 - val_categorical_accuracy: 0.9387 - val_mean_iou: 0.4398 - val_dice_coefficient: 0.8851 - val_auc: 0.9953\n", + "Epoch 12/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0732 - categorical_crossentropy: 0.0732 - categorical_accuracy: 0.9164 - mean_iou: 0.4368 - dice_coefficient: 0.8882 - auc: 0.9916 - learning_rate: 8.5557e-04 - val_loss: 0.0972 - val_categorical_crossentropy: 0.0972 - val_categorical_accuracy: 0.9387 - val_mean_iou: 0.4413 - val_dice_coefficient: 0.8882 - val_auc: 0.9953\n", + "Epoch 13/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0721 - categorical_crossentropy: 0.0721 - categorical_accuracy: 0.9172 - mean_iou: 0.4375 - dice_coefficient: 0.8893 - auc: 0.9918 - learning_rate: 8.3334e-04 - val_loss: 0.0948 - val_categorical_crossentropy: 0.0948 - val_categorical_accuracy: 0.9374 - val_mean_iou: 0.4423 - val_dice_coefficient: 0.8903 - val_auc: 0.9951\n", + "Epoch 14/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0713 - categorical_crossentropy: 0.0713 - categorical_accuracy: 0.9182 - mean_iou: 0.4380 - dice_coefficient: 0.8901 - auc: 0.9920 - learning_rate: 8.1112e-04 - val_loss: 0.0922 - val_categorical_crossentropy: 0.0922 - val_categorical_accuracy: 0.9378 - val_mean_iou: 0.4433 - val_dice_coefficient: 0.8924 - val_auc: 0.9952\n", + "Epoch 15/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0706 - categorical_crossentropy: 0.0706 - categorical_accuracy: 0.9189 - mean_iou: 0.4385 - dice_coefficient: 0.8909 - auc: 0.9921 - learning_rate: 7.8890e-04 - val_loss: 0.0895 - val_categorical_crossentropy: 0.0895 - val_categorical_accuracy: 0.9370 - val_mean_iou: 0.4444 - val_dice_coefficient: 0.8947 - val_auc: 0.9951\n", + "Epoch 16/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0699 - categorical_crossentropy: 0.0699 - categorical_accuracy: 0.9196 - mean_iou: 0.4389 - dice_coefficient: 0.8916 - auc: 0.9922 - learning_rate: 7.6668e-04 - val_loss: 0.0872 - val_categorical_crossentropy: 0.0872 - val_categorical_accuracy: 0.9371 - val_mean_iou: 0.4453 - val_dice_coefficient: 0.8966 - val_auc: 0.9951\n", + "Epoch 17/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0691 - categorical_crossentropy: 0.0691 - categorical_accuracy: 0.9205 - mean_iou: 0.4393 - dice_coefficient: 0.8923 - auc: 0.9923 - learning_rate: 7.4445e-04 - val_loss: 0.0850 - val_categorical_crossentropy: 0.0850 - val_categorical_accuracy: 0.9374 - val_mean_iou: 0.4461 - val_dice_coefficient: 0.8984 - val_auc: 0.9952\n", + "Epoch 18/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0685 - categorical_crossentropy: 0.0685 - categorical_accuracy: 0.9214 - mean_iou: 0.4398 - dice_coefficient: 0.8929 - auc: 0.9925 - learning_rate: 7.2223e-04 - val_loss: 0.0822 - val_categorical_crossentropy: 0.0822 - val_categorical_accuracy: 0.9380 - val_mean_iou: 0.4471 - val_dice_coefficient: 0.9007 - val_auc: 0.9952\n", + "Epoch 19/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0679 - categorical_crossentropy: 0.0679 - categorical_accuracy: 0.9220 - mean_iou: 0.4402 - dice_coefficient: 0.8935 - auc: 0.9926 - learning_rate: 7.0001e-04 - val_loss: 0.0806 - val_categorical_crossentropy: 0.0806 - val_categorical_accuracy: 0.9377 - val_mean_iou: 0.4478 - val_dice_coefficient: 0.9021 - val_auc: 0.9952\n", + "Epoch 20/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0673 - categorical_crossentropy: 0.0673 - categorical_accuracy: 0.9226 - mean_iou: 0.4405 - dice_coefficient: 0.8941 - auc: 0.9926 - learning_rate: 6.7779e-04 - val_loss: 0.0794 - val_categorical_crossentropy: 0.0794 - val_categorical_accuracy: 0.9379 - val_mean_iou: 0.4482 - val_dice_coefficient: 0.9030 - val_auc: 0.9952\n", + "Epoch 21/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0670 - categorical_crossentropy: 0.0670 - categorical_accuracy: 0.9231 - mean_iou: 0.4408 - dice_coefficient: 0.8944 - auc: 0.9927 - learning_rate: 6.5557e-04 - val_loss: 0.0774 - val_categorical_crossentropy: 0.0774 - val_categorical_accuracy: 0.9380 - val_mean_iou: 0.4490 - val_dice_coefficient: 0.9047 - val_auc: 0.9952\n", + "Epoch 22/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0664 - categorical_crossentropy: 0.0664 - categorical_accuracy: 0.9236 - mean_iou: 0.4411 - dice_coefficient: 0.8950 - auc: 0.9928 - learning_rate: 6.3334e-04 - val_loss: 0.0760 - val_categorical_crossentropy: 0.0760 - val_categorical_accuracy: 0.9383 - val_mean_iou: 0.4495 - val_dice_coefficient: 0.9058 - val_auc: 0.9953\n", + "Epoch 23/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0660 - categorical_crossentropy: 0.0660 - categorical_accuracy: 0.9241 - mean_iou: 0.4413 - dice_coefficient: 0.8954 - auc: 0.9928 - learning_rate: 6.1112e-04 - val_loss: 0.0745 - val_categorical_crossentropy: 0.0745 - val_categorical_accuracy: 0.9386 - val_mean_iou: 0.4500 - val_dice_coefficient: 0.9070 - val_auc: 0.9953\n", + "Epoch 24/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0656 - categorical_crossentropy: 0.0656 - categorical_accuracy: 0.9244 - mean_iou: 0.4415 - dice_coefficient: 0.8957 - auc: 0.9929 - learning_rate: 5.8890e-04 - val_loss: 0.0732 - val_categorical_crossentropy: 0.0732 - val_categorical_accuracy: 0.9383 - val_mean_iou: 0.4505 - val_dice_coefficient: 0.9082 - val_auc: 0.9953\n", + "Epoch 25/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0652 - categorical_crossentropy: 0.0652 - categorical_accuracy: 0.9249 - mean_iou: 0.4418 - dice_coefficient: 0.8962 - auc: 0.9929 - learning_rate: 5.6668e-04 - val_loss: 0.0719 - val_categorical_crossentropy: 0.0719 - val_categorical_accuracy: 0.9390 - val_mean_iou: 0.4510 - val_dice_coefficient: 0.9092 - val_auc: 0.9954\n", + "Epoch 26/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0648 - categorical_crossentropy: 0.0648 - categorical_accuracy: 0.9253 - mean_iou: 0.4420 - dice_coefficient: 0.8965 - auc: 0.9930 - learning_rate: 5.4445e-04 - val_loss: 0.0708 - val_categorical_crossentropy: 0.0708 - val_categorical_accuracy: 0.9390 - val_mean_iou: 0.4514 - val_dice_coefficient: 0.9101 - val_auc: 0.9954\n", + "Epoch 27/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0643 - categorical_crossentropy: 0.0643 - categorical_accuracy: 0.9258 - mean_iou: 0.4423 - dice_coefficient: 0.8969 - auc: 0.9931 - learning_rate: 5.2223e-04 - val_loss: 0.0696 - val_categorical_crossentropy: 0.0696 - val_categorical_accuracy: 0.9393 - val_mean_iou: 0.4518 - val_dice_coefficient: 0.9111 - val_auc: 0.9954\n", + "Epoch 28/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0640 - categorical_crossentropy: 0.0640 - categorical_accuracy: 0.9260 - mean_iou: 0.4425 - dice_coefficient: 0.8972 - auc: 0.9931 - learning_rate: 5.0001e-04 - 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67s 1s/step - loss: 0.0630 - categorical_crossentropy: 0.0630 - categorical_accuracy: 0.9271 - mean_iou: 0.4430 - dice_coefficient: 0.8982 - auc: 0.9933 - learning_rate: 4.3334e-04 - val_loss: 0.0653 - val_categorical_crossentropy: 0.0653 - val_categorical_accuracy: 0.9400 - val_mean_iou: 0.4534 - val_dice_coefficient: 0.9146 - val_auc: 0.9955\n", + "Epoch 32/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0626 - categorical_crossentropy: 0.0626 - categorical_accuracy: 0.9274 - mean_iou: 0.4433 - dice_coefficient: 0.8985 - auc: 0.9933 - learning_rate: 4.1112e-04 - val_loss: 0.0643 - val_categorical_crossentropy: 0.0643 - val_categorical_accuracy: 0.9402 - val_mean_iou: 0.4538 - val_dice_coefficient: 0.9155 - val_auc: 0.9956\n", + "Epoch 33/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0623 - categorical_crossentropy: 0.0623 - categorical_accuracy: 0.9277 - mean_iou: 0.4434 - dice_coefficient: 0.8988 - auc: 0.9934 - learning_rate: 3.8890e-04 - 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67s 1s/step - loss: 0.0616 - categorical_crossentropy: 0.0616 - categorical_accuracy: 0.9285 - mean_iou: 0.4439 - dice_coefficient: 0.8995 - auc: 0.9935 - learning_rate: 3.2223e-04 - val_loss: 0.0621 - val_categorical_crossentropy: 0.0621 - val_categorical_accuracy: 0.9407 - val_mean_iou: 0.4546 - val_dice_coefficient: 0.9173 - val_auc: 0.9957\n", + "Epoch 37/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0612 - categorical_crossentropy: 0.0612 - categorical_accuracy: 0.9288 - mean_iou: 0.4440 - dice_coefficient: 0.8998 - auc: 0.9935 - learning_rate: 3.0001e-04 - val_loss: 0.0620 - val_categorical_crossentropy: 0.0620 - val_categorical_accuracy: 0.9407 - val_mean_iou: 0.4546 - val_dice_coefficient: 0.9173 - val_auc: 0.9957\n", + "Epoch 38/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0610 - categorical_crossentropy: 0.0610 - categorical_accuracy: 0.9290 - mean_iou: 0.4441 - dice_coefficient: 0.9000 - auc: 0.9935 - learning_rate: 2.7779e-04 - val_loss: 0.0625 - val_categorical_crossentropy: 0.0625 - val_categorical_accuracy: 0.9405 - val_mean_iou: 0.4545 - val_dice_coefficient: 0.9169 - val_auc: 0.9957\n", + "Epoch 39/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0606 - categorical_crossentropy: 0.0606 - categorical_accuracy: 0.9291 - mean_iou: 0.4443 - dice_coefficient: 0.9003 - auc: 0.9936 - learning_rate: 2.5557e-04 - val_loss: 0.0633 - val_categorical_crossentropy: 0.0633 - val_categorical_accuracy: 0.9403 - val_mean_iou: 0.4543 - val_dice_coefficient: 0.9163 - val_auc: 0.9956\n", + "Epoch 40/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0604 - categorical_crossentropy: 0.0604 - categorical_accuracy: 0.9292 - mean_iou: 0.4444 - dice_coefficient: 0.9005 - auc: 0.9936 - learning_rate: 2.3334e-04 - val_loss: 0.0644 - val_categorical_crossentropy: 0.0644 - val_categorical_accuracy: 0.9398 - val_mean_iou: 0.4539 - val_dice_coefficient: 0.9154 - val_auc: 0.9956\n", + "Epoch 41/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0601 - categorical_crossentropy: 0.0601 - categorical_accuracy: 0.9294 - mean_iou: 0.4445 - dice_coefficient: 0.9007 - auc: 0.9936 - learning_rate: 2.1112e-04 - val_loss: 0.0656 - val_categorical_crossentropy: 0.0656 - val_categorical_accuracy: 0.9394 - val_mean_iou: 0.4536 - val_dice_coefficient: 0.9145 - val_auc: 0.9956\n", + "Epoch 42/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0598 - categorical_crossentropy: 0.0598 - categorical_accuracy: 0.9295 - mean_iou: 0.4447 - dice_coefficient: 0.9010 - auc: 0.9937 - learning_rate: 1.8890e-04 - val_loss: 0.0669 - val_categorical_crossentropy: 0.0669 - val_categorical_accuracy: 0.9389 - val_mean_iou: 0.4531 - val_dice_coefficient: 0.9135 - val_auc: 0.9955\n", + "Epoch 43/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0594 - categorical_crossentropy: 0.0594 - categorical_accuracy: 0.9296 - mean_iou: 0.4449 - dice_coefficient: 0.9013 - auc: 0.9937 - learning_rate: 1.6668e-04 - val_loss: 0.0683 - val_categorical_crossentropy: 0.0683 - val_categorical_accuracy: 0.9383 - val_mean_iou: 0.4527 - val_dice_coefficient: 0.9124 - val_auc: 0.9955\n", + "Epoch 44/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0592 - categorical_crossentropy: 0.0592 - categorical_accuracy: 0.9297 - mean_iou: 0.4450 - dice_coefficient: 0.9016 - auc: 0.9938 - learning_rate: 1.4445e-04 - val_loss: 0.0692 - val_categorical_crossentropy: 0.0692 - val_categorical_accuracy: 0.9377 - val_mean_iou: 0.4524 - val_dice_coefficient: 0.9117 - val_auc: 0.9954\n", + "Epoch 45/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0589 - categorical_crossentropy: 0.0589 - categorical_accuracy: 0.9297 - mean_iou: 0.4452 - dice_coefficient: 0.9019 - auc: 0.9938 - learning_rate: 1.2223e-04 - val_loss: 0.0699 - val_categorical_crossentropy: 0.0699 - val_categorical_accuracy: 0.9373 - val_mean_iou: 0.4523 - val_dice_coefficient: 0.9112 - val_auc: 0.9954\n", + "Epoch 46/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0586 - categorical_crossentropy: 0.0586 - categorical_accuracy: 0.9299 - mean_iou: 0.4454 - dice_coefficient: 0.9021 - auc: 0.9939 - learning_rate: 1.0001e-04 - val_loss: 0.0698 - val_categorical_crossentropy: 0.0698 - val_categorical_accuracy: 0.9373 - val_mean_iou: 0.4523 - val_dice_coefficient: 0.9113 - val_auc: 0.9954\n", + "Epoch 47/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0584 - categorical_crossentropy: 0.0584 - categorical_accuracy: 0.9300 - mean_iou: 0.4455 - dice_coefficient: 0.9023 - auc: 0.9939 - learning_rate: 7.7788e-05 - val_loss: 0.0695 - val_categorical_crossentropy: 0.0695 - val_categorical_accuracy: 0.9373 - val_mean_iou: 0.4525 - val_dice_coefficient: 0.9116 - val_auc: 0.9954\n", + "Epoch 48/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0583 - categorical_crossentropy: 0.0583 - categorical_accuracy: 0.9302 - mean_iou: 0.4457 - dice_coefficient: 0.9025 - auc: 0.9940 - learning_rate: 5.5565e-05 - val_loss: 0.0687 - val_categorical_crossentropy: 0.0687 - val_categorical_accuracy: 0.9375 - val_mean_iou: 0.4528 - val_dice_coefficient: 0.9123 - val_auc: 0.9954\n", + "Epoch 49/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0581 - categorical_crossentropy: 0.0581 - categorical_accuracy: 0.9303 - mean_iou: 0.4458 - dice_coefficient: 0.9027 - auc: 0.9940 - learning_rate: 3.3343e-05 - val_loss: 0.0678 - val_categorical_crossentropy: 0.0678 - val_categorical_accuracy: 0.9378 - val_mean_iou: 0.4531 - val_dice_coefficient: 0.9130 - val_auc: 0.9954\n", + "Epoch 50/50\n", + "47/47 [==============================] - 67s 1s/step - loss: 0.0581 - categorical_crossentropy: 0.0581 - categorical_accuracy: 0.9304 - mean_iou: 0.4458 - dice_coefficient: 0.9027 - auc: 0.9941 - learning_rate: 1.1121e-05 - val_loss: 0.0668 - val_categorical_crossentropy: 0.0668 - val_categorical_accuracy: 0.9383 - val_mean_iou: 0.4534 - val_dice_coefficient: 0.9138 - val_auc: 0.9955\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 13 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "XGYzUOUK4__u" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "R68B9XFl5Rgw" + }, + "source": [ + "**Task 4**: Let's predict mitochondria in the testing data! [15 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "s-UbhXC150VU" + }, + "source": [ + "# \n", + "# After training, let's try the U-Net on our testing data.\n", + "#\n", + "# The code below displays the first 10 input images, the original masks by experts, \n", + "# and the predicted masks from the U-Net." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "E8Cj3bpS5AS4", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "9d0b4db4-13ab-4c41-f06c-140eda04354b" + }, + "source": [ + "rows = 10\n", + "fig, axs = plt.subplots(rows, 3, figsize=(8, 30))\n", + "for ax, (image, label) in zip(axs, test.take(rows).batch(1)):\n", + " \n", + " prediction = unet_model.predict(image)\n", + " ax[0].matshow(image[0, :, :, 0])\n", + " ax[1].matshow(label[0, :, :, 1], cmap=\"gray\")\n", + " ax[2].matshow(prediction[0].argmax(axis=-1), cmap=\"gray\")" + ], + "execution_count": 19, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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ajDl4fAYRw/XpGvuLq3Q9E78SARCUYiwzJPY1/IJCGQrZNMjoHv/05c/y+jcOYLQFmiuIdYgvZXnh9CMMp1t4scFPDryCLmOutgeo91JoLkhPsLpU4LnFR/jSa4+ibRggwHMNqrkuHd9CKUHTsRkrNLG0kFgl892NdorhdIu6m8KLdT576FWOTs4zONhk7PgiP/b+V/j0T73EY8PzqPkU5rUU69dLrC4V8HoGIpDkax1GMk1+6onTuLUQt6Jg1cJdzqA7Ar8Y8+OjZzgwsszGiQj/fIFOYDHVLgMw65QAeObYOWQosC6lmO0Wed/wNIaMOdXcxR+vfYDHs9N0Igur6tDap5DJKUVzJSICYhCLNlElQKSjZC66IbE2BEpAFEvMwR5+LvmeMxRjrwoiWyFLHnE66UEXij3svIdKRfTGIoyLaYy2RO8KYkMRTmdR8Y6Q45bxVk5lpziaB4GHtWEXQvzg1mf7eSud3Uvt7YhWcsYtY8mAT1Qu8D989Iv84vi3+a1jf8jVxQFmVsosrxS4eH4cP69AwEynRLtrI12JNxqAAOd8ESKBvreDiARGS/C9lV1EaxYyShxDkI/RPLBXBdaqxrcuHmDJzfEb1z7BUKbFhpPG6VnEex20niB91WTuao3UjEFmTpI60ACglm5TtB0eKS9zYmgOXcas9TLMdwq4LYs40phplzC1iNlukZfXdxHGkk+MXMLWA749v5cNP8NoqsHY8UXU4Tai5CNbOsachfAF5UyPUEk2ggxPHb+C5gkQUNlVZ/BDC8S5kN869TFm6iWGdq0TphWvXZ8g2nR8NavN0cwCP1w8T/bkGkYXDhWWaQYpmo5NK7DphiYRkovNQZQSKA1CG6QrUJrCq0WEtSBxvKFg//gyRs5DCXAGY+w1wdXFAUwzJLIVqWWB9ASdAwHxhEPUNUAqpCNpThfQtBgj42OtawQ5hfST66L5gtyBOnH04DRC/Qa1z72k79S3nzt13Fvl6O/Zkq+bUQh++8xHANC0mMFim0fLCzy97ypOZLDQKZC3XC6+vBvhaASRhmFExI4g9o2//+sRCYRQFM9KGodjer6B0pMTpfeSiGi/HBPZEukDXZ2S6WDmI8pmj5cvHUDEoIY88o+vkzF9Zi4NEmQU3gGXfbk2LcvnRqPM/3joy/zF2gnCWOOJ4gwLqQJP5Kb5ev4QZxZHyFvJUixdxpgyZMDucKY5ypHCIrVUm4zuMe8Umcht0AsMVjdKYMVEoQYDHi3XwpQRM60SyzNlMi7o3eRHmDZ8kArrukV3VHLo8DKNsTT+fIZZVWbkQJOpboVLzUE+XrtEOdXjyp6IL7x8gscP32BXqc7jxVmymsvnlx5jtZshDDQ0Nyk/thRyc6m06GpYqxpCaVzfGCccCKAYIf2kJ55K+3Tm82TqgtRKjJ+X6F0DGRj0doWISFA4tE6jkcG7kgeRLBXLzEjcmkJEEGQVznweET4cjczdmK/r8+Bx81KiWznkN0dD97W2fbzVtXjz3PxWsyN62lEkiRwd43KaYDnF7EKZFxcmeW15lO9eniSIJXnDRZvokrmhUU11mKyuQ9LxJsrEKB2yV3WclTTdMUgtarSXcugtDQCvnEQoW2saSoBVFygj5kpzAEsLaYUWMhCYDUkq7TGca7HwyjDWqkZYCxitNQiV5NHKAqYe8c3WIZZ7edxIZ8ErUDG6fGX1CD9T+x57quvoMmY802C5k0OXMZ8uvc7uzDo3uhV6oclr62M8UzlH0XDIWR679y4jXUlsJQF3GTNger1EEEkytS7dAz5hRvGZiTPESpAtOsSWIlvrMpZORgCIQV81ObM4QsuzyRgea0GWTwxeQJR89IZGqDRMGVLSu+y3lvns8Cn+9eE/J+4YiAC8aowyY+Kqj1V2EJEgTCuCbCJEe9pEhAIRCLyKwjIC9IpDmIHWpCQ2FTKE2AKtm8irdaGCfT5FdlagxhxEBGEG9I5IHpdD7AEHUX5PS7763Ifcy97g/ejMbg6IutVyoz5bx50u+9rua7Ajetpp00ezI4KMQtkx0ohpd21SKR8jFVBvp6mkekipcKuKswvDFLIuYVahSj52xidl+TRGMuSzLu0ojz8UQSAJKyHaoo7SFLEuAIW1IfCKCuFK5lZLLL48TJhSpPc3UUqQtT3euDyO3RN41YhcuYsmY2IlOLM+wvL1Kl+YLSN7GnEqQmbCxOnZEbOtEhv1DAOVNhcXa+yprfNkcYrfmPokg+k2JdMhpQW4kcG3Ggf5zuxuPjh+g6+//gjWWJdwOoud88hbLnNOiUzK45cOvsgb7TFOLY3z3OIjzN4YYHT3GvMjKSLHZMFJ5sKVHSMKAQBuqKPLmDcaIzxTa4KC2FRsOGmGMi3OdUa5rg1giIhX1C6QiqAQQz5E6jHp11OI2MY74hNnBLmBDu2NDCEgOhr2uiCyoHG1jCr7pOrgDCuyU9AdU+g9QWpR0t0VEaVi/FgSPd5hpNBh1YigkSNMKyJbMTS2wfJKgbGhOuv3Uoh9+jxg3I9/TO4W2+lct7PsHeG0u57Jzx48y/dKu6hlOuzPrvDy2i6cwKCW6zC1VOHcxXFyQ23cSohYTzE8vEJn1EI7laO7V+OxI/PsHrvI5y6cILWo4RwMKNVabCwVUALsVUlvMsBY04lNyCxAowCRp5FZE/g5QWclg5YL6C1kyU5pdPaFDO1ap+NaTM1VIZRYizom4Jchu7tJaymHPmWTXhL4OZ3ODQuRVawK0Kds5syI59UjuKFOzWrz8uoEAM+MXKSqd/josUu80tlFcahN1zFRumJ3eYOWZ3N09wJ+pPGdxh5yukc502O5mePjj53n668dZnBig2dHz2PLgKWhPIvrBbSrKdySSTggKdoOvcDkujPAaK3BXLNG27V4qrbOf7h2lIF8h1gJFpZKWEs6IhLEbUmsg1tVMO4gfA2loDtVQFY8EBBbgiArsdcF7lhEvuDQnTAxGxJnEMwm+HmFEQmMhsSvhYSZiNjTCWKJu57CyCjMhsDTYLWeg5bBXKd2b4XY576hP+z7/+X752MnRdX3Sdhqne4Ip40SXGoO8qnRC7ywupdZp8RyI4e6lqHjCyjE7Dm2QBBp9NI2sWNyY6OMbQZ0yskY+ZnlEQ7uXUZqcZIk5IZNXOyhpUP0noE7EJO5bhDZoHchyAo0R/LUkxd4QdsHLYPSqzq9EZ1g0qU3YnHwwDy6jNGEojeVxxrv4PoZlJZchN7lItqYw96DK1xfrZCyAqSMaTQzyDkbvStQpwrcyOf58U9+l1mnxHCmhalFzDklOoZFoDTmekUayzlEIJE1jzCW/Oz49/jcwhNcvzqESIVoRsxPP/IKU+kKLy+NY5UdOq7F7599P4V8l2LKRcykCFOg9SQqluRNF4DX1kc5OTDDwpkhWstZTmUmcFsWC4HGoZFlNrJp3JJO/opG83BEZkqnuztERoLJsVWuXxvEWpO4hklutIXMKVpOEVUXZCo9TD2ibSlESLJSVYEMBN3J8AfXlwAyZZeVSwMITaE5IhlZGXew7QC3LFDvbal2n4eQd+ukHjSH33fWW8NbrcO+Ha3czfO/M5x2KGj5Fp+/8Sg/vvssz80fopzv0m5liY2klwxJAFYh36XeMHEdk+FKk5aRDHP32hbn2sM8u+884R6NL50+jn+jCNUkF7e9KomsJN2mO5AEW4kBj5fndqEtJxnD2pObqTvrJoW9Da7M1xBLNkJBXAhxlzPIoo+mR5TzXfKmR9OzGc/UqbspXN+g51p8fP9l2A8vzOzBXU1RuKDz1c99AN7XZKzYYMM1mMyvc3p9gier05woznJ2Yx/WmqD0yQaXpof4k/BJ6r0Ue/YtMZhqc2ljgIKeDK2X0w5aNqbl2oShpNVOo0lFmInRHInmwUf3XWLIarHXWmYxKPGttf1JUF4kMGVEdbCFJmM+UL5B3nD5rrsbZ8BGb2j4RYXMBMh5m6m1EcyOwB2OsFY01Ch0L5SIBwK8ooE4m2fgI9PsfXyN7+r7yF3WEQpSqwoRJ3nK9V6StMWpF5EChBLoXfALSeBhr21hzFpE278vyV3jVj/iB81h9Ln/uFOn9LDwXkZw7pbj3hlOG9g4XSPa4/D8wkGOVJbYm17llR9tcX5pCOPlHNOvj2BMdFEKUKDpEfsLq8wZNbSeRHQtOhMW6YzP80sHEf7mumwBvf0+Wl1H6wmyM9AZh7AaYhkh3mKa6pE1TC1i8WINZSpkNqB1vYjRFkQmyABEICEbcmLXDDOtEppQPFGeYdErJMuouimctoW2YfDNYD+lQhcArRDQfcpHTKUwXi4wbRYQx1p0fRNdi3hlY5y59SKQOLZqqoM/qDFzZRCyAd2uzfXmEHrR57pTpWj0aHsmGTOZuxYC7JRPu2ejrBhzUSPIK85tDEMZmmGK3fYadTeVBO7FAj/W+NHxc3RCi6reZjSVIpN1aY9JtA0DFQuETObA9a4gGPdRgcTf5+PW06SbgqAkklSmbrJWezxV55WiS/uQhdZOItFFpDBagt6oQmkKoy2ToLZcRJgRiFCgVlNMHlpkSlaQC+8tucpO450iS3cyD3IijwexTm/H7W5+8TCdk+/zdk72rVKV3u75uRsZ03ZE9DgCpC/YO7jGhwavk9NdZt0SbmTw1MQUvUeTddPeYpow0JPGXgmagc0PPXmOKB1jtAQz9RJSKBzfQJmKWAPzQgp8iTbWwx8KqR+LkYc64Em8ho3mSNavVFi8UCM2Y4wNjbhjYK9IgpwirAXojuDw0Rk+fPAKj+bnOTkwS9b0ONMc5anCNUwZEkWS8ZENYkuxZ3CNT4+dY6Jcp1TocnBkmcKj60QphVeJsL+Ww/tGlfXXa6x8dQy/Z6A5gjCjODM3yoHSCuZAD5RAzNqISKDmU3zzxn5udCscLK8yd7nG+o0S7noK93IBt22BgN4+nzAbU0u3SWkB1ztV3miPMZnfQAx6aB3JYLrNXmsZgCvOIGt+lm7bxpo1MZoSGUDUSf7PiQMdlKuhpUPEko2+kuw8JrxEOn5RcXlqiG8t7kPXYxDJaEWY3hwCzyusdUF2SiLCZKTcXNdQmiIz2WRk3yptz0K1TPTegze89+YN7O8H3rxkaDsboK04J/fLed1ObieP9tslZXlYz99O1/XbsWN62poHl68NszKYJYg0XNdAu5biqgbani6D71vCjzSWZ8pgxxhGxJH8IsNGgxcHJwlbWYKFLH+48hSyJzEdQTDqo9oW6WkdprOQUZhNQS/MkNqQoEDpoDySxCIDAWJDS4LRJhX6hk5xoMXgZIe84TJotYmUZMnN8VTlBhc6Q3xz4yD7syuU9/WoGh2+ohIhFPQezw6dRUMRKI2/cB/DPdbEW8xSPxkg9Bg6BmEGZNMgNpPkJN7umBcu7UdFItk0xIfOLkGciokaFq8HY7BmYdUTp6k0hV+MSV03cSYChKOhdSVrTpbjhXlWulk+VL5GoDRe6u5Dl7DqZFkMSkz3yjxTPc+/+sJniMshQTYJDgtHfOSGgfQFXt1Gz/swkyLKxqhMSDgg0Oo6QU6heUnWtRGrSYzgSqfGhpfm0uVRnGFF8bzEHQCtoUAkS7yQya29lOPosSXOrQ6hUhHJhHife8nbNWQ7vTd2t5fd7FTupKe3067nnWhsK/R4N4azt+Mc74yeth6jNBCupDlboJrtEjk6UVqhdBgqtXmsMsfuwgYiFSJ7kpQZ8GhqlivOIOJ8Dr8SURhvorWTDSnClCJ12SLMKswWxCZJDzFOkpS4AxFRKlly5FdiNEeQOpsi3OWSPp3CLHiUjq2Rtz1Wu1ksLeRMfZQ5t8STxWkWvAKrTpaXzu7jhdW9hLHGH156kvnZCjMbJf589gRfXztEoDQ+mL7Cj4++QWc1g9HQkG0d1dWxljX0AYfi3g38gRCvokjbPsqTyJaOW1W4ZUVmRmKtaAhPYl5JIT2B9PlB1jJrI9nUIzVrYC9qpA42CGLJ681RhFC4sUFVb6NlA2QA1y8P8ZWlwxzIrjDvlwiHPYQrserJ6IK2bKIqPlY9ycJmp3zUuIvekeBp4Mokk5kHmXloBikeT08x45TJGUnwm1lyUVaMO5A4arciCFOKKJ0ECmp5n917k21ECykXzQ7R3Hsrw0pbnKEAACAASURBVPuJW/Wc3kuZDzo7zVH1SbjT7Swf5uu4I3raOcvDGYowmjIJ+lKCJw/e4IOla9gi4O+ae+mGFnPtYhI0Nubg+AZnnTG+cPE4hgIRCppzBVQuIj2tE1vJ0K21kawnNtrQ2RujNElQDrGWdKx1gTOs0DoSswXNxz1E3aR9IGR3uYkpIyayda62qpzIzXAiB6+1x/nSwlGWXh0ishSkYpafH2OZMbyRCM2TaJWYlmvR9UxmsmV68ZEfOE19xkAosHa3YQSOVFa5uDqIPWcQ5BTdCyUoh5h1SXykg2mG9K4WMNqC1JJGmFJJQJkQ+JUYu+IQlwRBwyIog/AlNNLkhzyOFRb4maHv0Y5SjBvrpNMePTPFkcOz2FpAK0whRcx/dfJrTLkV/uKVJzBX9CQz2qJF77CLsWgRzhWJ97pExQir7KAuZYktiGxwy4JT0xNIFFfqA2gyppbpcGxkgblckfXmAGZdYHSSwDNrQ8OrRIhIkDF8LjVqjOUazF8YxK31w8dvxe1kwXq3jdnD4LAfJG6+3m917d6px70TnN7baXanj+rcLttVhx3htE0ZUtu3zurlKtITzM5XMCYi0tJn3i+x4uRY72VonK0ggHKxw8eHL/OluSNETQNVjNE7kjATIxDoPQh0sNYFIk6cd2SDUXWI2xlyF5OlX63DAeaKju4Lggxkz1n0jjvQNFnYKOC3LKaWx8keX+dsd4R2YHNhbZDGfJ5UJwl0E+tJOk8/r9CcZCONwMsTjPlII8aJDCJdcsUZTAK8Isg+us5PTJzl8fQUf7TyAXoLWdRogLBi5IKJcCVIiKczdLIR5EOiSiKA7HmT3mZ2spG9q4SxZO3cAGQSR6iyIWYq4OTADJGS3PBqfGP1AM/ULjCca3O5nCGt+xzJLaKJmFm3xNnuCPO9Isa6DnEyVWA2Bb2ShtEUxAbQMhAStNdyuIcd5LydZJUTcGB4hQtrg+Rsj7Fsg5QW0A4tUkZAPOwS+jYIQWZe0NkVow84CAEHc8vIvOKbC/uRXpKHvM9b03eq750HwRG8mXeKAr9VsNVOOR+3CgbbSdtz7hR2hNNuBTYj2SYrpTwsWaRumMysjfJ/fnkM9ZEGjmOiX02hhwK/HCOE4qW1STaayTaVek8Q5FSSEGV3sk1VZCfzs7FB0iMd7BL4OmrCwfdTRDYgICjHRK4gNhWi6CM1RWjExDcySFPhj/rUN7LUS2mu1Su0bhQRxQAZ6ni5ZGtQvwBIhQiSaGqlCYwLFv7jHb55Yz+f2nsBL9aJO0lv2m1kSE96mCJirl0kM6XReSTCmrKIDYX0JNKDsBZhlF3CtRRaXaLGXaJUMqrQ2xUQtTIYRgSjDrRMBifXWK3n2FtboxtaVI0O317fR8e3WPQLXJkdxJ4xWZ3IMlxpYAufL80f4f21af7B0Gn+p8oYsqMhA8AGraPhlxRyVxdVTwLi/IKiVmmxMWVvpoYVXF2u8p8f+xaWDNCI2YgyeLFBM53CDXV6OZf2XJ6eGZOvdfB8nXzGxZIhac3n6eGrfNU36K5k7qEKHwzeTWN8u43WTmro4dbHc3NPcycd81ZxJ3XaCsd0q978VpW3k9lJOtoRc9pCwHSzRLXapnJsFf+RHtkZQWRD5s/zFL+RwmwIorTCGOkSRhrTl4dQyzaan6y5jioB3fEYZcV0TjoQg1cBZ0ghCj57quuk0h4oQfV9y5SOrKG1NYiTRCCi6KNigX4pjbWsE4+6IEmWQHkaUiiKKRezIcmesejuDjE6gshSxDWPwoENjH1t2gciIjvJ1R10TbJpl+enDvJ4dgaZDQiKEY/vnmXaqfI7C0/TdGwiG4qvmEg/yceNVPT2+ehFH6YyWIM9YkuhX7MRIRgdgZ4L2FWp013IEa8lC5yjWPLPHv8KUihiJehFJmndp2g7nKmPQkvHq0bMrxeY90u82NrPT4+/yl99+ySn2pPJjlxB8mPSfFCDHmExhKsZ0JJpBDXmsjRTxh8OQIHZAuP1LC829pKXzg8cdkFzsGSIIWPSls/RY9McOTDH8cF5aoUOJduhFaaYdiqcbYzgdE2wonspw4eSndB4bmdjuFMa2nvNm1cx3Ml5uVVw4nZyr6/dvbb/duyInnZOdxnNtyiaPZZ7eaojXT7wyzd4bvER5leKyAWbaMilVO5QX8/ROZejcGKDxnye4aPL/MjQeQKlcb49TM5weSI3zZlD43z1aydIHWhQTjtceGUXsR2TGeoSKcHaVBkhQBmKaMwFBemcB55N90DAgZFVMrs8TC2iF5pMNcu0ejbSSyLdZS8J2ipcEnR2W9SVQLkasuAT+BaakwRxxbHkJ/ee4bcuP402Y0Na8VhhjgP2Ii+IA7z2xh70tMJeS/48hKm/Py9xJIgHAoING9IRXhbsWQPNhR/ef4Gr7SrWqoZfiBEZn1/a8yLX3BrrTpqLC4N8ZM81huwWRzPzzHgVrgVjiEAQihR/u7KP4+V5nlt5BFlzcSKDoZE6S6KEsWSgH23hraYRnsQfDhgcahCPCNaulSnuatKcKaB0RZBNpiNOT09QNbt4cSKpup/iyeI0Pz56hpcbu5FC8Uh2iRmnTN5yeSS/BIAUMRtOGqEpUimP+r0QYJ/bYic2YjupB/Qwsp0jO/eC7d6hayt4T05bCDEFtIEICJVSJ4UQZeBPgd3AFPBZpdQt2+J1J8Mbl8aRHQ2zKbE24PcHd+MPB8iWnuzi5Wp0HYtssUd7TOK3UvzjD77E09mLbERZFoIS626Gn6i+hhQxA2abKB3T7di0V7OIik+53OFEbZ5LjRqFsSa6FlO/UEEruUShRhhKUk9tMGiE5EyXtO5jyYi6myZj+gSRpJNRRKkkAt0fiGh9JEAIlcwnaxJtziYohVANMc2Ixwbn+Zv5QziuQZiNmTi0jCUDPr96glOz41jLGu5IiOMn2cPCtEIb62FqMf6NHEYA0biLXLTRJzsELY0gFlxpDeCEBt5AhDJjpIAvLh/no9XL2HrIf3L0O5xM3+Dfr5/kijPIV2cOsev4ArNrRbSpDE5gsOAUGE63uKqSnN+fHj3H/73+FLA5VC0VYwdXmL02QPO7NdIn18hNtJIc6VaMHPBwRDoJjPM18rrDK/VxeoHJh2vXaEc2mogZSTV5fWOUS2s1ypkeE9k6z88eZG95jccKc3xo+DpfvP4EfvXu6q7PzmGnzy32Nffg8k7ZC2+ObN8JfxC3Ynj8h5RSjymlTm4+/zXga0qp/cDXNp/fmkBizxvo3WRZUJhJkq3Y0yaaIyielRh1HW8txUC2yyP75vnEwYvYMuC6X2MpLJCWHj829AZneuP8XXs/f3DufaTHOsSB5JF983z4wFV2FZLf00i2ybHaAhuNDNpEF79hIYSimu9Sy3bo+QZ+rHOlMcDzrx9mtl5kIltnONfGHw4QkUB3BOaahpy2ETMpYldPIq8dQfGMAesWwXKK00tjTBbX0TSF3pN4kcag3uS1xVHi2QzupId0JF41ws8r4jGXcCGN7xlkZwRBMULVTQDCG1mMlkTpikdL8wRxstZcr+scHF3mx2pJr3Z+vcCZ1ii/fv1Znj/3CGfqo8SxZOb0KIFjYLaSfcd7ocm3Lu0nk3GZ6pT5Xn03hhkSG2AUXYQVEcQSmQ/wKhGtCxWiWBItpRFmTLSQRgx6iEiQvmjxZ+efYL5ZoO1anGmO0gjSdEKLmW4JJzBod1I8M3iBnO7y0bGrDNltqnobQ0SobEQ67d1d3T3k7GQnuUPpa+4m3o0Du980txOPdzuGxz8DfGzz8e8B3wT+u1t9QcQQH+4ghMLSY6rZLpP5dUwZMt8r0jlpsS/dZshusdte56g9y1l3nEu9QZ6uXuRUbw8DRptpv8oLK3uZXylSLnVZWyhgl1yiWDLTLpM1E6cwZLf42swB9o+scGW+Broin+uxtJFnV20DS4+4vDxAMeugZUI81+CF63t5YtcMWkMnNhVKgyilIBYoQ23+6Ujq41bBWk/+D/WCAp1CE9/TiUshPzl2hhm/its1wYqRekxsxYgwmctWTRPNE8QxNE94SD1GRZJI6Gg9SWQpzLrkpZVJlm5UQCqsfS3Sus8ha5HdQ2v8eu9ZXj67F5kN0FcMrvRGkZ7A6AnCWBBkFSXb4bNDL/Mt+xCT6TW+szHJcKpJcbzHi/5e4vk0QsKqkQMF9oqGOxjRrafI7mrRaaRQmQhj1iYyFV5RkXspRfwJl8ZyjhODc3Qjk4rZ4XhhnsnMOq1KikAl8QGXWzU+Wr3C6fZumoGNbod0rxfuqu7uJ26nJ7oTegH3gnvYA3qgNfdO3GkP9FZLvHYKt5NZ7l7/zt6r01bAc0IIBfy2Uup3gEGl1OLm+0vA4Ft9UQjxy8AvA2SH0vynh1/6QZ5sjZjfm3mKxypzxErwiaGLTDsVsppHVnOxZcCIUedweZ7XnV2MmeucdcZ4uZ5s5/n0/qssOznWRIEPT1wnpfm8tDTJz41/h88tPoEbGpTSDleXBlCxAE9i6hH/2bEXWQuynFqfoONYrJ8dIE7HkAtgweb0zEHiXEx6bxPncpHSOcH6YzHWuoY3EBHZkjAdY7QlRlvQ3R0ifMGNb+1GZBQUQi53B6n7KbRFi7ASItYtdE8QDfrkSl0mS+u8enUXODqpskMcC7yNFNgxoptshxl/qMlItsk8VbSuRjHtYMqI//bif4xSgs6pKmkfUDpWQ+HUNLQkBg99zUBEcGOtwuXSMJ8qv0GsJFFJcqEzxL7MKt/RI6JBDykVUd1C6THB4R5yPgW+oCPS4EtEKCheAL8gCTLQ2hOjewZ6NuDM2gi7ChtUcx0A3p+5xm9Mf5JlN0dW9/inE18lUDpubBCqCk9NXufbjUN3VXcTExO3a++BYyc1lPcJD6Xm7oZOtmNq5E6d606fnrmZ9zo8/mGl1AngWeBXhBBP3/ymUt/f3uP/j1Lqd5RSJ5VSJ61iCjc2eDQ9S146aCLmh4Yuc2ZjlMeKc/Qik1NL4/zp2Seo6S0WghKGiDBEyEfSl3mhdYC/Xd2XpOwcvs6HC1foBSZPPnKdK80BspqHpYf82cJJdmU3aDo2sRJJ1HXbQMSCku0w65Z5YXkP0xeG8OcyiBDsJQ190UJpiiiTJP/ozOSRAfSGBLkbGmFaYa0km2RoPYneTSLfjYYGEtxaSFQM+cwTr5LRPWZbJWQIwoxAQVgKkyxoMubyWg18mTjs8zmCuQzpaR1jXScoRmguuI7J2aVhsGMKh9b5h+OnOVmYBmD9RolYU3iVGOegR3O/IjYU6UWFW4uTvOA5hRCKx9PTvNA6wP9y/lkWvALjqWT64OcPfw/juk0USFQ6RPiSaM3CaAtUzcOcN5CuRGVC1o8rgiz4BQUSJgfWOTY2T8b0ubg6yO9PvY8Zr4wkZiTTZMNJ0wqSjUEaUZpBo8mnSmf5hdqLyFxwV3U3MDBwu/Z2BLdqhO71v/+tYIcvIXroNPd2y7zebST6zZ99p0x+W5Gi9EHlPTltpdT85v0K8JfA+4BlIcQwwOb9yjuVEynJ8fQMvtJwlcFha54Jc51/svsblIwuhox43/A0RyYWiZREipiFoMTrzi6mwgovLk5yY77KRL7O6xuj/NtLP0QYS2wtoJrq8Fhmmn84fhpDi5hqV5gsrbPRSZMe66B1klNw5eVdfPncUZYWS5vrpAVhIcbZFWAfahAVw2Qf7c2dsoy2AAXdkcQpuiMh7mhAmI+ITZAeRKaitKsOmkKYEa+tj2HJEEsP0buCieEN4lQMsUBsbrEJgKbwp7OEmST7WW88REkQgaBxLOTR8TnUG3nsaRM/1HmxsZfnVw+xOp/sFuaP+cjRHif2ThNnIvSuYO2JGGUqtJ7EaAl4Lc+/uvZJSkaPZyYuYsmQTxde54C9yFOZK3jVCG3RAl+SHu0kke0ZhW5G+GM+ylCIto453sWtxckUhx1z46UJXr2yCzfUCUNJFAucyGQhLPGp0lk+OXyRR/JLrIZ5WnGKtPQY0Fv8cCri5x/97l3V3f3Ie2k0+7x7HkbNvZW2tjp17v3Iva77u3baQoiMECL3/cfAM8BZ4IvAL2x+7BeAL7xTWZqImfUrBErn6/VD/LuVj9GObXqxRT3IcLo+wbqX4ZPVC3y7fYC/3niUM50xrjsDnHXG6LkWtYEWOcNjdrXEQLbLUKZFJ7Coe2n+euNRvl3fx5XlAbqByUovRyHj8P6RaQSQmtdILQtUT8OeMYnTSS70wliTA3sWOTywzOjoBo8fvYFRl9grEmcwxhmNsOqCOBcxMF5H2iHZ4Q5DH5on95EVxo8u4Yc6WktHhZInKjOs+VkWL9SwP7jGh2vXMNc0hC8QeR+A3lw26dlmI4gFsuqhOZKwGqDMGDRF3Uvj1ZLc6UoJJIrVbnYzEE5CLEjZAafP7UGEkt4+H2Uq7MEulUdX8UYD/FJM1zO50atwPDNDxehy2R/CVSa/t/IhhEqyyWktne5SBiUBAeF8GtHT0ZsSZcd4XROlKYJqiLGhIQ90sHIeI9kmYajRaqc51xhizi+zGua51BnkWqdKN7b4i8XHeaW7m3ac4muOxjeWD9xV3fW5fR7mPwYPu+a2+trfzV3k7oT7RePvZU57EPjLzROuA3+klPqKEOJl4M+EEL8ITAOffaeCpFCc6YzxSCaZHrpQT6aGfm7gRRpRmuFUjn3pFXaZq7hKp2p0KGgOZzpjfGXhMG7HJJd2+eYbh7CLLgv1AlFBUk11GM00WHZyeJHOJ/dc+sFSKT/SmO8VCIoR0teIDUH2hk6YTtZgZ/Y3aCzl2H9kleuNChP5Oo8V5pAfU1xZH0B0bdSGidLAWNfZaFWw6pJe2WKGPB//0Bt87dRRRN7HcEBbMPjyzAeIUgqzJ9hYLHC5VMOvRkhXEvd0YiVIjXRx1lNoHS3JUX4mTW8kInfWpLM3ojRRRwoFUZKIpZrtkjNc1uYLMBgiPEm+0qV3qYjdFQSFGG3DwB/zcTZSWEaIkfFh1cC5VOS67fE9fS97UqtMuVX22it8onSesQ82+NzffIjiZXCqOlFKEexxseyA4FqOoBwhrAgzFeD1NFAQFCPClTTZ0RZ+rFMtdoiV4KdGXuOYPcuI3iZC8EdTT/Jn/y97bxok2XXd+f3u21/ua+17d3X1vgENEAQJkOAiLiKl0WotYY4tWyGPwh7HxDhCEZ6vnvB8coxlj2ZkhTVSKDSUOEORoiiSIAGQIPalG0B39VpdXXtVbpV75tuvP2STxmAIobmhC836RXRU1uvszHvfO33PXc45f/9+Hhu6RjOw+WL1LOe3J3Ec/V21u332Hj/O2eJPMUjonrS5H0Un+t3gveI87xY/stOWUi4Dp37A9RrwkR/ms/JahyPxbRKqw3KzwFy6StFoYwmf98duMKnv4kuVjNpDRfKF5TPETI/ScgFCUF2FWj1Pbn6X4USHG9tDlJpJVCVip5vi/uIaS+0ibqTxj0Yv8JfrDxBGgozZJz7UxW2kCCZd4lfNgRJVKiCSgmMLGwD0PZ2buwXqbozPTTzHd40FrjWGaMYtWkYCrakhBbj5iCjjo1YHZ/DpiSatWxncSQ+tYuBNuKQvmDQPB+RGmzihjtZUMRoCxVfojUf0yzG0looSQDDt0B8FGgZBHJDQ6VnEDR+1ryA1WF0tsl7KYlQ0vGIAiYDJTIPLwzGUdQPFFfiTHooaIQUEkYLfNaDog6sQ1z1s1WO5X+TX8i/y5fpZUprDZ9MX+JvZU3Q7SUQEekugxQa7AcOnSmxu5ZCeitvXQJeDHPu6gp+O6GykiBXKdJwcQaBw0ynSDG2OWFtk1B6WFhBIhU03w7xdZtRo8tvF5/lC7QG+8C7a3T53xs/6IHov2txPc3W7FyKsf1TefOa+V9kTFdE23Qxjep2Y4vKZ8YuYis/51hR/tfsg5xK3WPdzuJHOqlfgr1fO0KrHaLlJhmdrlNZyhGaAlvRptWPUb2URkUApK6ynEogQvtkZoX/Y4Zo+TGk8ydnCOm3f4vmNGQCCYQ9jyyC0IYxHqImATilBzXLZDpIoQtJsxIik4JXOLAdjZV6rjLNQKPNqx+K+4zdZLI/Q3Uii7uqEBQ/vhRx+UkJMopoh0ZiDUjXxb5fXHk+1aDg2VlXg5uWgfGnR5dBohZs7RcIdE9ky0BsKkT6YEChZj4WRMgnN5cOfuM6fv/oQ8WsGvSkFrxAyd6BEz9fp+gaKHjHx0CY7T06gXzPxT3XwPZWE5RKkVNxyDGkMqpFd04aJaR7n+zNcaozR8kwqhSS/PP8aX7j6ARIb0JkCbycOCvQTBqoZEjZ1Yusa/dEQrSPQ+hCZAqnC+dUpVC3kwakVltpFpgq7dCODW+4gEGdlJ08kBS+Vp7F1n0eGEvxO8el3dNr7vLvcjcH3vRTJ+17lp/Vc75Xn9k42eDcnJnui9rihhHyjfpwrzjim4jOp7/IrhVcwlYBL/QnmjAp1P8Z/WjtN83oO+ipayqNUSqM1VPS0S+grBK6KTAZEyYD+WIg/7BFaktCWmLcGRVAuXpli14txsTZKECi4GwnwFbxiQGBJzIpKFAiGp3YZjbdImh6aGqKUTQwtJKU5LHZGiW5LiOpGwEozx5mRDSYOlRG+wNgy6E+E+LnbtbSlYCjfQm8NgrkAYppHvWfTmQ2QgAjBuG5zY2OIaNdABAKtOSieEhQ9ZMYn7Gqs1LMkdYeal+DY3CZOQSJVidZUWV4aIab7ZM0eD8ys8PHhK/THQqxdid+wsNMOO6t5YBDUhiLJ2T0+mL/BfelV6kGcsXiTj49d5b8pfJdNJ4NxvIniMZDXbKigR0S+gti0MGoqkQlmTSWcc/AyEq8QEKUCwq7GZ+cvstLK0w90XmjMcr47w6jeYCFTRggw1YBqI8EvjL3ORj/Ld7p3nPK1z4/JXl8J7fX23Q3uFYf4XmGv2uCeWGlntB6fKz47qEMdJgilQi8y+Z8Lz/Mvy48C8PT2QfrPFAhnfdSOShiYYEakjtVImh7riyPoHcHwAzsU7A6fHXqdxd44CdXlqdIhVleLaLuD7r7y98cJDYnmCoKhkHihR8JyKakZtDUDoUqaXZuxRJPdnk23bYEuafdMvr0zz3Y1jXnN5pKeJ3VflVbP4rn6AYSQZE9Uiek+5afHcAsR5F2UVYvdZQu7KvBSEFvXeJGDYEVMHqiwvpHHaBn46Qhz2cKdc9AqFokNSWdKYCU8nJpNZrRF0nK5UJkgZ/dI6C7F42V21nNEuiQ50qZod3g4c5O02iWueDxw5gbnOwsgJKYekJra5Vhuhydbh8FV2Gym+TcrH+afvu9bbPSzvFEZ5dVwgmvFYZKai6EFtD7RRVyLY+4KYHDuHKQjjPrAabv5EG3dQgqwtnXcQsj0wg67XpyPjFzj9eY4B+MVOqHJYXMbXYSMHW/whRtniDyVFafAsNli2/uxiqvs8xNkrw5YP6u8F7ac76SN7yQlus87syecdiu0ec2Z4oS1Tk7tsOVniSkuX+kcYMdJ8QfXfomgZaAWI5CCMBOg7uqMHKqwtZNl11GxJrqMZZt8ZvQNTltrrPgF5u0S/27pA/ReLaAe6nHmyDJvbI0RlROonqA/6yF6Kq6jI4RkZKzO7s4Qhhnw/slbAPS6FrJpIJMBQaCyuZVDdFWcAy6KHtF9pogzHiICQaRKqjUTNe8SDoeDfYzmIFhN6wlah0LUroLRFJhVFS8jqLQSWCkXNz+otCYiSLxh0V7wESf7IAVOx8AsqzTUJI0whQgFu9k45sUYvekAEQikKUlZLg3XxlQG+c5XnDE22hm0jiBIKkxmGliqT8UdfKdTt+h3DRQzZNPNoghJ3PDZqVu8eH2W4lALgHSiT92Io+qg9QV6B7rmQBAltCT6cB+vZaLXNIw6RJrCysoQxlyIIiQTsQZvNMd5rHCNnNpjR3FpBjYJ22Uo1eG5nVkeHV1iqf3eyWG9F3i7LcC9Mpi+F84X3y32yjP5h/hRhEPeC/3aa+wJp/29x1ZUuyz7BRphjOfaB3ly7RDdagw95aJ2lcGWLhBbMugfdggihbGROh8bvcqVzgjjVoOvl46xmclywCrzV5v301jKIeKSqG5y2Rrh7PgGr0STBJsx9LjHyEQbL1QZine4uDRBoi5wQ8GUvcuGk0WIQW6z7CuAjjreR0u4+FtxFEfQm/ERvoI91UZXQ+4fWWfCqvP56/cRXU8Q6RBbaDCfr3BhZZIwoeAJg9imIDQUwhsJVEegHO2gCtAnfVo7g9KhqZjDRLJBLzC42p7EKGv4Ey7ZXIfuhTz90RAl4RO/YOPmJFs3ixjFHn/UfoRPTl3mjeY4bcfET0iS4wMHvNLMcaa4wS0tBxJkqKDoEX/z1IOcPHeT3556kRfTc6x0csR1j7zZ5beLz/EvlF9kZzWPvanRWghQHAU/JQnHHaKeDupAW9spSqQCakul6xvcaBaZTdUYjzX4Dyv3o8+GPNs4wG8OvYBKxIuVGUYSbb67c4DyrfzdMcCfYfYHzX3eDd6rE69/6Gz7bk069sSZdlzx+GDsOi/3Z7jmjPJ0/RDfWlnA6RsUxpoEZRvVEaCAUVWR97X41NFFNCViu5LmL7/yKC+9Ns8XX7mPpQuT+FLlb7bPDHSlUwEiAqOm0F9N0vBs/tnJJ/i1x56D5Tjrt4qDnOJIYWF2m95EhN/XyWldJqw6nzv+AmFsUAlNqpJsqsdDUyv8/kcfZ/L+TdAkxlCPTKzPUKJD07fohCaZRA8khFZEq5LgamUYzQgx4x5Bwac7IZG6xB/2cYshQdnGdzQMLURN+iixAE2JSOouipBIQ+KN+EhPpXk1Pwi2cxV0I6C94GPWxEBDvGsQScGGkyGlOziuTmRKelczZIwe9Wac57dmWCiUmZypIiPBpxYuIYddyr0kzXCgDRrXPVbqWW40iny++j4+PnYVNeUhgsF5eGRF+KmQqKtjbBrYKYfeEYdIVuKTxAAAIABJREFUAyUAqYAbaIzFmzQ9i/VulkYrxrXeCPelV4lQ+Fh6kbFEE0MZROv/wWNfuZtm+COxX2xib3GvPId7pR/7/OTZE04b4G9bZ6gGSR4vHeH5xYN4rk461aVaSiGyHpEG2myH2Ik6Ttfg8W+epfbCCOq6hdYV6A0Fra4hAsE3/vYBrt8Yo+2aGAmPoOhjNARiyOWXR87z+Y1zDBktzj56DbOs8tprc1R7cQ6lykRpH2vF5K/W72PB2ua4vQERaH1AgWopxZXdYZ6rz6GJiEyhg6ZFBJHCTjvJpZ1R/u7mcXruQJkLAR89eZlDhTK51GALP1ccrHrV3mCL2RrtIg2JokdUyykOjpaJehqbmzlW2jmWygWKk3WEFkE4CCDzMhFhMiQZcxFGRG88GnxWwkMREifUOZNeY2GkTGQOJh3DZhs75tLtDMq4blUzaFUdUwl4bP46O7U0f71yHw+ml5mK1TlaLDGRbPDKziQv1maYKDRwhiPMioq+qxJb17B2NLSuoF+zUcom8S2B2hdoPUG9GceLVAKpEkmBafncaBWp+3FOGDs4Uuej+SskdRdViVCJ7pL13RlvdtA/yFHvD7Q/HX5WdgPu5Qng2z3D90Jf367q4N2yyz2xPb7dS/Hnzz78/SmEkXXw6haNKI5qB8hIEKRDwq6Btx4HbVDn2j/UI+zq+CMSRQ+J+hpEAq2rkbyuUbVSfOTIVa7UhzGnAnQl5E9X38/25SH+9fLHURI+ismgPrivcSq+TnRc4Rvls+xcHOap3GEmrTrGSA9zKsAA2ltJyjfzlJNpNMvH37XQWyqlfAChIHFTw0tJfE+gBaAEKuvdDCnDQVciNnfTDKU7+PMNOhspzA0dZ0oSH+rSrcVQGxrXxAjCU5iYKbO1myZajcMxh0OTJa6tjCKaKlJIMG9Hp7cHeeIATs3GT6koBckT5cPs9mMojgICWoHFVKZBJ2biRRpSgjrd5W+unOZfnftPrI9mWH5hij8KH+GfLjyJJzW+tHMagNHYYKLhHNIo38qTuajQHZcICSDQmhqKO4iCV3wGKmiuyqXtUT46ex030vjE8CJ/tvQ+lLzky+2TzJllXm1PAzCfqfBSexZYfLfM7ofiTgeXt1My2ufH42chDeytfbzXznx/0DP8Yfp3t+/Hm2Ms7mY79sRKWwgQUqDE/UEa0a04whPYcY+obkLZJDHcQS0ZiGEXfbiPnwuIdk20uA/eoBu50Safuf8CmYdKdE45WDdNnnzuBP/8wON8euQSZ7PrBNHAgZllFXXDwpxvgQTnaoY/WXkYU/EJCj6qB9+8coTzjUmOjuwwmWlgaoPgMqlL9A0DuRpHbw2EQogAI6I/EiEkiACCmER1YO2pac4/f4jT+Q1Gsy1KjSRHiyWUnIs7GiAdFfd6Cr2iobcFWslAhIL1jTzmiwkUH6rVJKV2EqWlIeQgsG1uskK1koSUj+IL1I6CUVM5NFpGQfKBwk0mko1B8Fhb0PYtHitc40CqykKyhBDgV22iusH/8vXf4B+PP8fZR6/RWs7wJysf4P+69ijncqsoSkTFSRBXPX5r+mViox28tMBoioGW9o5Ebwu8kQAlkASxQf9TuS4jmTa7XoxXdibphBanhzf5xsYRdoM4SaVPEKnEVY8TyU28aE/MIf8zftSVz73uYO4G95IDu1N+0O7OvWRbP2xf9kLf77Yd7gmnLX0FaYVEvsrEg5tkjtdITzeJIoFwBUNHKjjX00hNErZ1fEfD2tKReoSmh9iFHkKVtLsWX186gqmGAzEOfaA9/S+vfxJFRGw4GUo7GaJ0gD/nED9SxzZ8RDgwhEYnhq36ZAod1L5A1Ay2OmksNaDjmdSv5NFu5yr7qYhgyEPMdkmeq0Ao0Ms6qiPwcgMBDbsi6E2E+ImB8MfXvnU/eavLg1Mr3NgtIEOB0lEBCBMRfi7EGQkIExGx6RbCUUGAN+LzwMEV4qZHaraBdrCNlwvZfG4cAFEfbMXrHYHWEWw002z3UqTVPhc3xvHTEaEleWFplivdUVY6OT6TeY2RfJPkeAut0MesqTzTOsTHcpc5c/8SlZeH6XUtOoHJscIOR1I7rHRzrLk5ZnK79E/06Rz1SK5KeiMCEUD+BY0gJnAmfbxRn/F0k+PZbS6WRzmQq+JEOjN2jQ+N3aDiJbjoTDJl73Iysc7VziiGEtwdA3wb9sIAsc9/zjsNmHd7QP1Z4ic1gfhhPudnYcflndgTS5t43OH3HvgOX985StczsHWf9e0C+AJ1xGHnVh7DA68QYKVcgpsJvHSElXNwOgairUHaR6qCyFMhB13PwB0NULoq9cUCX9TOkDIdzA0d/USTX5i9yLOVOQwlJH7UY+3qMNxI8GXtBNlYn96JDspKnN03irhHNLp9A6MpcEZDNDsg1CIWJktIKej6BlaxjyxANjko09mf0yntZDA39EFwlisI4xFXv3qI/nDE/Kl1mu0YiWWFyBhUPetNhJjDPeSVBF49jaaCm5EILSKueowlmtz08yiKRO0rqH2B0tSRugRXENqDAUt7Kks9yvLvYuMEcz6piRa9TgbZ1XAjlSPpEo7UqbXjOG2TTL6Df6rJk6vzPK3N8dmZSyweHiX0VdxIZ9eNcyyxzbDVJq31+WB+idV6lu5uEi8l8NIS1YPm/ODsX22pZBd2ub49hDImsfSAS9ujdHyT/3biGdqhzUvtWXJqh6XeMNNmlcOJbZ6qLNxlS9znvcq94qzvxCntpb6+W2353j35WXfYsEectkDyte1jVDtxPjlzmcfXDqO21IEcZjioxOUNBRAJYpbL7pCJ6KoEtxLowSBX2L5s4WUl+lyHyrfH8E92SBY7dNtpgrzP6fwGWb3H4tAkyqsZvqYdYT5XpWB0yRsdNlJVnv7OCaKXMsx8doMHiyt85dr78HIRnSsD/ev+RADqwEgN26fSjdNsx4iqJtKKEI7CTtXG2FXxsxEjc1VKSgbZG6ym9cZAWEMEgpsvTRHFItoP9km+ZKO3JUFMwc+pqAIiA5AQ6aBumzxjzTFT2KW+lkXGAhI7CqoLnidQ2gKpg10SuBnwkyA1cMZ8kkMdTD2gHY8Gjl5IFBHxV9UH8FwNrarTNm1CR8XY1nHSEaXRFG45hl7oM2ntcjy+wYXOFDmjS0Frc6EzRT7eoxemaB0MkVaEUtFQPXBmXNTbZ+2FTIei1SFndjk7u8ZfrpyjEcZZcQrcl1xlN0zwanWCVyqTDMU7FKzO3TLB/4Kf1ApiLw2w9wp75WzxbvGD+n237sWbYzjuNJ7jrROTO2n3XnnOe6E4zJ7YHheAEJKJTINvrS/Q7VpIFRK53mDlrIDaUVE6KrubGXAUZCwcKEsVAxRP0D/RR3UE8nqC7CM7BK5GZz2FkIO8bkVI1vo5jKxDeKJDfS3L+fUJRswmO26KRzNXOfHQEm5O8t03FrjWHuZ3fulx1J5CGB9sdys9hVSxw9TQLmGgUq8liWomii8wdzSkFaG3VIKExN5Qcb46PFglj3RJjrUZuW+H7pxPYk0QZAPsHRWqJq2FkNASmHWBWLPhUJfMsRqxww2U24FdXI+z/dUpzJKK0tDpzoQ0z7gEqRDFF/jDHu0H+viHeyg+OFMeDx1b4mOT1xiKd1A8gdYVvLA+gy5CQilIJBwUH+zXbMyki3f7Xj79+EmkHWIYAVe7IzxdP0Re7/Lk5jx/dP0RziTWWMiUkNmBcMn3JjJqX4AUKCs2qhIRRgqvbE/ihDovNWaJ6T69yOCwvcUD1i0yao9/ffjz/PLUBU6mNykae8dp75VBYp+352f5Gb15S/lurT7fquf+vddvt9391vbua8H/aOyJlbapBPihSlz36Ls6USBAldw/us4lfZRmJU9kyUGwlyJBl2g1ndAe6EuHoy6ypxHEJOGwy87iEDLno+VdgpYBNYXlToH5RBmvaaI2NTI3ofGQxl9cPUcUCRYzo/zK5Hm8cxrXXpjh4tIEluqz8MAKVy5M4yclMutjGz6nsxuMxxs8c/4I6WsqgQ3dmRClp0I0SOXyspLedEhs0aY3bqBkPbptC62p0brfQSuZBLHBWbdwBa35EK09qJbmBip9T2cuX2NxwkLZsgjjEUqo4hZCZg9vkzV7VPsJDqSqrBzMkTV7bHbS1NuxQX1zT2GxMkJQULhZKSACgZ+UaNcT/M3OOY6fXCWSAq8QoLd03KpNbrJBfTeB3DXAU+hU4xw4UCGmeDRDm8fGb5BQXTJqj81eBukqBOkQAjEQNclJzA0dLxtRKqUxYj6GMcjBLlgdnr92gK8oJ/nw0HUOGSUOG9tcdCZxI52DVgknuiNpzn32uaf5Yc5t74bDfrvvfLPz/kGO+3vX76TU6V515nuhXXtipd0LdRYyZVK6QybRRygSBGx10wShQmhJSPjIRIBwlMG5djrAHO0Ngr9KJsIMCWMR8ZQzENuoGARtHX1XJbAlJ9Ob/GbuBe47cgupSrrjEL9oIS4lUS8nqLw6zKab5X25W8hJB62mc2lnlA/ml6DgEtkRdDTSpsOzpTmu14eIj7VpHA9AgllS0ToDhavQlgTZALWtDiLIOwrqioWiSoJEiGYG6HNtvKEAqUmidIBZUfHzwWDi4aqMp5tst1PIhkEYi0hfUYnUwX3Jmj0+kFsCYMKucyK7xa8MvcrhbJlDwxVCC4ig7+i8fOkAyoXkYBUfDVKy1J7C4voon5m5RGakjZuVWCUNXY3QzEGbhCcwdjTKXpKj1iYxxSOt9al4SZbcYYJIQZgRWsrDyjkQQXy+gTscILIDCU+va9Bp2NyoFTkVX2dyvMZGLcP17hArfoHnevNc7Y9S0AYyrJd7Y3fRCvfZZ+/w1lXsXuLNbXu7dr7d73uxP+819oTT7vsGK50c96dXKa1nseMeiiu4vjSK4+kojkCpGsTTDlOHS7jlGMrtM20pQEQDByw1iaZEhHY0kLqUA0cVxCVfXDrF7176bWpOHNUR2GVBbyLCmXXx0xEc7PL42mGqfoKz02tEhsTZifOljZPMj5extjWMoR5ikJhMvR3jSLEEZkhnwccthHi5EHuhQWRHaHGfMBki9ds5y5YkKlmgQBio9FsWsRUdYQdMT1YJDvdQeipaT6BVdNZ2s/Q9HaWvYJVU2tMSb8LDqCnsdFOsOAVKzSRX2iOUnSRPNQcKWWcy64gA0CR+00RrqvTHQrozAZMnt3GHQsy6QF2z+I/XTjObrfHZj72IO+vihwq5VI/7zywR21IJ4pKvvHKG57sHmTXL9EIDRUSEUkFTImYnKqSSPVQ1Qk46SCBe7HFmep2RkQYzkxUWpnfoOzp/svIw8+kKqbhDxze55oyy7aWZt0tc6EzxpxsPM2PV7p4R7rPPHuatW9Dv5CTfy9xLfflpsCectqaG5K0uT1YXUHoqmVgfRh1Gpnb558e/SZAPCOMRjqNT79mYQ71BbjQwcXaL9PEa/bM9rG2N7pUs2dk63qE+emOQQ33uwev8T0ef4uenFplL1ginHPwE5OdrqEbE4ftW8Ss2ph6w1U/zvswtIjtE6SsEoconhhfRTjfwyjH8SOUfzzzP/HCFW408uCqpYgezqqJmPDK2w4MnljgwUiEz2sLPBcTnG4Q5H6M5uN2iZKJVdHpTATJQiKTg1OQGC6fXcIYj9LbAX0l8f4LgJySRHZF6w0RvCaqtOGUnyVi2yZDZ4WJ5lCeXFjCUgF5oEIx5aHUNramROVYjPdlkfKY6+G47wD3Zw8+FhNsxbtXzzNslpserNJZylJfynF+dwj3ZI7atYG9qfHH5FH+x/RBupKGLkKdKhzCUgPF4gyBUCUOFDx+8jiokhUSXSAqOZku0HBOA3zv+DJ8Yu8KUvctkqs7FjXGe2FnAlyrPNw/wzStHyFtd1tzcXbC+t+fHHTz2B599flzuJPBpr9rZXm3Xe513dNpCiP9XCFEWQlx607WcEOKbQogbt39mb18XQoj/UwixJIR4Qwhx9o4aISRXq0Pc+sYsAJvbWWTZot6O8W9vPkJmqI1ZVonqJp3lNIE/2EoWAaysDNFoxZAlCy8TEcQjeq8UsBZt/EzI0CNbPJa7yuXeGH6kktF7HBytEJ1tU9lJo1+zWbw8idQk1WqSVy4c5A9feozp2QqRHdE+n+dPbzxEpxpHayl0PYOSn+aD+SVOFzdZOLRJ51aayJDEYi4x3SOIFDJmn+Fkm9RQh27XYmSkgTPmo/QVpDrIqY6tDkIK+r5OxzdJ6C4zx7dw8xF2SRCGCtNnNjn3gauQ9PGS0DkYEKzHeeG1QzyYX6EVmAMt72KdZzfmuNIaQYaCxJrgyIO3eGR0ibTtoCkRn5t8no8cvoZuBChxH7UvaC1nuNEf5mxunSNnVjl+apXfOv4Sv3/q2+htiVWRdLYTBJFCQnN5sTLDRiXLrw2/wvvTN5nPV5AS1rsZdC0kkgJNiah7NscKO6xUc7zUnCGmuvhSJW/2+OShRU7nNwAYNZv8rw/8PUNWm3Gz/q7a3U+T/QHrvcles7s3r6p/nGpid4v3Qhvfa9zJSvvfA594y7U/AJ6QUs4DT9z+HeCTwPztP78L/NGdNMJ1dXo3MniZQWUt0dZQPIG/GadaTtHYSSKi2xGHmiRoGShdlTAmUayAoGGgeILYloLWVQjikiAmBxKWPZsb/WG+dv0YX7p5kldrUwRSIZ/sYm7qg/PbSKCmPGRfw6yoiJ5K2zXQCn1EIGhtJRH6YAUcRgq+VFnqDZHS+uTMHtKQhLak27GIaR4jVhsFyaeHL6GpIWen1xiNt1BiAdKQRPGQSJdEBqi7OtW1DEN2m7TucDBVYebEFkEc/KUkWbPHXLzK4akdtDMNkjc05JCL3lB4sTYDwGulcVqOyfHhQS610tJwipDQXEwloNqJ0/N1nm8doObGuH98DaFAkIiwKgoVL0FCczmd2WA+Uabux1jsjFM/E+AnBWpfwVJ9FlujuIFGLtPhhc4Btv0MNSdO3Ha5sTXESKJNxurTdG2ans1idQTb9Bm3GnRCi7TWI5KCqpugHxqciG2w3CugikHd8SfKh99Vu7sT9gednzn+PXvA7n4Qe6n+9T53j3d02lLKp4Hdt1z+BeDPbr/+M+AX33T9z+WAF4CMEGL0HVshIEwOcnu97EA0IrsIyWUF0VWJL+vYJTnIcY4E8VsaqZsKyWUFdd3C2B1UDuscCNCbgiAVEsw4qF2F9k6Sgt7hfzj5NL6nUXpmjI0Xx9lcy+OOBrhDIVKRg9KfPQUvE6F2FeqrWf7ZyScQJ1skbmlMjdXoj4fsNuL0Q51jiU0afowIgZYfbOcj4bNDrwOQM3q83JpmIVdhyOxQd2PMjNQQKe/7VdCQg8AwEQmeff4oTz57gmuNwapXO93AaAlee+kgT2wfotJN8MDoGnywjtixCC3JyqUxlpsFVCHZ3cxQ6iV56urCICBOkVypDnO9M8RMbpdfnT7PxzOLHE3tcH57krCtIwJBEJesd7K8WJthuVvg13Mv0g8N4ppLZqRNEIPIlFy4OkNSd5nN1DiW3+E7Gwc5E1vlX8z9HWeHNpkfK3O9VKTh2MR1l0gKGo04Sctl14/TCw3cSOdc6haaErLdT6GLgF8qvkpMcRkxm/ziyGvvrt3dIT/MwLhXg4f2uTP2kt3ts88P4kc90x6WUm7ffr0DDN9+PQ6sv+l9G7ev/RcIIX5XCPGKEOKVsNMZlCKd7hIb76C4CrWPObTmQ+wtlf5wRP+xwblxfKZJ8aObNO7z8FJgtAbBZooLWlPlyKeuo6U8RHlw/qt2FS60Jvm3lz5A7MUYXi7CT0ZYWzpGScOoqYzPVXFDjSgZYrQUIkMydajETWeI06ObqC6sXx5BL/axL9l8e+sgK06Bp79zgo5vMpZrEfkK1Ez+t/OfYsRsoikhNxpFGp5NSuszmahjqgGybmA0B9XMvMxAmUukPYqHq0TxkPXFEa61h7ENHy8tiQxJ3u5xvLBN3bP57+efY+RECSKB2hNsV9O4vobeUFlbHEX6Ct5wgFsICSKFj+avcDBZ4eXGDI83jtHwYyhKRGGiQRQPUVzB2uIoGbPPqdQGT3WOcrE2ysX6GJlYH+9gH8UVaHWNmhvno/krvFYaJ256fLF6lv978zG6gYEbanx09jrnCqs0PZvV6yPoZkDX06k4CV6szJBW+8wYVR7LXuXXRl5mSGvTi0ycSGfB3Kbkp99Vu6tUKu/0fd/nnZzxvrO+p/mx7O6Htbl7rerX/v+Lnyw/diCaHDyRH/qpSCn/WEp5v5Tyfj0dYzjdJm57HC6WOHjfGuPFBqdPL9Ob85F5b1DaMx2hfy1D0nD5+PFFEg9VOPmZK5z9yFU+++kXuO8D10jqLqlkDxEKQksSJkJu1gtE63FaJz3UnmDoYA1/vj+ILI9J3EAjrnsYKZfoSIfc/C7vLy4zb5cw1YDmKQ/FE3h1i+6cj//tAmvdLEHRZ/HmOKVmEjo6RBC0DFb7ebJajweHVvn40GUutcbYdePMJWrIZIBUJG4hQusKojEH3QzIWH0yI22kIbm4OEVlPUvicB2rpHLl/DS3WnmKVoek2mck3iI23yC0JNqqxVyhxtwDa4PgvNtpYSjQ3UpSDZL8UvYVRqwWNTfOVy+eoNczOZLfwco5hJbErCpcqQyz6WZYd3JMJBusvDFGpZ1gfrxMZErkZJ9Ll6b529IpTgxtsVNLc6NRpO7GmItX+cTIZWzV41R8jbjuMTxX5ez44Ny61EnyT2a+TS8yuOyMM6NX2fazrHgFLOFTCtJ8vvwgX9049q7aXbFY/GH/+R2lu+xz7/Kj2N2Pa3P77PNmflSnXfreNtDtn+Xb1zeByTe9b+L2tX+QuO5hKCEPjK5yOr3BaKxFxupTd2MsHNgaVNnyBFZFYfdMyM2vz/HS9jS7jQRepLLVTXOrm+f3Rr7Nz2Uv0WjECRIhSiAQgcJuPY5ZF1jrBn4mpLSTYaJYJzjgMH60hK37lLsJTo1v4ldtquUUy70C13ojvLw1xdx0GaMuUBI+WsInNGHxuwdJZHsDvW5/UFTFaA1Utr61eIQNJ8sLpRkeLx/FDTQ6nsml+ijWqonWFYOt6VmHRNLh0wcW+cjQVUZTLX7+wfMkRjsUJhp0rmXx0hK7pLC6XiCSg8c1EWtwuFAmd2gX1RFce2EGJ9DxcwFnDq4ijBCMCGmFvNEa5+vNk7iRRlJ3SWR7PDq3xITVwPdVlAD8pKS9meJ8dZK1Xpa07mBMdgFouoNUOrYtpCqZie9SdRLoxkDcw9Z8kqqDLkJerk7zxyuP4IUq54prNDwbP1Q5kt9BERGKiDhlr3LRmeTZ3QN8fuMc/2blQ8AgJ79SeseV9k/U7vbZ5w55V+1ufxK4zz/Ej+q0/xb43O3XnwO+/Kbr//XtqMr3Ac03bSu9LYFUaLoWdS/GzV6RU8l1Ppi/wW43xvVLE0gJzlCIU4xQ2yrhmTa9i1mihsHl0gib50fpBQZ/vPMo36gfR5RNsCLcYkh6oom6adGbCnCmXUZmB7nA9Z7NpxYusb5SYH2lQOVagZcvz6Hl+ySyPS5XhvnSdx7AvZEijBScoYj4eZtYzKU366O4AksPGMs1WRgr8YH7r/DLv/hdIg3sWwZPvHQc96tDrH1jho0nptg8P0rpuTHMGvRHI5Bw38wan55exJcqT1UWGLbbPJa+Qtp2KMY7BNmAyI5QArBWDZ5+/CR/eONDbPXTHEtu8/DoMs5Bh8iSbL42Sma4TUJ3GR5qIvoquAovXzrAl26eZKlV5Omlg0xmGjR9ixmrykShgTflDVbmEWxX08Q0j6TucG5iFd9X6TgmCEn8QBP0iO9uzpEx+niOhiok47Em360d5KC5w0i8xZFsiUOpMn+3eIJDqTKWHmAqISU/w6ab5a9rD/ByaxpL9Xl0+Aa6GvL87hxdz0Co0btqd/vsc4fs290+e4Y7Sfn6D8DzwIIQYkMI8TvA/w58TAhxA/jo7d8B/h5YBpaA/wf4J3fSCD9SKW1keW1jnKdfOMbTtXnSap8wGjQvnnb4rz74PFHGx2iKQb50OsIsqchLKfSO4Mq1CXbdGDN2jZPnblIYavGxc28wnm6SO1lBifsQCWoXhlBaGq16jIZvkxzuIHyFKBWg9FTsFxNYekDv5mDVp7owEm9x5v4lQhOSlsuJQ+ugQPONPFIKPjv8Or9ZfJFhvcVjH34NqYJZUemNSNyspD8SIlVwxn1ah0LO3LeEMtvFCXW23TQr3TxXbo3x7Mosf7j6GG6gMWq3MNMOerGPU5TENyVShd2dNEGkcLE1xq4X49GFGyAH9clbtzIsNwvEdB+R8gaSo3pEvxyj3E6Qz3Z4MLdCtZ9gRGvwydFFAKQAGQtRNyxeujFLWutzYWeCcC1OpxxHTfq06jH0ik6rkiCuecSTDm6gcSi+w6+MvMq3mseYi1VZ72Z4cu0Qhu1zpTHCTHqXMatBiCCmeNS9GI9mrmOpPltOhqlEHSfUqW6mvy8x+m7Z3T77vJW9Znf32vn2O3G3+3u3v/9OeMfa41LK33ibv/rID3ivBH7/h22EroQodsB4vsn6Zoz1VpZn9IM4jg4K9FoWX7hylgcP3eJlfRptzUKEoJ+tM5FusvTiNEZVZXV7mpv2FL/6c8+SNfrYqs9CssRCEi6ZY9Qdm2o3R3xNxe0ZXMhM8MDoGu2CSRApXLg0S/ecQ6uSJHdol2Yrjj8EhhJwuTJOfyKkv5NlYr6BPNpG3kqwfmmEPw0fYjzRZDq2y8OpG4z9oyYv16cJIoUhu02plyKuuzQ9m1vXRnnthXlGTpRoODaGEnCjXCSZ66KrIY8Ul/jbteOsdHKEgQprNkEuoH5cJb6hIKTG9kSKX528wJXuKN++OY/M+viGhrWtsrmW58zhFSaH66z6BQgFiqPQ7w3yuZ8qHeJ0foP/Y+VjTCbqfOrYJb527Sh0dPxMCD2VL906iZQ9O1yGAAAgAElEQVSCMBkOJjS+AoFCkIhAi3h2fZaHJ29Rc2NYIsCJdLqByUvlaSIpSNoOWavPwWSFsptkrZ/jmc4B8laXXx96mbza4QXlAN3AIK55bLdSYEQYW/9/7fF3w+722eet7DW7e2uO9r2+db4X+reXa5/DHqmI1vd0ZMtg55lxwlSIG6i8XhrHvBRDeAL7momybPP6Nw9j3LCRCmg9QWc9xdWLkzz8oUsw3yWwJXpH8KUvfoCNboa01qcV2Hx35wD9QMfxNfSmQhCHsfu3GU832ehm+FThIqfSmyTH2mhLNslLJs3rOeyYSzHXptxP8sj4MmpbQYaCI4kdfmPhVcJhj/R1Qe31IV5/fp4vvnaWf/nGJ1lsD2qWf3p4UJ/heGaLh3LLrJbyJMZbRLGIjNVnJlXDUEI+MnMdXQ0ZTnR4tTHFgWyNlmMRtIyBUMpt+xERaB3Bzmqeqp/gpe0porIFHQ0ZG9QtF57C62sTWJpPcbiJcBUUXyDLJovVEaaSu/z9jaOUnh7nuWeOsevFKObaWDsa+q4Kqvy+4yUCvamQSPchFEhNohoRD06sktF7HE6WuNEf4tX2DCudHIYaIqWgXE2hKREr3Txx1aMfDpzxrUaeL9dO40mVg7Ey43aDtU6Wxm4cPAVnxr1bJrjPPnuS98LK717hvXKv94TKl66FiLRHerZN1I7R65kcGi1zdSSF2hucJ0tVYu6quMWQ+HgbRUjYSKH2FV7+0gmC4YgHP3iVG/Ui1a007yvcYlRv8HD8OgdjM7zanGJ9tYAy4yBDBVMNGLLbTNl1Hq8dwwk1ejfTWF1B+0BAbEOjN2ySsFxu7hRJGQ6xkqBjakQIbvXyGDGP+jlB7KaBm5UoTQ2/rXF+fZ6XU3Okih2SlsuB0SpXO6N8ZP4qj184jghh8dYYc5MVjqRLfPWNE2hVncZ4nEy6S++VAt7BPnahh+dp5JI9bD2g5A5jNAVaQ+V8fRJTD4imWwghiRk+9c0iekNBLdlc641x7NAGzoRG+GKW4HSX+m4CL6cxnm+yoyYw64IXlmYxYz6hJUmsQkfRuP/UOt+5No+IB8iWSu9mGnXERZZMZGKw82AqAZbiYyoBN32b8XiDhhej3rMBGLbaHIyVaYcWH05e5pXeHP9x9QxBpPKvVj7JL46+TtVLMBFvsGwWCAKFTK5L/R1sZZ997mV+UNnSvb7y2+fdZU+stKUUGDdsShtZzkxs8MD0Kg/mVnj0gctIXaJ1BUrBxTvQx6yqRC9laK+lSEy0IILeeAgFl5e/e5jacpb/8f1PkFb7rLl5GlGMYb2JpfoodoBsGeQLbbJWD4CnSwdp+RZZo0/hSBU3J9HaKr0ZHyR0XQNND7FUn9ZRf6BdHakEkcrZ8Q1ETx1UNnPAaCqcOnuT4tEKwghpb6TY3MzxF4sPsLg7wvXmEB86dZXDJ9YpDrVYXhvi8ZsLEAqCdEjU04gbPt58n8hT0Z5LEbYMptN1PjRyA6b69GZ9Iktyq5Lnv5t7ll8/cJ7fOvAKpwqbeLmQSBtEgyMgpnnEDB//VAdlMYG+YbLcyKMIiTzaJjrT5sML15kt1AhGPLyUILYpuNksMD1WQ9QNgmQEkSD0FKKsjxDQD3Wud4YIpYIqIqbsOld3h7kvs0anlCDqa3xr8QhVP8HJ2Bq1MEFW6/JzE1e4US9S6cQpai3GrQbfXZmDNRst7tNq23fZEvfZZ++x77DfHd4r93lPrLQDb6ATLcyQSj/BdiPFK8Ek0WYMEQi8QohSthC+AAnFD2+x+doonc0U0/dtsfHqGIGhMX5mh2o7zh8++xHOHVvm5/KLPNM6RDuw0EXEI/NLXKqOMp+tMBOrsdwr0PV0VCWiRJKHh5cJh1f4xvIREobP2eENbNVnzq7Qiwyeax0ljEV86eZJ+nV7oO0dD3GsCGtDx0tHXHlyHj8ZoY33yA81qVwawtg12E3aCAkrYwXmJisczFSZSDbY7qaYn16h1EtxPLPFF1+5D7Ok4Q6FdE66aCWDS1ujGGrIB+Zu8vRzxwY54z2dG/1hEqrL9e4QVSdBcbpOZSuDvaajdXRe9g8wPlclGXfgnEN9LUvtRp7dIQfb9tCUiCcvHiFZ7KAaIX5C4ifBbSVIx/uD4LymRhSL0G2faDOG3lY4cLzK87VZXm1M8fNDb3DI2KE/orPlplHiPsV8m2ojwc1OAV2EVLwkn8ldQCWi65xiNNPiufZBAA4OV7las5FtHTUR3GVL3Gefu8tbtbTfK45kn3ePPeG0iQTxVZX+GY+Vi2PMnNii1ErSH3bRli0iRyEx06R3PYOfitioZhATfQ6NVJhO7JJ/uMuY3eTvFk9g2D4YERe/ucClE6NM5ercquQ5MbbFZidNq2txJRzmhcYsmhngNyzcoS4kO9zoDPHzQ2+QPdRjrZ+j6VtECHyp8lc3zxLaEXpLxXV0ciNNGjdzyKyHsWES2hJzqkO/ZmPn+/RbFu0LCaKJEC+rENsUuHlJ/JrJWmmcW/GI06eWGY23sFWfrNXj/O4ksRUdtxANdMDTgqDgU0z2WWnmOJHfRkhAAb1kcKubx4s0Lm+O8In5K0zG67wuJLVakSATou+qKEKiqxGWFrCrSoyagl8QTGfrdH2DqCgYSbZxY33WaiYi4yG7BlOjW/Q8nbaXxKio+KGNUMEZCfjSykkiKfjVuQs0Q5tymGTGqqGLgPWJLFcvTaK1FbSpiJOxdZ7yD/Pl2lm2+ylSMYeNWoZhu80r6/8fe+8Za1mW3ff99j7x5vhyrJyru6qr03ScmZ7ALJNjirQFkzYIUrAF07BkQAIEyBAM2RAg8YNhyhYlaiDTkjiwSA057BlOz3TOXdXVFV/Fl3O4+Z578vaHUySb7Z7pMN1Vr6vfD7hAvVvv3XvCOnvttfda/zVG6OlYaxrZB+roWsTmnbbFHXbYBnyenPV2SrJ776RpO7ItnLaIwRmOiZsGZCMMGZG1PXqOSen+dda38rTWslANwJUUXkvTOuWy0sonfac308yP1enva5ExfWaXhlGaIr6SY6GbRwcuXt0HBzv4joHvGNhzFiKCaH8P71qehTETTY/woxP8N6MvM2rWONcd4/W1SZ6/fABz2cAEYjNprdnYsNA8gX7dRu9BZ1dEuJJhYM8W4/k6G4Usmd0+K+0cDw/O8efXDxFtWYQZgYgE1obGudN72HvPIqYWkdICNjsZ9Afr6EBnpoAyY0RXo97M8GtHX+die5i46iPXLaJMjBSKAbvN8cNLjJo1LjvDFO0ea6WQ/EAHp1EkpQecrC7Qiwy0vTHTcoDMxRQL2SJH+lZRSvDUwBR/cOMBrEGHINAQWsRwqslGJou/XkREAhkkLxFJ2l2bvlKbm04fQ1aTtxqTfKP/NAfNNS7nhvnlr5zmn178Kmfe3McZ9vE3v/gqTmxyJLvMn64cY3xkiTdnJ8lkXHqzGWQAWzMlDh5d+ABL2WGHu5/t4LxuJ9vxfLdzHsG2cNpKQG5G0nnII2obXH9nDOkLrI5gM2tj9gQI2PPkDLESyMOKtU6OzeUCxw4scNkfpJru8nfH/5zn2ocZf7jO6989Rnyr+5aSEBRiVMNGeBK9LfH6IuxVDblsE+VilKsRa5Kr10b4+/PfQJoRkasjGzp6IPDLEVrRp5R3GMq12HAy3Fdd5PTGGI1OivIzWdqTsH6zQjApubdvmTU3x/G+FR7NXyN/qMeKV2CmVaHtmbQuVdBcwfTpMaJUjKx6xL6G0GOKhS7GSBftbA5nV0A+5/DcetKKc7avzHqnAhFc2exnslSnHVrESvCF3A0Op5f5p5dHaTdTmLs73Hx7jNIXHB4ozDLXSfpViwh4rsSlL8LJwUUutEdQgFu3EWZMpdrmjfUJ+tJdZkcC7DmTKBMTSQWhwLqRonEoopc3KOg9AH7n5lP8xuQrHM0sseiXmazUuHEth+4Ivjt/mEeGZwiUxli2zqvTe4gcnZaTRRfg9seMH0hEWV69Y1a4ww477LD9o+1t4bTRoDegYNXC6oqk85YukIHEbAp6I0l2+aWZYfIlh1YtQ6bYg1Cgi4hyoctYps4/m/8au7NbSBSVh1dZf3sAJUDs75C7JbvZdSxSYx5jxQadfRbz1wdQdpTUMzeSkjAR61h18PPglZPZlr2m44UCP+3xSPkm69kcg1aTbtlkxc5z7Via7JxGbEjcV6u8kqoQ7nG5YYRcb/Rxb2WJw9llvEgnTEuch9pcujqKuaETViO06RTRQIhmRniBweHBVfyvbfJU3xTfXT1K3U2xFWRwfANrPekSFgzppHWfJ0tXCZRON7Zoxzbj+9dYuDSIqNtEgyGnZyc4q49ybHiZbF8XJ21hTNtYz5V46UGL377nOdacPJ35PLKpUzcy7B1aRxcRZtbHONklvlSEvV3kpSxBThG1LOIhwan0NAXN4aw5zv/y+s8gGwZKUxgtidEVOBMhbiPNdL7CxfoQPzN8gZe8/ZirOlFaEQ16qFBSd1JolQ9URNthh7uG7RrNbdfjut1s1+uwLbLH0ykPf8QnvZwczuSeNXLjLcJJF2e/h9IV+ryNnfX57w88h+hoeNfzyFzApZUhjlVWyGoeu7NbWDKgGyXKWlFaoQwIfB0pFDnbQ9Niul2b2VqZvOVSnayBJ7GKLlEmxh0Oic3kRkUpheaCDCHWE0fU6dicSM0yaDVZ8kp8sTjFw5UZJg6t0jnuYrQFwT0d/GKMcS2FUoKl2SrrXhYvNvh65QIt36ZsdamONAlKMXbeIxj1kW2NsGUyWmxwsrjA3xl9lifTV7mvPE855fDC7F4MLcLogNIUQigaXoq09AiUxkpQ5NuL99D2TFITbZSuyM7oaNM2QihWu3kKKZd7xhdRElrHfWJf47mt/Vxf7MeqaVg1AULR9GwKpstopUF7PYs/7OO3LPxyTGpdYGZ9xlJ1zvUmuNIbou6nAdC7As2RyXUoKDL9XQ5PrKDLmKzpcaY5wcBgA6FAcwXSSLLTLSOk32zfGQPcYYc7wHZ0CLB9j2uHhG3htB3HYmJki/aBAL8cM3tzgNZyjnTWo1jucuLwDMGoR+Dr/J83Hyc92iFKx6i6id+yePbyQZbcIpYMeHV9F8udAsvX+1C6IszFiDWLdtemP92mlHOIQ8HDI7MMpZr0ZzpUxxvs7tti995Vfv3hl+Fgh8aRkNS6wK4JglxMuMsFQDVM/mPtFAN6ky/lLzNi1DmUWiJnekwMb+H2R4TrKXIzGtKHYDNFdqDD2Zf386/fepR//PbP8nBlhi8UbtJ1TfRKouMtN5KWnQDzz03wb374JN9rHuNNdxe/VDyNqUX86oEznOxfwi8ovP6IMJSMZRr8oH6YFb9AoDTKKYefGpvikdFphh5epjsZEWYU4nKOlmvxYN8sF5eHiCwgFGQvWJx/I8nklh74JUUm7XG8sszXShc5UlzhwN5ltJqB7GjYa5IwDVEk+ZOrx5EipuanubAyzJFdy1h1gd4TxAYE/QHBpTwtzyat+2QNjzNz49TO96Ek+NWQcqHLr556g1ozww2n/7ba3ZkzZ4BkRv3u1w477LDDh+V2jxnbY3kcWLg4iN2UaB7EehLduu0CVl1wvq+IykVEkeLJ4esMmU0uDI/w/DuHQI8Rjs5b0xNM5QYw9Yi1m1X0rkTf28b3dfQbKeLZFOvlHM1uCuVqWDLkQHqVMNYoW132pDeph2n+/dX7eGR8hjeNcXqbBXRHoPf3sKyQ6oM1lmsFzm6MsuQU+c2RF3i7N4khomQpWUbo3cTxdocVUT5E62jEbxUhr5BtHeuGyf+99ARPPHaB8XIdJzA5UFzn+MlFZt0Kf3TuJCKE7Kzk2cUHeMaE6ESbwNe5stJPyk7010Woc+zoEu3QYsRucKk5hK0FhLFk1KyhiZi+vg4pPeDmqxMQg3++yLdvPgBDLpoPkRmT/8oq3cv9qEiSXlV4VYWpR/ixTlp6fKkwxZ+evRc9FMgIeiMRmiOJ6xaZ4TYvbu3D1kJ+6/BL/P71h2kfCJCORpyJEF0NJKw1ctxfnWOqNchAucXafArDEWiLBq2SzXfmjiBlzJLzgV2+PnHe74HbKbnZ4XawXZdfPyqf9+fldp/ztoi0NSsCCe6Ej/Fwjd5EQO9oj7AQ4ZUUZl2Sv2Qguhp/9MKD/B/PfJXXFyYxSy74ErIBqmUyUmhSb6UTuc09HdzlDFHLxBsNCKohfqTxlV1XwFBcb/XhqmTOUjSSZKp7M/N8fc8Ui90i3eVcIlSSUQgBnqfTCwyi+Qwby0Wmf7iLv3/uF6kHGWwRMJ6pY+khsQZGSxAVQ4QVM3HPMu7hXpLspitSm4qo6vPii8eYr5UAyOs95r0yU61B9k+sYj5UI36yQXckxi8ptLM5rKspgoaNf7ZEZCbX6q1Luxm0W6y4BcYyddadHNdX+vn+5mHqQZpeZPBE9Trm4SaaD141QnoC60IafyhgYmQLSw85cGIeXEn7pzrk9jb4xsRZMprP+d443946kUiYSggGA4ymJErHCE8QRYn55AyXYaPObx94DhFI7DWJcCXmgEOsgWUlymk31qosrxUJK4nkqtsfEc1kaa/mCLdS3FtcvDMG+GPYicJ3+DT4C1v6JG1ru9jn3fCsKKW27QRkWzjtKJBYW5LslIlzvoRe10ldTKG3NKJ0TGwqwgxIV4KC1KqECzmyaRej4JHJu9gDXWIliH2N/fuWcRs2ouQzsXsdQoF0NDaWiqx7OQaH6sxuljnTnKAbmdxo97HLWufpzWMsOkWuXR9G2VFSEranh9+wiBcybFypEuUixsY3yT+8jucajFtb/MnaPfzJxeMsNIqIGCJbIVyJZkbMnh/GvpRCOhJlxmw9FICnYdYFwc0cCzN9/PGFE7y8thspFOudLM2FJOJ86tFzVI+t40wG5B9eJ9PfxTxRJ/PoBplrJhiKK80Bfn3gZQ6k1/ibY2c4MLyGLmM2vSwrbgFDRDwxepPe0R7Sl4gYwoyiWOmwJ7+JF+rszW2gF310PaaY7vHs+gFSms/R1CLtwAIrwtzVJpV3iXb1UJkQvSsIQ4kUirfXx3ixeRBDhDxx32W++Itn0ByJ9k4OsyVwHIvnVvcRRxr9fS3GxjeJrL+6n/aqjhKK/3Tz+B22xA/mszQY7Uw2Plt8Fu/X+x3ru+VXP0vn8mnySV6HbeG0RSgIU381qxExuJUkCQwFfjHGrcYYXYFVkzhjEbGp6PYsTDPiUN8aA4U2K608ytVYqBcRPUns6MyvlDFqOtIXGDWdc8sjPNg/xz858Z+Y2hjg7YVRsobH71x9ivuLs2y5GRAKc9lAKCgXugg7QnNBlQOEHbH25iBrK0XGB2pc7w3wRPU69+5aoNO1EQqCrEJlQ+JYoHcFvdGI1JpAr+kYawbZmzq94Ygok4ioKFdjdblEWvfxAh2lKzprWZ556zhbZ/tJLRiszZfJ2h4PDM2zu7hFd1dIdsrk5mofF90xpIh5pbGHWAmWOwXKpsOpwhy1MMMXC1N/2XQkzCpEDEGk8cLNfWQMn+9cPE60aXF0YIUjxVX25TdY83K82dlNwXApV9vs7dskY/sMV5pIIyZKK5jOcG2rj75Mh1ZoMWlu8kTxKoGSPPnkeUa/PI97uJd0CQMK+S61VpqFmT7idEyUi9D3dNA7kLuh481n74D13X2832D5WXQIdzN/Ecn9qIju49yrOx0Z/qjv37G5hE/qOmyPPW0FYSFG8zXSqwI/D73hiDiQaD2J3hOEaYVfTBqHkAsIcqBqKX7ugbe41BxipZ7Ha1ukFnW8XhZj2GGo1KLmpGh3dUQoUNmIQsqjoPf4w/X76XZtWLZ5e2E/mg+/W3sSfd3E9CEoxXz5/ou8sTIOLQMZJBf88OQylzvjDAw1+LmhCwwbdabcYd6ZGUNbtQiHPETNxFwy8asRkQ2pJY3OIZ/0zSSrvbM3wF4yiE1FbIDe0AiLcPF7B+jt8kEq9LqO0RHJz+sGJw7PMFOvcL3Zx32VebRcQGcXyHWbV+u7ebR8g6O5ZUbNGmtBgelelavOAFcbA1y2B/nbJ17k96e+gJrKJpKxkSSV9giVRCmwhxxWu3lWu3nmrw6gzJifOXme/Zk1cobLqptH1yKWLw5gtiT+3h5qyaZ3pYhzssc7zRH+Xu0/p+cbhKHGrx98HQBtJMaLdGrdNIYeEQUawhcgQWYDdD2i8NQqqxcGiAs7Mqa3g+2kQLXD3cO79+jf21L082xzn3TuwrZw2kqD8X1rlI91k9Isw0OiuLA1RP1CFb0LIFAuRLbAXLFx9vo8deIShohwApOHx2d54cp+gpxCGQq/brMUSe6fmOOGEaLJmK1mhj2lTSSKr1Uu8fb8GEZX4A6GxL7AWDFRMlE9mziwynS7wr0DS7x6s0BsKDQzos/ucPDIAiPpJmW9w6vtvfQik4H+JtZQxPxKGbMp8fMxektLMrKLyQ3rHXDJ5F3EUo7IVomiWhfCtEJvaSDAXDUIRnyidExYjUjlXcYmVrm0MoRft3FKJt/vHkQpMBoasaU4M7WLIw+uMGLWWfTLXG4PYWkhL97Yi1y22VoX3Hi0imGEdMoxMhcwXGqy1soxd3YEuyt49KeucGFriLX5MmjJpOFSY5Cf3fUO51pfYNBucb1WJSqGEBsM9TVZbploHcnSO0OE+Yhe3udr+6ao+WnOtsa4vDHAV8auYsmQ6VSVtxdGUZFElH3YtBBSoZRgtZZHGQp7zryjdng38FFm83dLItTdwPsJenyYe7Nd7+F7k9Pe7by34/F+mnzS5/uBy+NCiN8XQqwLIS6+673/WQixJIR459brp9/1f/9ACHFDCHFVCPG1D3UQASxcHmTqB/u49IP9vPntY7z1reNsLBdR4z26RzyUVOhO0jAkshXmksFKL8+Nbh/96TbXG30YCyYyAFH0k/1wX+P1G7uYLNQ4XFpDSsXp1/fzB5ce4FvLp1CxwD5Rw9zSUKZCcwUiBjHRpdZNM5BqM2C1+S+feonyqXUOjazyRPEqvzT4Nl8uXubpzWO0QxtLhmw1M6y3/mp5V4YiqVUux0SpmGzZSZaVbyVvIcEvxAS55LxiM1lJ0HpJnXR1d40nj1zFn8sy/9I44Uoao6HhNy08T+fI2Aq7H5pPkvSmDJbdIt/fPMyfLR3hrbkJnp/aDxsWmQWBMxoTBDr3Diwl13HOZna1gucaGF2Bt8slVJKC5SKzAeaWhoxgtZHnsjtCqCTfu3mIx4anObJnicLBLYp2j+xIK9FCj5OXdiPFd18+wWvn9nG9VuXxkWmud/op6D38SOPre6cYHaohRKLKpmKBZQQ8MDFHnAtJrb9ri+Q22N3H4fM24HyeuNM290FL5j/qbz4Kn3Ri5cd5Hna2aX4yPsye9jeBr7/P+7+jlLr31utpACHEYeBXgCO3/uZ3hRDaB31BrIO1JTE6YG+B5kNsQPaaQfa1NMaiiQwEXlkRD7tYxxv4oz6ztUSWUxcxq1sFIjtJsooDSZiPSF+xUD2d0zcmeWN5gnAhkyxJx4Kba1XEik3naglUsq8eH+kQVENULImVIKP7PJS9SUHr8dXhK/xC/zuMGVtESDbCPMfzS5zMzTPbLZPLuEipMFMBYUol2ueGwlrXEIEgCDQiT8PrGSgrJszEaH4ySfBLCntdYrQkvfEAa9pmY63AipOnfHCL2FAQQ5iOMdd1gpZFy7P5cv8V1D1tQhueffUYJbPHowPTPLr7JuVqG6UpuiOKuBDgtiwMEfPYiSuYR5pYdkDYNiCGfaPrVM1E8pRNC90RRJMuga/zf116lLcu7iGazfLt8/cQxpLHhqc5XljiHx5+mi9+6R2s/S3stSRvYPLYMjIfUK9l+e5LJ/jFgbeZMDf5avUy050q+wobCKGIiiGxp+EFBoudIuX+Fs2Df20A+NTt7qNyNzrsnQH0r/FNtpnNbXd+VO7Ej/udHX4yPtBpK6VeBGof8vN+AfgPSilPKTUD3AAe+MCDsCKiox264zHdYYXbp+ge8OnsCmkeC8jfuwX3tHjyifMcGV/hq+NXGBho8sjoNPcXZ1nsFCnku0S5CBEK8DS+evIC3T0BucE2uaLDwb41omyEMhQqEsSbFvGtzPRYB1n2sN7MIh2NytM23YUcsRJMucM8v7WfH64c4IIzykaYZ1BvkJYe3185xD9/5atcW+2j2crQm8uRsgJkCEZbkloXifMuJElpVsZHxQJhRigzJh5LBFuidIyIQXdAr+m4wwH2rMn1c2NkTJ/8PVtMHl9OVgMOtjE3dOam+/kXZ57gobFZnL0+cSbijZVxXlrdw5DVpDVVQZmKsBJiLplIK+LVp48TxhoZy4dz+WRfOYD7K3OseTmiSgCAuL9J1NE5OTGPZQXITJCsQHR1ilaPEavOlfYAeeky1ymTtnwmnpjD3ediyIihapNsoYc+4vD9rSOshgUW/TItz+Zqox/DDNHsCKEp+nJJLfmB8gay372tdnfffff9WEf8cSKfHT673A6bu9NsJ5v+pJ3552Vy8JNkj/8dIcT5W0tKpVvvjQDvbtW0eOu9H0vsaaRtH33IwTzYwj7Y4MTeOf6rR17hyeNXeHzoBqdG5rFkSKwE92en+cf7v82SU6Sg9SjaPRqNDNmbOgy7WOUeN1p9DIzUaW9lCEKNdxZGSVV6YMYoX8MY6CWa4xWPoROr2HaAc5+TRKdDEmtL44WXjvGHN08SxpLVWp6s5vHDxmGebR1m0S9zb2WRI/sXGas2iNoGcTaisZLH7w/xqhGdMUVkgrFhEDRsouksytVQoURr6USehj8UgEqy5Z2RGBmBzIS4owFxMXGimoxZfH0Ec0PD7ZrEu3oUh1poRkzB6CGtCGJBu57mVN8CBb3H449foHBJJz1jEBug6ibuYMiZxTGCSOKVYzI3DNzDPRpBGjcy+OrRS1T2beH7WlJjnq6Rtz3KpS7ang4TB1Y5mlvmhc39PCVhErAAACAASURBVFia5Tv1eylbDq2uzVC6herqzG6WafZsum0bfytpbXrQWkETMf3pNm3XIrqaI/12CoSi41lU7C4Z3WfP4MZttbu/4L0D2XYY0D4uH/e4Py8D3sfkE7e5HRJ+nN19nOz5z4Mdf1yn/S+APcC9wArwzz7qBwghflMIcVoIcTrqdnHcRJLUWUzENmwtZMapsCe9wUKvRF73OJ5d4DdGXuKN9h6KmsM/mfxjrjqDTG9VQEB3PMK4nkJczDF9bZB6O82BXSt4i1nkfArzxTz2nInsJKtYeiqkr9JmebPIaLHBrxw+w8GjC4z81BzpU5vYe1qYekjedPnp/Zc4kZ5j1K5zLL3ILmudLxWm+OXBtzhUWAOhyFQchC+wFw3IhkmZV08Q5CMwY6J0TPa6gbFmEGUi9HUDfdOgMN4kKgeU99aIJl1UzcTIe6SmLWbn+wgiiX20AQJoGWQzLs3FAmHXYKoxyN84dA57RcdcNPmzs8e54fRzqTaIM6LQexANeuhtydieDbJpl27PAiCyIQ4ly708DxVneG56H1u1LGPVBrod8P35g+Qtl29MnOW/Pfwij/RNczS1SMuz+d7qYZ6+fITXLu0l8HVeefYoqX4HKRXOTJ64ayDzAYvtIt9rHmPVyxMrQdexiHXojsYIqUgZAZc2Bvnh1EFWWvnbancbGx9qkvC54bMy4N3m8rUdm/sAftKJ7o+6jx/n8z6rk+2PwsfKHldKrf3Fv4UQvwd859aPS8DYu3519NZ77/cZ/xL4lwD9hytq38AGl9fHkyXgvE/V6vBrlVf4zYt/i9pGnvv2zXI0I1gP80ihWA5LtCKbq+0BvGt5Ug1Brz8mtBWxrcCKyf4ww1I+S7w3xNrUk4h2JECmQ0YrDfbmNxi2mkzs3mTG6+PLuUt0Iot3tkb52ugVJu1N5r0KV9oD7E5tUNS6pDUPgO9tHSNUkn84+md8a/V+9FxA/HYBWVC4IwHlSpvuQz7+WhqzpmFv6bT2hXT2hghfoLc1wkqIbGu4b5exgVq7TJwLQVfYdoB/rE3qfA45AJ2OjS6gurvGxmIRsy7xy4peaNCJLPy9PaxrKYxNnS0vzfpGHtIxXkli3bRRumJ5q0BfqY1Me9TIIH2o9rWxtZCrzgBHh1e4sDiCExhEK2m6oWDtYMR0psq5zREOldd4bfNLLG0U0edsiovgFQVWQ8cZAm8xiznSRQ66xJ6GXLKpX07xjBqkd9BF9XT0RpIlH2cjdE1RTXUYzTb4+sELfGv1fuZuo92dOnXqrnzC79aI4/3O6dMuJdqxuR/Pe6/73Wp724mP5bSFEENKqZVbP/5nwF9kW/4J8O+EEP8cGAb2AW9+0Oe1PJuRdIPNPRlO9S3Qiwz6zTYvOfs5NbBA3C/J6z3asY0XG3ixzu8vP8rV1X6iUMNwE4ctBjxKxQ4bcyX0LQP/p5pIoTAvFtFc6A0q7CUDryqZExUWNovsH9zg+WAfJ8sL/FH9FKtunmYvyQi/2B1h08uS1n3ebo0zbNQpa12c2KLmpZnI1nihe4DZWpmwYRINRhjNRFY1YwZIAbWijm/qKKmDhNSiTmwmDT/QVJJ9LUjET2LQNw00D4K1EplTmzQqGdyZEo+emqLvUAdLhjwr9iPGFX6oUU11yGoeQkJvJERvaVxYHCGTd3E0RVRVZF9N41YEUcdgaLTFuflR9I4gyCm6rsnuzCbnmyPsy65T2t3jYHaFp/WjzF8YImf51P00Bcvl4uYQW7MlipckbkXQHVH45ZDY0gGF2ZDQyKH2OwwONmjmUjhbKdJzBvZ1O6k5FxrhLVW5lB5QsRy2vDT/28Wv8+Doj3PZn7zd7fDZ4YMcwadVSvRZtbnPUmnVZ+U431vGdqf4QKcthPj3wJNAVQixCPwj4EkhxL0krmYW+C0ApdQlIcS3gMtACPx3SqnoA4/Ckzzz+nH2H11ktlsmjCUZ3eM/Lt3LrtIWAFcb/ewrbHBha4it6xXsdUlUibE2JaUnVllaKVEtdDlSWaVX3OLMSwcAODm4yGu+Tqdrkpq28Eox1paGMZPCrSquzmXILAme0UdwhpIab6oe//aHj4MEa7TDULFFrZvmzYWJpM91rDO3VWZmo8Kr5i6cpSzpZY0wqwgKMWxa1M8O0f+1RR4/fIM/fuV+lAYiFRIeddEuZ5GOBDfZnYhMRTzhEjcN9J5GkFdkZwSNRoY4GyF6kpeu7ONfPf5NFoIKrb4Ux7MLnO+M8dLSbm7WqkgtQvWsxBkrwb7KBqWhHs3AxvzViJqXZq2dbDtksi7tUYm5bOJ2TV7b3MVIJmk6MpZpsOSV+LmhCzxvepgy5K1LuzE3dMT+DkoquiMgYpXUlW9pBLkYEQlErDDrAnE5Tc1KceDxGaZlBdGv8K4W0DeNJFNfCfYVNhhP1fjhanKfUpbPivNXy+O3xe7uYj5uxPNZGuzfy08add9NNncn7+HdFm1vt3MR2+EBtcbH1K7/+n8kshXpo3UatQyio2OvaYTpJBqNNdB7AqMDQRbcyaRtZznj8GBllmudfnQZczS3zH+4cR/7q+ucO7OHyv4tNjdz6CsWqTWBW1GgwOgIgqzC6Aq6ewIIBKllnd5oCFIhrAgVSYx1gzATo/f1CDdSKEMhXUlsx2DGyIaO2ZB4fRFaV1I6tkm9mSH7apowBd3JCJH30edsYh203R28zRQYKvmenoaSCruvRxhohJ5G+pqFMxEiQsHw3g3a3x0kTINQ0D3ggaeRvaHT2RtirWtorsDZ66NvGph1QZRSRHt7HBtNVuseLd9k1q3w7Px+RgpNrt0cwtjU0VzBl3/uDOtelncWR3hkcoac7tJvtvnB6kF25be42ayyeKMf6UiifIi5oRNmFNlZifOgQ9gyyfR38a/lCfoDZFMnOy/p9SmCIZ/HDl7nZH6eC+1RnjtzhOxNDa+i+KWffoVFt0gnsLhZq1LOOBwprvIHp56mpWq35Sk5deqUOn369O34qjvGxxlwtsOY8F4+ynl8nOM/deoUp0+f/tTt7vNgc/Dp36/byY87l5/02IUQZ5RSpz7K32wLRTTdDumNB9iLBs6FEmLUJzvWIr/PY+VyP0KBiATSh/aeEJkLqJa6xCqp0bZkyES6RslwGDIaPDI6TTuwMRsSWw8x7JB4PKZVMbCLLoYR0u3YCAGFYgfhGwznW9zsjoFUmBs6MjDwJj1SBxu06mmCmk11Vx0A94Uqfl4QGxq6I/CqEUZL4g8GHKuscF4N0xpIIQOBvaIR1W2MtqA3EBP1kgQt1i2UodB6SbTtxWk0RyJNhX/MIX0hjV9QlFMOyyddUldstB6kryVJZLEJhUs6rfs8tFUTzYpQwsAZC7HXdKJNi/Vyjt2FTQwRYYiItOWz2s5hl1xczSLsanixzv7sOq1+myv1fvKmxyU1RNrwkSgaPRtZ9JGViFLWpVsxYSpHkIeobmHWJF0ylI9s0XFsorpO52QPbSG5vikt4FJnhCPZZa7u6aexMIjeEbyxNUlfqoMuY6rZLotbRSp2947Z4A53D5/l1YK7ge0WmX6a3Alb2xYNQ8JQ8r8+/v/yy7/4AvJAh0yhR8byWdksQL8HQy73PXKVe352iofvuc7YQJ2hXIv/af8zhEry3aXDLPRKnG+N8HJzH3vT60ymt/AqEUvrRbieQWox0k60rfeWN8lmXaQWcbC8xkQpaav52GPJdpXa02X8sXkq1XbSZ8PTQFNsrhTo9Cy8+zoEpZjsokDpChEKglGPbNkhZ7g8ODDH8EPLidCLqTA6Aq+SLL2bcxaqbqL5AqMhiVJJjbbsSWJTIT1BVLdQOuiuYHqrgtQVQUHhVhVKgyCnCNOK1sEI0TDY9+Acdsrn1BeuMrhrizClMJqSpekq1xt9BEqjFmSoNTM414pJBzQ9JrWqcb3Zx7VOPw03xdrNKtduDDF9Y5Abb0ww3a7QXs9yeHSFoGmRMX16bYugECMDsAe6RDZgxjRulOHaLfGaroHREVizFm+uTADgxCaHSmt4peRcZi4PcXpuHCkUBbPHUKnF/uz6HbG/Hf46n6dBd4dPnp0J06fLtoi006bPeWeMaafKnr5NylaXsumwms/T8m3ypkvB6NFndmgEaXQZ0Wd2+IOVhwD+MnkNYM3NcYUhFrtF9P4eQTMpMbLNkLTtk7F8btSqtFdzALx99ihRCtzBEGFHZPu6OB2L9U4WL9C5d2iJC0rgXi+gTXb45f1vI1EsuiWu7uvHf36IMAXmjE1wOKmr3pte43xtmLAvwJgxcYajpMd3TyJCgVmXKA3CnEIUfQJLx1zXCXWQIWhbkuCWw5/Mt5lZHgIN4mxMfrJOvZUmlfLJGyEZ02exWeD4wDKd0MLWQ8J8hLmlYa/qbPT6+N/nngIrQts0USMu1UKXxqUKvcGI9VaWWAmab/SjZRTpFY3QTlTpur7J3374eYaMOr89+gyvdffxrxcfxdrScEYiRM/A7Ag01wAJQTFG60nMlWTQlz6EseRibZBmziane6QONOgs5TG3JJ5pcr1W5dTAAhcWR1jMFe+A9d3d3C37ix/1PHai7TvLexuG3G3cST31beG0TRnRiSyqZpczc+MoJVAbFnEmAj2GUDIxscGUGqSa6nBhceQvhTiWagX6Uh1yukdG9wiU5PzmMJuLRUQqxKjriBCCQKNa6lKxu6zVRrFXdbxyRJBTibPJBURtg3CmiEwpWgJUzeSsGsVzDFQhhFDj/7n4AGP9Nf7W6Bu8srCLB3/hAi+/eBRv0kMsZ3jm7AP0f2mJv7f7z/lB5QjL+wq8PT3O7pFN5tfLaBtpVCDojURYAw66HuGu2MggaR4SFGLsdQ3dSerOZ1cryJ5ERKCVPYZyLR4cmGPMrtEMU7TCFMt2ksD1Xwy+wTeXvoB0JX5fROmchgwlUVcQZmTS7MPT6Mt0qJlllKlwOxYrvk5ciMlPS0IbgoIiiKGoh5xpjqOLUebbJX5j8mVGhmus1vsxGhLVtolNxZ4vzNHybFa3Cok0qtIIqwH2gkkwVYBDTQb7Wlgy5Jd2neOPuIdgpUTpnAYj4Mc6903M44Q7DUM+De4Wx73DZ48P47w/Caf3aTrO93t+7uTztC2cdtNL8Z3XTiICgQwFmg/pVUHzoEKr6eg9wbw3gNnvsDDTR6rqEMSJQEo+4zLbLNNxLVzXQJtJJQ1FeoJgNCIe7yEWUkglOFJcZao5QNg10BXkxlsowF/NYZghdC38fT2sKyn8FRshFcF8BqstCfY7HBtd4tLKEL3A4PdmHuXUyDzPXzrAgVPzXL0xjOYLvGMO82tl/u6ZX+PhJy4xnGqy1N8kpQfcM7bITK5M/L0qsaXh+xliRxAOhEhfR+3tYggInAxGRyAyIXLRRgBhLmag1GY8XacbmUz3quxNr3OmNo6hRQynWvzu7JM0ejZIyA+2iQZBxJKga/Kl/dd4eX43j45P8+bKOFQ99BWbOHNLdc0XdEYVYT5C6yU66AuLFWqlNGEokVLxva2jHCmvsJSqEmUVwo5QPZ35egnXNYiaBmZdSyZBNYPoVhOWzkaG5WoBgILh8tjINE8v3ktkSfzNHFf0iK5nYhs7rTk/LXYc9w7v5naXL32Q8/5JMv8/rF3/JN/x3ufnvT/fzmh7WzhtXImyYsy6TqyDX42IdQ1lxISlmHgkRPV0gsUMVkfgt3PMDhmopgkxyFulU7EdE1UijKJLPutSb6Up5ByaMkUUalTMDn2pDO1hiw2tQFaPaHbsRPBjOYeuK9Ssje6AkoIgl2Rsu8MB+kKK7kCSBGZqEYYW8cb8JISCrw9cYizT4AdnjyDXbKyxDtahHq+8cZjUeJuf33WBFa+AF+mc7F/iByfzmKsGZkviVSLKg03CPo3WRhZ9S0d3RdJ0xNOIhjysaZtd9y+RM12KhsOB9CrNKMW/vf4gnfUM1prOlb0DxDULBBhdQXsxj96SZI7U6XYN3tkYwW1ZPP/8ccJ+H3vOItYUUcskNGJSXYEIwWzpSB+iFFg5j6ztsb6RRzNi6m6am/UqAOlZA7+gY+xt46xkkwz5zi1ZVl+iDIXwBWFGgRFzeW2QfNrl3tGL1IM01V01Nikj2jrpsYB9xQ2mtgbvlAXu8C52lpU/X3zaAjXbjfc6+Y/SUW07THy3RSKamfWZmNzgGz//Ml/9ytsUh1pU71nnseNXIRaUi13MdZ04E+ENhChdkX4nlZRYXUxKkXL76+w6tMKRgwuU8w5DuRZf3HOdoVybqBxgXknxxzPHiZWgdrlKdsqkdqNM4CTtPL1qhDcUgkjkPSM7KTUTMUhHI+z38WON0UoDP9KYnh5gtNJg/94Vvrt6lL3pdf7BE9/hqUfO4c9laazmOHTvHN16im89+wWqZofTC2OkNJ+njk7hD/soqUitaHTOV5BCoWcColyi6haUIwgF2qqFV424vjBAyewx3yvxWmM3/+bcwwDIrobRFphTaZRUGLVkv1zvSDRP0LlSQjqSzY0cspmsWhTOWqTWknK39LyGcCXuYER0ok2YSRq2uP0RYaDT8w0KRQcF3FjpQ9ciZC5A6cnkIL6cw+p3EKs2cqILQiF7Er0tiMykGQqehlKC4WyTP7x5kuudfg6W1/itJ55FWYmu+svX9nKyf+HHG8oOPxGf9UH5s378O/zkkqefFh/VGf84db5Pm20RaRcMl58ZvoATWUgR89TYVX6l9AYvOfsZeKDNuFXj6sAgU80Bur5JrZUmaGcw6wK3DJk+h0PVNVJawEovTznlYGsB3dBkMlNjtlTGbeiEV4q8VcxBJaCHgb0miVoGsQmaK4kApYFfUDDWI2yYiFggPcG/evybvNbdx02njyv1fsyCx/RcP/a8SWwovvuAznorSz7t8sQjF7mwNcTMn+8i/2CdTrPAS6t7+MaBd9gKMhzPLvK8tQ8RJRG1WRc4F0ugQ6p5a9araUlv8AjCgoJY8OLsHqJQQ61ZiEjQyeuQjQhTkthQpFb0pI1nCKl1gVtNBFBkIFBtndiOCQZdvC0LpSnSizp+QZFe0ujuCfAdE1UNEb5EpSNSaY/2Uh57VcMOwBmLqBkZVCQJj3SIFzLIAORUltw9ddqdVFJfvy7pDUeIoo/q6QgzxnMMzl7eBTFMXStw4MFZXnD3UR1psqnnoafz2vLkHbXDzwPbJVr4uHzWj387cqcc6Cd1L2/nfvh2SLDbFk47L3t8I3eOZ5z9xAj2WGs04hS7zXUmzU3c2OD+yjTvZMb5zvpx1pZKpG7117bqgt5sjjecSSqlDgC/NP4OUsSUtS4Z6dG3p82/m3oCvSvQesnyrwzArSZ/H0XgDoWIILkRUSZGrNkIPcnujmPB760+gR9p6DLmeGWZS2KILZnBHRVIO2TljSGCYozayPNcXwWVDRl4bJ3G6T7SLUFnvZ8/OpnisYlpntk8xJN7rvNOfoTa9TJmUyB9kTjAIJk0pFeT84tsMEsuYaDhNyz0uo4WcktZTCfKxPjlGG3QIZVxOVDe4OzyKF0zi72e6KPufXyWMJakdZ+mn2I9lcXzdFwvjfQEzmiEUdNREpQAe1MQZCXdXg5rU8NsJBKwwhfYr2eROQgOxMR9PtqSiZLgnC8hTLA7yXGLQCDWLQYPb7A6U6EwpdPrVwRjPqGhuPrmJEpTSTtVVyIDQRh+7toR3xF+3GC53SKgHT4dtst9vpN7w+/mg7YI3ntc73bet/t4t4XTbsUprgclbOFzyF7GVxoLQYVXmvs4kl3imL3An7eP8ermbm6cGyVVk/iHeqTSHm7PJHZ10pdSbOzTQMFb+QmO5FdY9QosuUVG7Ab3PXmF0y8dRPow+OUlVhp58pbPRKHOaLrBdKfKlaVBgrRGatYkyCqyuxvkbI/BTItOYPFY5QZSxPzBjQdoL+SRrkQaCns6aXGp2gZhRqFVPIp5h/2ldaYfiFk7N4DeFWSfyfLs4WMgYMoVhH0BpGJ6A4LYijHaMons/cSAwkxSt+07BsTiL9XIwlKEngs4NLLKaidHvZnh1NgCbqTz+o1dZPIuhaMbbNRyxI7O5YvjHDyyQJ/dYU92E8pwemucNT2mt5lGpEL0dZsgp4iqPl6UbBkYTQkKvDKYdYHeFYk+eg/cpoFRdol1E6EgshTWlkTEidNXMnHeqyslskMdup0CUSYmdc1CBmA2Fd1RQWxJNOeWnOvV3J00w88V22XQ/jh8mGjns3x+nzdul+P+MJH9j0rQe79EtPf+zvt91qdxHttiT7sgeywEFa70hilrHa70homUZH9mFS82+NPGCeZ7ZabXqkmGdjmmVOgihOLE+AK6HeLsDrBnTfAkZ65N8sOVAwRK4+uVRDBFl38lCzy7UmGg0EaTivFMnW5osdLOkcv2ePLIVbSTDRjrAfDVoSk2elkO5Vf55pWHONOcoJrtojmS2IpRJR/3SA/DCrn/+E2KR7bQjYiM6fP2yhjllEOUjpPmHCPiVmmXwGwJjDXjlgwppFa0RLc7hCitiCzQO4LYUIiuTmrWJDYAlexjHxpZxQt1yimHbMbF0pLMaysd8IWRGYRQGGaITIUUxpr8/MA56n6am50qp7fGeaRvGl2PkNkA1dXxD/aITUUq5xEWI8JcYmxeNcIdDpI2nifatA6FOMMxeltDzWeSiD8CvSuQIRgdiA1wdgcIBflyF9sI0VzIzGr4BUWYhs5EonIHkD7YIB5xieydgXaHD8/7DYjbcb90h7/ObWyr+v/jg2zjw+65f9SM9U+SbeG0O7HFvfY8v1x8i9e6+3ggO00tyuBEFoaIeCh7k5zhJk5odwfdEWxt5vA8g5lGhXzOAQXBQSdxBIFkabbKolNkI8wRKI1/NPw0+x+aRQYC80YKSwsp2T2mO1XKZpdTAwsYesRUbYBDfWtJ3bBr8k5zFDfU+ZPrx+BijsV2EUsLCQuJdKmKZNIX2gpYd5Ko1zBCljaLFNM9Li8NYrRk0tf6YIewEhCZ0BuKCMoRIhIoLXFyXlnRG1JEpsIrJapncSFE9iTuQESUiYlzEfk9DR4p3+Q3x17kbwy+w77KBjndZTTd4MTwIrPtCscrywwW2zx14ApeoHPT7UcKRTewGMvWWXELfG38CkPVJpk5nbhhEudD3I6FUXST8rtAoHclwpNY99dwOyZGTcOqySRarguiXJxk/JcjIhuah0PcgQg9EyDGu4wVG4zl61jHGzjDMZqXrCAQg+aByoSMFJocGltFbQtr3OGzxLsH2R1nvf15b0T9fg78076PP+rzP4xDfzd3ynFvi2EyJX3asc2wHvI/VM7w3foxdpsbHLBXcGITWwYMmU1OjcwnzTYUiJpBFGo0OzYD2Q52ySUOZNJtKhQIO0IKRTNM0w5tnnf28lTfFNrJBjKA6dfHAf4/9t4zSLL0OtN7vutvel/edlVX++7p8RgMBjMYgHAL0GCxCAYpElxypQ1tBLWx2hAlRSj0QyGuFCuz2uCSQcbuklwRNAtyAQqG4AAYbxrtZtq7qi6fld5nXn/1I5vQCAEShoPuxjCfiIyqvpWVN/PGqX7vd75z3kNEcUgqA2aMBmljwHS8iSICglCgqj5J1SKh2fjecA70zkYWAOlOf7OQAw5Mlnhm+gZChGRSXXTFJ5fuUH5zjKCm489bqEdbRE2HB/ev8+STlzAmeozP1VAfaIAEclvGzfi4Yw6hEqLMddGaEuZtjcAISM60KCzWGJ+u8+TUKlag0gkMUnKf96RXCUKJjmdQMDpMR5sATEZbeIHMM3M3Gfgab+5MsVrK8eqpQ7y8vsi5+gzj0TZ2OiSyKWNsDM1NvLKJCMDO+AgfjMkeuurx8PI64w/uDd3a1GFlfWxNRnJAacvYWR+pL6G2JDxb5shkkZ6r0fc0ul2DIOHhLQ3wUh6SKxiMB0Ru6Gx9ZZ6dVpIgOerTHjHi3cwPKox3ix+0EO2dfu4Pwn2xp13zYrzS289Fa0DLN3kwvsEXayfoexofyl2h6UdY0kusGEXOjc/gl5IoA3AbGqIrcbVuMLVYZaebRmsLhCdhx12uVcawfJWncjeQRYAhXBQpoLnkYK5prO7lOTazzZ6dRBIBHxm/xJaV4XpnjAmzzYF8icOxXTJaj+lokwvJSZxGlKV4BX9S4oY1gRFxyejDQRcfnbjE/7NzjK3NHMKWCFM+WlVm5ViR2UiDY7Et1q0cJTtBLt5jt5rC76hIWojSF8gDGbOsYGfACaKoSog0EMRn2vQGGooccDC7R8/T+fLVIzy8uIFEyM/kz7Ijp6k6UU5tz5GMDlP7H5u6zEFjl0uDaV4oL2P3NGQtGPZQC9htJFEyAfr+NoONOIEeIKsB8tgAp6ch14ajNK1SlNxSjyAUlFsxAi1Eb0jIFkOP9IHAjgREN2VCCdyTXWRPZqudZi5Z50YtjySFhJaMD8gtBfVkA0OEdJ006mKH/loKkXHuYRSOGDHiXnAvhPpvUwX+wwj3O7m/fV+ItuUrJOUBD5trOMjMK13m1Qr/0+rHOdVaZLuX4j25NR6IrBMEAnelj/FWBKUrY+eGs5x3V/OIANxESGB6ZDJdEobNmNFBFT6X+1PEZJuDuRLtZIur2jjmRZPL60ucz3vDUZyOjBhISDmb65vzeCmfs/ocQgo5MLvHRLxNtRLncnOCMbODlrAJAsHLl4YzoZW6QqCFGK2hd/i+k1vIKwFPZm+yZydpeFHW+jkaVgQAWfERzaHjmWwNg2eQD/GiIVpDwprwkKIuQT1KNDXgZGGLG60CS4kq8xM1tjspFpNV/vs3P8mvHfsaObXLh7OX+FLlGB/JXaLqxXmts0RCseg5GngSgQC5I+FGVT56+BKK5HOrmEcUbGiphBUdJ+qDL4gsD1fsY6ZFa2BwMreFNuXzRn8Rf6AhOQK9GTLIg1mU8GKgtiH2zSiNwwFebIATKFiWimcprBzcpmmZtBImnUoMOeKhdQThpQSKGvITT17k9+9JBI4YHnyJ/wAAIABJREFUMeJucT9tY9zN9/JOCfd9IdpRxWFF3+W1/jL9QOOcbPGt5gIP5zZ4tbSIH0icqs/T8CIcm9jlQnESO33nDsYThBkXY0PHM4f91UFXRZZC9poJBq7K89dWeOrADZ7I3mS1n+Ph9AYAtWyE+rnCcFhHRCZMeoRGQORshO5RG1nzCao6elVm/eY8vhmiBbC9M8WmBkZZYOdCdAd8bTij2zfAKnioGYukPiCqOPzZ1gnCUFDaSYM07LkmAHNLRWghbizEGw+GE8N8gZS2URYcxnSHgaPS6xnoqsuNVoG4ZuOFElmjx7VqgaveOP/XyT+iGURwQ5kZtcZ/PfU13hjsQ5dcjka3+WbjALlIj6qVIVQCvDGHR5dvcyS6TclN8sDcFhd2Jtm3UuFWMU804tBrmnQaEfKFNj1HJR0ZcLExiS575PJtOut5ZAuchMCoMXRia4PaCwlUQWgGSF9Jc/lACnOuAzjc2BxHKMHQMtYXmG+aDMYD1LaE2hFcb43duyAcMeI+5q+z0LyfBHDE3eG+EG2A/3ntY3xm+jQXu1PYvsKZrRnc5jJqysKzFRrXM/SPati+zKGxPc6WI0iOhF6V8GPKtwubnLqO5Aiq1TihL+FuRomUJV7bOcJLs0vMT9TIa11W4iVe6CzhJgOIu0QTFt2miejJdPa74Er4rgQxHyvmk7iogRC40RBlMKzq9mIgvDtV0FLIYMaFUKC0ZaJTDlHF4fXNeeyqiZEfIJkeoqSjNSWcRIg17mPuyriJECljE4nYHMiVKffj6LKH7Q8dyabzDSajLXZ7SXquxoTZ4r3Zmygi4M3iFL9++6Ok9T6fKLzFFWuaqhdjSmswr1a4bk9i+SoTZhuObLFWyeIMVNZbGc6rsxyJ7uIECgv5OgBmxCGiOww0jUK2TbmaIHBk5PEWjVaUEAhcCcUICRWBr0OkGOLGhgV1oQROAuSmQm8KlL7Auh3HjwZIAwl5oo/TH+6dd5eGdQF6VaI/49OwzHsVfiNG/Nhwv5jLjCap/WDctfS4EGIG+H1gDAiB3w7D8F8JITLAHwPzwDrw6TAMG2IYUf8K+CjQB34xDMNzf9M5ZAL6rsrvbTxGqZyEtoq5KyOrEFSiGLbASYZsXh8jVEP21DToAdgSCNDLMr4RInmQuCHTHw8J93RkGyJFsNOg1wW+obO1M8Xt2AQff+wcn5i9xNi+FnmlwxvdfbygLlOTYkhSiCjraHNdVMUnBAaPOgSBhN/UEMjDG4RkgF6ThmKtBUhqQNBT8PIOzWKCF7eTCFugeAILE6OkgBi6riGFyBmbmUMV9ifKvLi9RLsexRhzeU9+jZdKS0zHm/zk1Juca89S6ifYl6hysTbBVi+NLnlsd1M8Or3BeidD3uiyYeeIyDYPRm7zRneJv6weYn+szC+Pv8Rv7b4fRQpYKlQp92KUNjN8oxHnOfcQdBRCNeTZBy4zG2vghRLn3GkGXxkjXPaJb8jU6znCCQtlw0Ao4KY9IjsqRj9EBBBow9Yv6U4tWWxT4KTAKA77saUpCzcwYC+C5A6NZNzs8MnWWAA+HM/tcuMuxt2IEW/nfo65e+0Ed7/cKIz4/lbaHvDPwjA8J4SIA2eFEM8Bvwh8IwzDfyGE+DXg14D/BvgIsHzn8Sjwm3e+/rVUrRjybgpzUyXyQAu7qNOf8YZTrtQAb88gSLvIVQ25CbI9fNvWuE+ghsiDO+1JA+jMB0R2JfpTAVpTonHcY35fiYGr0ruWw4sHmDsyX/36QyDBTz77BmfdeT6QukJydsCF1BSVQYz13hiuMzxPJtZnf7ZCxzFgDLYaKay9KMIR+GZIZEPFygcECQ8jY+HfjCHbgkAL8cwQPxqABOJoG0kKiZsWnYExfG29T1rts5ytcLYR4Vp9jMvBOFOJNs9krnGqtcjrtxcxIzYbtTRhKIioLjfaBQauyoTeYrWVIwglJrQmdqDy9dZhynacuGqz1s9xofUsPzfxBqrweaO7j2u7x5GiLr4tIzcUzD0Jz4RXt4/jGyFuMkCyJPQYTK+U2TJzyE0FZcNAHgjQQ5SmghsDEQhEjGFf+QB8TRBKwxslEUCgCHwjwG/rzOyrUGrGESLE2YugVRVCGf6Lj3+NuhdFFsFdjbsRI76DH5uY+85Cqnu14n23r7Z/mGloP+obnO8p2mEYFoHine87QoirwBTwSeD9d572e8ALDAP5k8Dvh8NP+IYQIiWEmLjzOt/9HLaEXlQYLDjQNBk7VqHZNYlHbGQpQMu2mIy1qMzEuL2dx2uoGBWJ+KqMGwWtDYECbhy0pkRvwUdK2/QTCpLm03M0jmaLXD8UEFUdbiXyUNOJbEt88S8eQ17uUrLizEdrjBtt1lsZtKqMNzBwxyxU2Seu2kgi5Ep5HHszhnzHdtSLhjhZn/hNBSep4lVVkIamJGpTIki7ZHIdljNVuq5O19FZSZXY6qX5xNhbbNpZup5OVu8RSw14dvI6p2rzZPUeDS/KhNHiI/svc646Q7Fj8LGDlwhCiefWVpCkkLV+DlkKKA4SyImAOa1C3Yvy+t4Cra6BEBCsR/ndhyUKZofL1XHEpomf8Hnw6Brn1mYZBDrKgGFvtjPszXbzLv2UwK6mEGqAudSi1zJxAXrD7Yh+OkArKUT2BMnbPrtP820rWNkSuCkf35SH6e+4z9btPFLMJWiryK5A6Q6v4R+uP8Sx3C7bvRTw0l2LuxEj3s79HnM/bJ/wj/p9vBv4fq7lD3ODcs8d0YQQ88ADwClg7G3BuccwpQTDIH/7uKbtO8e+87X+kRDijBDijG938PZZ6DGbVLbL0WyRuWyDzrksBzMlErrFXi/B7e08Uk2lcHpoTtI9OSD2eIXuE33ah12cZIg16aF0JPyBglpSMa4O90kVyed9Y7dYSZb4Px77Yz7yxHmUJ+sIH+QzcS69NceXrx3hVifPA/ltpJUuoRwSBIJaL0JUdriwO0mvFkGM2QTTFm46gIINQOeIjV0Yuq6FMoiUQ/JklU8ee4uxWJfVRg4vkLA8hVe3Fxl4KttOhterC9zsFhj4Kj+9+BbbVoq03udSdYLfvfYYxyKb9Dyd3Zt53rd8i0WzwodSF/nMgbMcn9zhzPocuuzRtg3eH7mFFarM6VWemFhD03y4EcWoCFa/Nct6O0u3b2AeaDK/XGJ/rMz+mRKBEQxX0IDag+iWQFgyWlkhLOmopku/N/yazXUg6hHKIYTgxUOsHNSOyISGjzbVY+X45tDdTB2unJ1kiLGrojRlFNXHLPTR5rpYhQC1F2K9mOP5s4e5Vczf1birVCrf9XwjRvw4xNzdNpR5txrYvNPZgh+12c/3XYgmhIgBfwr8V2EYtr8jbRAKIX6gdxiG4W8Dvw2QOlAI85k2M/Em+2NlrnXGuFXME2YDXnvuCKEKbsrHyA6wQmjt05ld2SWm2ey0kvjOUGDUjsB1ZJysj9RRkG2BnQ14urDJuN6i5ZnEZJvz/Xku1CfJRPs89dFbvFpcpFdOYF42ubkzx9pCFlN3kYoy/ZjMw+NbrHWzuLYCvoBdAyGFBHEfw3CxmhqRgsVUssVeJ06/rxM4w3GUL+8uspKpMPBUpiItbF9hf7qMKbt8Ye0Yv7T/df7j1gM8kl6n7MS50SiQMgZ8ev4s/3HjJC+1DrAQqbLw1IvklA79QGfPS+EGMk3bxLdk6oMIhWiXT735y1iOynKhQkrr02uYKNpwNjbAewurXDIm0SSPfzz5PP/b5k9wu5IFMdyTlpzhw0kMTVOs/LCa3fdkgraKlPeo1WLQVYY1BSEEpo8TDm1MzaTFsYldxo02xYUEA1slNdGkVEriC5BqKgAHCiXO35rjk+87w5edh4ltgtqUmD9QoXYX4+6hhx569/0PNOJvzY9TzN2t1fa7Uaz/ir/JY/y7Pede832JthBCZRjEfxCG4Z/dOVz6q1SQEGICKN85vgPMvO3Xp+8c+2tRJZ+H85usdXOs9XLEVRtN91Bum3QXPYQnkDsyydkBQoSc+PAaiuSjSz6G7HK2mMBNBbhJCNWQqfkq5WYMJysT9BXqToSv3TyIX9N56uErVKwYW7sZGMgsPljjWG6Xiemr/GHzCcyyhOvF6Bgh8cfqDDaTXGmM0exGUDYNnHGXQB+6rkVuq/QFpGZanBjbYUJvIWVDVOFzvTvGJ3Jv8o3mIa42xvjgxDUAoorN63sLOJ5MJtrnD24/RLMZ5U+dE0hSwE9MD593qrHAbx/6v/la9wiXuxPIImQ6VccKVXacNNtWivogwuJcGdtTuLo1TuBJYMtctieYHasj5JBAC5FcQTBl0Q803p+9wcXuFL+5+zRt20DXXdzAxEkFGGWJzr7g23O+1fZwf9q3DcJYiCwHRBMWlhog3TaHLXZAqIS4iZB/euh5TrcXABiLd9gJkmiyz8eOXOJUaY6mFiEZG7AQrXEjVeBMZRZzpYlXSaM1BDfWJu5q3I0Y8Z38uMXcvS5Q+3HlO2sB/urfd9tS9Yfhe6bH71RI/lvgahiG//vbfvTnwC/c+f4XgC++7fh/JoY8BrS+1x6PTMieleBmKc8b5/bz4vVlHptZ51M//wLR8aHbWFCwafcNDhRKFIwOJ+LbXKxNcP70Ekghs/tL/MwT30KYHpUzY4hbUcxLJsKReP3iMmLdRHiClmOw00oi11WEL/jGmSMoks9aL0eohQzGApy0T/KGwHslQxjz2Cumkc7HcdI+uBKhHoCA6Wc3mZurYGguL91c4lRtns1Bml07yYTR4v9c/QAv3t6HIgU8X9qPHShk1R4ziQaWrVL61jita1nkHYP2aorum1m+tHGYS+1JDieKfL71EC3PpGrF6Lg6VqBiByrbgzR5rct0vIkq+czGG/zzB/+SfKHNzEKFnzz4Fl1bRzFcAj0YFsk5MkEoWLeyVKwYSdXinyw8zwdnroMYtmap3aEAa00JJx2i9LgzkWvYV94rR3EuJZHWTJSuYPZokc8++wJzB/f42fe9xqI2zCAciuzygcI1nppeZTrW5FvlWarlBEEgeCC/TUKxmE41UWUfx1EI1GE2QC/+f/eQdyPuRox4Oz+uMXc/Csv9ztvF+rsJ9f28FfD9rLSfAH4euCiEePPOsf8O+BfAnwgh/iGwAXz6zs++wrAF4hbDNojPfq8TyCJAEQFu2SSM+EhSyJniDK9fPIIbD9FbEuF4n1y8x8XtKS5uLuFlPObmK8iTfdiNENNsvnDtONGERS85LAbzFxyWxyvc3C6QuSJR/qDDhVNLxPc3yB2sUrmWAwHPf/MEwoNwwkVtqASuTPNJC/OSSfYVjdoTLnY2QG3KiH09whAyM32q/Qhx3aG0miM0fdZWxyjl42SifRxfptk1mcq2yJtdLF/FDWW2+ymqgxjyxRhKf1h1HSrD9LLwwL6U4tqSSn0QYa+WJKzoEMDKA5uc7cwThILXthbQVI+fXLjAZ5KniUoBe77Ol6LHKHXjSCLkiYk1vvz1h1EY9q/7UYlz1Rnals6JsR0kEXKhP8OOlWJ2pcTGep5AVVBbEqE8FOv+ZDjc87cFQdRHeBJO3kd4AmmlT7NvMqtVcf1DfH13hfiMxYxRp+wmWO3nmTXrlO0Yi6kaS6kq53amqdlRKlaMUmd4nQC8SIgfCdGr/797yB953I0Y8R2MYu4O7/aqcLi3Ffh/m+v7/VSPvwL8dfmXD3yX54fAf/mDvIm+r3L+uYOQHdpnBq6MezGJXfDJfUumOwtLhSoAW1aWeEUwkBRaA4NMok8tkLi2M47fUul2VNT8gAMTZXquxntya6iyz/pPZ2Anhgig1YgCoA6GhiBuwkfuyWh7Ks6ki5BDwp5C5MkK1bUMxqaG0gUnHeJWTLLzDdp9g8VcjalIE29Jwg/vzMD2ZRp9k17bQFJCxiIdlqIVztRn+drmAX5p+XV0yWfwmEqnrwMwnupg+zKeL2N7MgdyZYJQUKwmMUoS/f02j2bWWR9kObs3TRiC7Sh8becgT8euIgUBTT/CM7nrqHmfc51ZXrq5hJAgUhR4UYiNdUno1vB6exrNQOHB+Drr/Sw5swvzsLGTRUghoS0jLAmjIuNrIW4igFCgF/os5GoYsst2J0Uu0mPTyfHZudfYdLJMqA0CJH5v63F+bvoUcXnAi6VlTmS3mdKH/d8zZgNTdvn02Bleae/H9hR20xGEIwjfFo13I+5GjHg7o5i79y1k94Ift896XziiWZ6KVfCQHIkwBLmh4OtwcGUbe0nhfeltfCTqToTxiQbN9TGUhS6drklHhIQlY1jNrIVoFQVpV+WSpfKzJ75F19ep9qM8O3eda6kxiu0EQSjobcfxzOHoSzXqoI376KqLpviUawkOzBUpdWNEpzt0oxGktoJkC5SuRMbs0+oarFZykIcPTAzbtGr9KBmzz2orTzhQCPsS12MFzqzPAeC3VHZm06TUPp+cvUDf1/ja9gEmoy0+nL3Ime4CQSihSD5//vqDSIPhqpeBzKn6PFORFlHdoduMEEv1mY43ebF7gIhss6yXqHtR4rLFi986hDwYjs/szQQ8+sh1LlfGOZneYskocbE3TdfXWbUKfDh7kdt2gResZXL5DrrisbOVRe5LWHmfwlKNyViLvqfhBjIRxaFmRXlsbJ1nk5fZddO4oUzf1yi6aa71xolrNptOlimtge3LvFGaJ2WM8YHCNTJyjxm1xnV7kj0rzsncFuVmDK9mIvy/OU5GjBjxzvB3YSV9P/O3ufb3hWgLEYLpI5IuUggnDt0mqVp0PJ2pSAs3lDke3eLfV97D3kaWiAcz2TrXr02hdGT8vEuu0EZXPPbiSZyugrajsXMgxbxZ49nJ6xyLbNJyTVZPz+LlXVYOD4dX9B0V50IKywRvrku9q6Nvq1x1JhEDmdD0kVQfsj5+UyNUQ25sjpEvtFlM1TBll/PNGXZaSQ4X9rhSGQMRIsddwig0iwmUlowfCzh8eJPPv/EwZqHPM3M3kUTAzy9+i69XDgLQ83Qu18dpnM+jLXexmwZuqKB0ZCq9GCdS23xsqsaVxASPp9Zo3SkLv9iZYs9OsmOl0CQPoywDYE34qA2JYj/BXLrBklEiLllIIuTB+AaXelO83FohCAVhKJhL1rm4O4m5qeLGQozJHkndIq0N+HD+Mn+4/TAfyV1in1bGCWVe7e3nz9ePEjdsyq0YT83fYtaso4iAiOSQlbskNJvZWIMPpK6w5WZQhceaU0CXXJ7NXuU3rj+FO1DJzTWoasl7FoMjRvxdYiTYP77cF6Lt+xIPLm1g+SqPZW7jh8MBIc/mr9HxDVaMIm9093EwXaLSiqFNOGT0PnpuwInjO2iShyxCJEI+Of0Wr9cXeevMPl577ggvTLr86mNfxxAuq60chKCUVbZTKXp7UaSES5DzQQ/IRC2qAxU3EaLuDduTwq6Esb9Pv6sjWRJ+xEVSAx7Ib/NAbJP/VHyA+iDCZKLN2ZdXUJc6UDQI1HA4J3sgIUIg5g73m22JQTXCV7cfYOpgieOzW+SNLhf7M8RVi1ozhpf2iSoBji3h5R3ef/AGs2adrqdTtJMU+wme8w7yZPYmv3PpCQJ/KNKa7uJ5EkE6QHIFBw4NW0jbtsGx5A6vtpYZ09u8WFziP7WOk0n2qGylyU03eXz8NmvdHOl4n8wzVWaiDS7XJ4iqNodju/zG9aeYSrZ4pbWMnAqoezFeLC1zMFeiZkX57ME3cEOZ90Zv8IrYz9OxK+x6aVaSJXTJ4/d3H+fZ/DU04TNv7LDnJfn93fcQhoLx8SaqFIA7qoIdMeJe8faCrNFK/P7lvhDtiObykdwlWn6EiGTzlcpRIorDa41FFqI1IpLN1eY41X4E35N5ZGKDSb3Fh45d5sZgHDtQKFpJPpF7k4qXYCFaY2t/mvqNDIlsj7VBnhm1zocmrvLvKymCgUJKc+nfKXorLNRIaDbFTpxowmKgBrhNDRH1oKti2wpBT4WcA4Eg9AXFQZKWu8JeJ44i+9y6OE0YD/CLUcK0N9wb9gUMJAIZaKl0NrIQDzGyAzTVY7uY4bXkEooIaLoRSlYcadVEpAOs23HS++ucLOwMfcYHaQa+SmkQZ6eW5FMrb/J6fZHJTJuty+PodQn1QYtBzYS4T2h6HE4WOVObxfFlXthbZiVV5o+vPEg62SMasVlKVfn7c+eQCam6MRKqhavLdB2dRNJCkQLqVpSWb/I/HPoyr3WWeDS+yqnOPmKKzXKywqTRBAoAPBS5zbqbY7Wf53lxiD9ae5CkafHU2E0OJ4tU3Rh/cPshXF9m0Nf55w/8JafNBcb0Nl/dOoicGs3THjHibvO3bRn7Yaw+R/zw3BeiLYuAbSfD9e4YXigxZnS41c4xH69zoTHFn158gDAQKBUNP+lxvjLNg4sbvNpaRhIBFStGVu/zXOMwcdWi5Zocy+3SSdWYMRuM6y1+Z/tJPlC4RixmMTfT4OL1GdSEzdJYFUUKaNsGrqtgdTVEV0FKOQSWMpzR3dERjsDcuOOJ3lJYi2cxNZdux0CUdZSBwJnwEAMZxFCwM4U2Xlams5MAH0LBcAb1y3HcKDz0sesciBU535olQNBxdJxxD21PwRnzWM5U6XkaUcNGChSmzCafLpzmX/MMRTvJQrTGpd0JgqSHO+ZxLF9iXXN5pLDBrU6enNrlifwa5xoz9F2NkhXnmaXrfCB1hS9UTnIoXmTHTpNW+tiBwqXKOAnDZjbeQJc8FhI1LlUn2BxkuN3Psj9a5qXWARTJRyJkf3SPL+8eJWP02LIyXO5O0HV1ttppKlaM3kBDVXyS8oB9eomim2ZfusZ6K8MHV65zqrXIWidLPtehb+mMZ9pU73Uwjhjxd5R3QnBHK/QfPfeFaNuBQlLpMx+p8VJpidNbi3zo+CUA5uM17AkFXfaIL1kEoSCr99m0s4zpbTJKj9d359HyJaaMJrd7WQA+PXaGN7r7aHsmRWto8vFb599HNtNFkzyknoy0F2VVwHyuTs/RsIsRiA5bmoQEkukRSDJCHlpy9rUQuSfhRwPy8S7FRoJY3KK/Y+BOO4wVWgShoN0bDgNp3sqwdGybTsxE1DUkX+DkHHqoJA7VSKoWdqDygcxV3urNIBGSXunjLCs8lrnNm61pdrpJlmNljka2ea21xPn+HKrkY/sKriLzoX3XaXvDKvSFSI2laIWSnQDgm+UV5uM1ckaXX53/Oqtunn1qhc/VH+NQvEhMtvj63gFsX0aXfSYTbTTZ5/HUGl+rHKLci/Er+15hx0mzOchwpTPBQ8kNLncnGfgqHdfgJ6fe5JX6Epv9NJV+FMtRaXdMepaGpvn87PxprvYm6OgGf7F7ED+QmE/W+WDyMv/L7Q8T12xudAuMJTsE4Sg9PmLE3eSdENnvNHj5u1iBfje5L0Tb7amca8/yTPoaL7HE/PzQcKjjGtSsKJPRFrrscSC6x1eLh3k8s8YXt4/jh4Ks2eeDM9dpeyYVJ0be6GLKLp8vPzjsh5YCDiZL1O0IANPxJl1XR4xZhP1hIdeN1QmE7hOaAalzGs2TDnQVhOEj6T5P7FvlrdIUtqPgGBpYMl1bJwwF7UYERUA0OQBg4Kh4G8PWMmlmwPobM4RpH2nMwkoq4AqyRyv0HZWvXzjEh45fwgpUnkle5YX2ATZ7aWKqzY1egbM353l0ZY1j5hY+gqPxbT6/dRJJhBxOFjFllyPmNpcG0zwdv8Jv7DwDDFu6JBEiSwHjeptfTJ3iLWechGQhE/LR1Fu4ocJXmseIaTa7e3myyR7vya+x39wjItk8mb2Fm5F5zFzDMmR+x3o/T2Uv83p7Hx1PZylaoeWaXOxM03V13ptb5YZWIKP1SSrDa3G6PkfDi+IFMuuDLA/mtlmKlHijuci/23sv8/E6H8lcYFxpcW4wjxvKXLjbwTdixN9hfhhh/W6iPHJmu3v8QANDflSEgC753BiM8w9mznI0vcvAVzme2OZnJs8xYbS4Wh/jfHuGnNml4UZJ6BYLiTpBKIgpNrrkUR7EqdlRYvJwiEffVXF9mQv1STTZJ3BlbjeyZPQ+uVQXp+ARhoAcQkdFrSjYGdB3VNSaghF1ODxTZLOTodsdrp5V00VOOFSLSR6c3kJqqQR6SK9t0O4bdEsxkEK8lEfiBZNAZrhy3zLBkZDbCtXLecJQkJ9sUrFizOo1tpwsRyPbPJ29wUqsRN2O8syhazRtk4oX5/Jgmlv9McajbVTZp+LEOGJus+HkuNIe54o1zflbc9StKGvlLG3bIGd0OWjsctNNYwUq1+wJakGEuGRhCJeOZxCEgiCQ+NnZM+wzylS8ODLDP8ZprU4zMIgLl6VImXPdOZYiZbquzrxR5YOZK1yuj3Pj6jTfKK0wpneIyTYHjV2S8oD9iTIRyaHna+S0LuN6CztQSaoDZswGm900Ccliz0tSdhLfPu+IESPuX76bW9hIsO8e98VKGznkmzf3c3imyDUxhiYP90y/WjzMbLzO4ViRX1p4jaKTwg1lDMnl0cw6q/0cn544Q8lN4ioDluJVXtzeR0RxWK3nOFrY5a3SFFPJFk9mb3J5c4JmNcap1RTCF6gu+D0ZrTccE+mkQwI1xIuGqLM9CokuWb3HP5n6Br8bfS+bnfSwj7me5NjKDmutLHJfEMwPCHoqg0EEaSARqCFqQ6F+0id6W8EWw5S6VpFxkwGhGWBqLpIIeTyzxoXuDG4okVV7XGhNkVCt4Uo3lDFll5Yf4acS5/iT5sNsBmkAPpq5iBWqbFkZ9sWqXOhOo0Udar1hsZ4q+ziBwq6b5ri+wwudg7xUWsKeUrnVL3Bmb4Z9mSrbrSQfX7mEKjyu9Ce52S2wMlnk6dgVvtw+gRWopOQ+ZScOgCp8Pj1xBitQuTKYplRKghJQ6cT4Yu0okhTyanqR+fiw9WsryNB2DKpyjIjs8I3SCvPxOsg2f2/iAhHJph0YPBJb49Jg+l5G4YgR72re6f3mv06oR2nxHy33hWgC37A5AAAgAElEQVQruk8wULj2+gLumEMi3WclV+bpsRucqs9zTYwD0HIMnEDh2s446WSPk4UtKl4cN5SZ0FpMaC3a4zpjeodqos2NRoFux6Ak+3zFO4Ikh0hVldiWwMqBZEOgguQKvEiIl/TwciGS5mOXI8TyVWxf4Vv9fXwi9yZWVuXV1jJLiQoPxjf4d9334GZ8om9FcJIhbsYnVEOM8R721nDF3VvwiI11CUNBZrlPx9Lp9gzmk3W8QKLv63yrPMt0vMlrOws8NLHFgegeS3qJW/YY43qLRyOrXLCn2LZSPJJe53M3HuJ0eoFxvYUi+Xz+9EPML5b52QNn2LWTxGSbcb3Fw+Zt/rD2KK/U9zEbbbCYrHKjN8aZvRk6WwkuOyr/9Mg3aPkm/3btCT46c5nZSIO6H2PDyfNE9Aav9vbTCQxM2eXU3jxSPsQLZObMKqfKc2RyHVxfRgDHpkoAPJu9StWLU1Db7Nf2+EvlCABvVBeIazbH41tU3TgXO9PYgcqE2qATDi1RR4wY8ePLSLB/9NwXoi2LAMnwMA50CW6maDsS0fFtrnfHUKSAa40CH568yuc2HsKpGUiWRP+SyfPHDcxll96dQiw7kLlYnuSm5hJRXSo3coRSSHfToGWESPbQtlR4IQSCQINQDrFmXPAFasLGbesoUZ/plSK1QYSuo7PZSTMZm+Lh1Dp2ILMQadL1DQ5mShiKx4aaQ9tVMfYUwkMdHFsdOrQFw2lgzpXkcPV+pMMn5i8OncVkh9V+nrPNWXKRHtORJk9nb+CGMs9Er/Jyfz+q8OkHGr+1937ajsHAU9nppXh8eh07UL+dTn78yC1utzMklT4rRpHXOkus6EVODxZYipTvtKeZ7PRS6LKHpvg8cvImT6RWeb21j6dTV/lny8/xheoDxBWbL1WOIYmQr7qHyd2pEbjaGGcxWaXlmuz2ktSdCF1Lp9cymZ6oYyouihSQVAe81trHU6kbvNHeR9lMoEo+N7sFblcy7B+v8GfbD/D3pi4Qj1qowidA4kp/koLWuZdhOGLEu5qRoL47uC9E23YVAk+ifzNFoAeMz9bxQ8FKrIQdKLxmL/IfLj+CoviYRYXBlIedEQRlE5bh5/OvcsWa4qXGfvxQUL6aJ4j5CCUksiWj9EHpw6AgGEz72BkZ2QE7ExJEAkRPRmQcprIt2lEd21WpdqNMJNocSJbY7KUp9+OcF7N0PR0iw6nP703eJCo7tAYGrUESY09GXIhDMmTsSJm9jSwi6RD0DMK0w1Y1RStt4gUyFSfO65vzmLrLVLLFsllGl1we1tdYdfMcNzc41d/H2cYsz+Suf7ti2wlk3qxMMhHvsDtIYMgeBaPDcqxMSu5ztjfPxcYkWbXH8cgm/3rjGYrNBHtmfLjaN/voikdUdvha5RDP5K5jhRqrdnr4WVyDCzuTfGrlTSKyQ9WNMavXh0Vn5Unihs18osZWN42pudiGwtZmjliux2S0xdPJaxiSS0rq04pGeKG2n9v1DLat4FkqXUfH8hTOtuYo6B2ORHeYVBr8hXWEojVyRBsx4kfFO50eH90E3BvuC9HGk4jc0Al0cJGo1BPMxJs8X9rP7rkJJAe0Qx2svSgiGyBcQThhEboSs3qdXXe4z9v1dDqNCEQCzE0V3xzOeUYI7PRw9KRWk7CzAdFNCS/tEcv16DYiKIpPvRfh5Pg2ccVivTcs5joa2ebrGyu8f+YWM0adiORwc1Bgc5Bh4Kt4gURrI0kY8xnMBBi7Kup8Fz+QQA0I2xrKQLA4XWY21iAIBWvdLJVeDFX1eWRigxmjwZjaZF6tkpIcvtaZZlqr0/d1nszeYt3K0nBMttrDPfUT+V3iqsWp8hyH0iXen7iGIVzeGszy4eQFpvQGbijz1cZR5mN1AP7B1BlavsmWleFGu8CF6iT5aJf3RG5yerA47KVOldCET1K1SCoD+oGGF8hIImCtmUVVfPYlq1yujdNoRfEGCisLRTaVNEcLRXZ7Sa6ak0QkB11y+b1bj/Kh2Ws4vkytH8UzHQzF5amxmxw0dskrbV7prtDyTT6avcCsWucr9zIOR4x4FzMS2XcH94doKwHO0T5BIBAlnel8gzPnl1CbEupAYGcDDCmEmEfYVQijHmPZNlmzzxvNBSQxjyZ5XLw1TeyqRqAOxz2qHUFv1iNQZbykh9tWkB0wyhKhAsa2ilVPQsFBUQIkEfLe5E1eaS3zZPYmXd8gKtk8PrVOVusOh2EoFueqM3iBRLmchLZCaAbE0n16W3G8aIjX1XjPzG3i47e/3XucUCweia7y67c+gi776IrHp+bO82zsMmeteT5ffoikavFYYpWur3OlP0nRSuIEMtcqY+iqy4n8LtNmg7ONWSQRMhVr8QuFV7hpj/ON+kE+UzjFV5rHqbtRrjUKHEgPW+f+132f58XeAbq+QVrto8k+j45tYAcK/6b0NKV+gp+aOE8/0EmoLR5LrHK+O8cDsQ1O1+cwZYePTF9BFUOjlMeTq/xZ8QFmok0eS6zyVfUIdTvCwdQeSXlA1Y3R9VMczu/xSmkRz5c5mN3j2fQV/qJ2lAm1iRUO0/tuKBOXhtPHVp0CULlHQThixIjvh1Ef9r3l/hBtIBKxCUKBtM+iEOmw25kYrrzlEKMi0ddjRCa79DHI59v0bQ1ZhKz3M0hSQHcngQB8E9QuuHEYHBmAKyHV5OEAj76M3JLwdfANkBxQEPhdhcWFXeajdZ6rH2LKaBKEEtuDNM/v7edEdpuup7PayvFwboNyM4b6VgwxNlz1+2ZAtxFBCPByLnrU4XJ9nF9ZeIWvVo/wbPYq57uzfH7wEGljQBAKPjx2mUm1wbqbY59W4qw2hxfIfLF8gpV4icutCYrtBIrsM5+p80zuOjmlzZnuAouxKj1Pp+9pXLMnOaDv8m/q7+Pz0kOM6R2issPfnznPx+MX+ZPWg3y1c4zHozfZcrP4ocR1ZYy/uHGI8WyL5VSFW8U8fy4dZzFW45o0wbnqDKVmnK+6h5C2DW7vy5KK9fnpmTeZ0Wr4ocRnJk9jBSpVL84vT7zMzp1sR9FN0fZMBr7KzUaehVSN01cXacbb3LAm+EfjL+KEMlm5x5vWLIbkYkguU2qDph+9t0E4YsS7kHcyLT5q7br33B+i7UvYF1LIlqCfCzjX15EWe/gVE6U3FFljT8ZtJJBVSM8MGMu0eWNjHr8YGRaYpT30koLSBysXkn2gjOPJuL6MG3NYKVS4Lhew0iqiqaL0BNakh1ZVMCZ6PJjepObEaFgRclqP/3DzESxLJQwE07Emi9EqxzK7TOlNnpi/zUvFwwRxDzyB3JbRaxKDCR9ESCJqcTBT4qixRT0d5Zv1AwShIK7aPJzZoO9rHNCL/HH1EZLqgIuNSaKqQ8/VOJnZ4mJzkpQ+4GPLlyg6SXTJIyLZfKl6nGcy17BClYY3FLhff/Hj5Kab5KM9VBEwpTeISxZTaoN1N8U/TJ3hZWuKtwZzRCSbL+ydYCrSQtU8dkspTmR3+Oyx1/nL4kFe2FrCvpEYFuuFEEYCQjWEi3G8R2zsQGXdybFjp0kqA6xgOFTludZhViJ7BKHADyV+KnOGipfADSXeKk0RzfaZjTRouhFODxY4bmwSl1xm1Bqf23mESjfKLy2/zgG9eA+DcMSIEX8TI4/x+4P7QrSFC1pL4N5ZaIUlA6kjELGQE++9wZvbU3hlE60p4Y051AcRbF+hkOpSVwJ8X0JZjyJbAjcOnhlSbcRJJ3u8f/I6G/0Me70E+wpVrt6aQnYETsHD2FKxplyenNrkjeoCbUfnY1OXeaW6j6lki5u7U4RRD4Axtc1+o8iXqsc5fXkRIYeoFRU35eObAYOpEKUjIQould0UlWiXz9UfJ6kMeDi1DkDDjZJWeriBzHOtw/xc/jV+Z+8pfmXmZT639yjzsTpPxq/z85nXWXNzlL0ED0bXWdbK/Mvih3gsdfvbvdkfTb3Fb7afZmX/Dn1X4zOTp5lUGvx54yR2oPBw4jZfKh/jyexNkvKAhyJr3LTH2W6muFUsIG0ZmC3BV8IjxFN9en2dwJUQWkiQdpHrKnpFxpp2CbSQuUiPLSvNZ3OvcEGa4VRrkUeTa5xqLeKGEqcqjzEZaxFVHCLyPIbwOBwburYtmlXWBjkaToQ9K87cWJWX+1meqx9iq5riwEQZN5TZdLPA7r0JwhEjfkz4QdPT75Sn+Dv1WiP+dnxPRzQhxIwQ4nkhxBUhxGUhxK/eOf4/CiF2hBBv3nl89G2/898KIW4JIa4LIX7ie50jNAL6JwckHytD3ka+05oV6iFnbs2jKAFh3BsWlbkStVqMhUSNvXoCqxhFPR8jVEL6cy523kcat0gl+iymatTdKIcTRZZTFSq9GPnJJl7CJ7KmYhd85LjLZidD29H5zxdepurG+JXplzmY2uOnHj/Ng0sbAFzqTXLbLnClPI7Uk9HrMmpbIPUlkCBUA5jvkYwN+NiJC0giZOCrw7YtX+dsa462ZxKRHApaGztQ+UrzOBIhTijzwdxVps0G32wfouJHuW5NMKsOq9SvOWM8m75CxzdwQ5nbvSx/VH2MD+Wu8JnJ0xQiHSQCdr00v5x7iTmzRtc3uLozzvOVFb6wd4J/ufVhfuf2e+k1TGTFJ1BDnFSIeV3HupzC76oIKSSI+2DLBHqI+kCDmdkq//jpr3MyvcWF2iSv9ZfpBxot1+DmYIyWa7DWylHvRjBkl5w2dKyb0WrMaVUeT6zS8kxM2WV/rMzPjb/BUa2Ij0TX1ZHlkE+NneGp6DVkgrsadyNGvJ17HXM/SOr5bovnd3NBG/H/svfmQZZld33n59z97Uvmyz2zcql96areVN1qqaWWQKgFHoEHg4AwigkGHGOYAHsmAhyEIxwT4xl7YrBnTNjYYCuMGYwsBDIC0aOWGqmlVq9VpdqX3Pfl5cu3b3c988fLxuWeXqrUmZVV2fcT8aLeu3nf+b3fud+6v3u239kb7qSl7QH/k5TyghAiAZwXQnxj+2//XEr5f95+shDiOPA54AQwAHxTCHFYSum/owVXIdgyaEQNlDULN+shjAChBsiKQbuqobUUIhuC2rHOdlnfvnIUFIkQnaVbWkPgJzrrrif6NumPVvGloOJYKBHJoFXm1dYo7bKFUVDJPbPKyUynOzaptbhcGeRKY4gRs8jLtYPbM6A9nu2+SjMwyWlVyn4nf7notfE8C78rQFoBkUwLRZE8OTj/15O4Npsx4ppNd7xGMzBJaDaXiwNois9qK8UT6TmagUFEdYkpDhcao8TVzrh+p2tZ5VJrhDUnRSAFNc/ip7tf57XGBF1mk4PRPGm1QTMw+XBmlqIf55S1xNfrJ2kHOi8VJtANjxuzA51x/baC8EG3BazrCB2U0QbNuoFW0NGLGoqj4WQDtKqCP9LmE8NTxFWbQ+YG60qKTw34XKwNoQrJ4XieNTuFE2jEdIdYprOtZiAFCLjUHCGlNflE7CZptcnr9XF04fNXlWNYaZek0uJMepmVSmeZVy2wuNnqB67dO92FhPzX3DPN3T7O/Ob72z/DOwfmMHh+sHnPlraUck1KeWH7fQ24AQy+y1c+C3xRSmlLKeeAaeBD72pElYhA4F1KAyBsBc1yCRo6MuKjVxS8lE9jOABXoK0bxGZ0zBUdra7gJX2cTACqJDtYJqo5aCLgcCzPk9lZVu0UL+UnANC3NJxuH0tz+drVTqaulNbio13T1H2Tbq3Kj6SuoAjJAbPACXOF75YO8uX8o7hS4/OHX8UwXaxDFR45M8Pjx2ZJxVroqk/OqHGpMYypuJjbu2W5UuORyDx/q+t1uiN1LhX/S9UdttZ4OLrw158vlofI2wleKB9nppljttXN12ePkbcTzFW7+PcbTxFVbY7F1vip5Pe51hriQv0Ai3aWj0dvcb09xLV6P1+8/ijT50dor8YQWqdepCrRawpuv4ObCAgG2kgJub4KUpO4PS7ewRZ6rsWnfvgCXZk6RyOd3/fF/If46sZp5ppdvLF8gJTeYtNJMF/LogmfkXiJI6kNPt/zPX44dY3PZV5ny40RSIVyYHG1NURKa7HYyjLf6OI/FT5EVq2jioBfPfJXNAOT6+3/OoXpPdFdSMht3EvNvV3u7jdftx8LCXkrdzWmLYQYBR4GXgOeAn5FCPHzwDk6T6glOiJ/9bavLfM2whdC/BLwSwBmTwKRs2kn1E6ik7SDqkrcAIQqcTMBkRWtkxc8UHBzLm5awcy2cEsWw6MFau1OVjTX72wK8sjYEjPNHE+mZjAVDy9QMHQP2wER8dhqxnh4YpHFZobZeheHk3lOxlYZNQqsuhmejt/klcYh/qp0lJjmcHFjkOsbfTw7dp1svMnaZooZpZsfH73MRzPTFLw438kf5HR2hYulIc50LdMMDI5YazxfPUmPUSVltPlvei4xbuT509Jj/OeV0zzTN8nD0QUWGxmOJdeZsDrLtNpSJ+8kMXSP65u9HM9t4Pgqdd9izNykLRXGzE2eX/0ojqcyYha5WBsia3Q2Q9lo6EQWdFqGRFg+RqpNUI6j6AEy5XJ2bJ7VRopDqU3WHq3T8nR+vP8SpuISSMHPH3+JdS/F/zr5o1QbFo8MLvOT3ee4VuhjvZ1kttzF6e5VhqwSVa+zlOyUUeXP6xOklSY9Ro2sVqcZmBy21jrrv9UmU61eNp04f1E+w2orxZ9snuFHDtygz6yw0MzeU92NjIy8h+JDPqjcL5oL83vfHW+tr/1YT3e8y5cQIg78CfBrUsoq8DvABHAGWAN+624MSyl/V0r5mJTyMRlLIDfMTsu5p4VQJY6tYZRUojdNtLqCb0jcRGdDD7WsdTbmmI6DEbA81UN/skp5PUGjbmEZLi8VJjgVX+F87QBx1WY8VcBxNeweH0UPcDyV6+t9XJkdZLMR588un2bRznKhNcqml2TdS3EsssLH0pNMlXO0bB1N8/nzqZOYmkc0blOtRVi1U7Slhi58TNWjW6/z6b5rZLQm3VoNR3ZSlgZSQRMB52pjXGodoOJGWC8l+MNrj/NvVz5KzqrjSpWZdg+1wOJafZD5ZhcRwyUXb3SSj8RKnW06pcJr7VEmW33kb+UoV2L87vWn+P76EA3PZCBeobu/gn2khZpw0SMuTkvHGXSJxmzGBgu8MjnO0rU+LuQHmdrIYXsaw8YW15sDuFLDEj7/fu0phhJlPE/lSHyDmGLTn6ix0UwQMxweii+zaqfI6E2GjCK/vvJpfBS+WnmYpm/Qp1WYd7oBONcY49ulIxyPrlJox/nuygSL1Qy+rzBV70EXPj/b+9o91V0ul7ubr4Z8QLjXmnuza/ytr3c7J+Tt+SDU0x0FbSGETkfEfyil/FMAKeWGlNKXUgbA7/FfuoVWgOHbvj60feyd8RTUtmA7DwmG4SE2TMwtQWPUIxhu4wy4SFUizQDhdcZNvXiAavpIPeDG5CBKSwUJuhLgBipfWnyE8UiBNTtFoR2nXbSIzWtomo8iOhc011OlXI0i6hp/9v8+wculCYpejGZgYgmXP157lI1iEqelUytFeWx4iXwtzomedR4fW2C+1kVCafO1lRMcTBR4YeMIZ6MznIwsowuPl2uHGDEK1HyLJ5IztHydW80+YqqDV4gQbJlcmxpi2Cp18oO30gRSIa03AYjoLvlanO9VD/H12WM8Xz7BqLHJUWONi+Uh6O5sQ+otxKnnY3x3YRxD9XmkZ4lksoVhuvi+gigaIKE5l2SpkCaebhFEAor5JMlYmyPpPK/Xx3kiPsOAXuKN1ijLtTQ3Nvp4ZmKKum/yUv0IRxIb5CJ1cpE6puICUHDjbLgpKo5FMzBYbqd5KLrES/XDpNUmc3YPP5d+jSfSsxS8BM/kblFvWJ3tUgPBoXieUaPAucbYvdVdSMhbuJ80t9+DT8gPhngvQYhOf8PvA0Up5a/ddrxfSrm2/f7vAWellJ8TQpwA/iMdYQ8ALwCH3m1yhhCiBtx6v87cAd3AvdhK6l7Y2U++3G7ngJQyF+ruvrSx3+zcbuMA0MPua24TaBDq4X6zsVd2Dkgp767L7526Zm57wvsIIIHLwMXt12eAPwCubB//KtB/23d+E5ihc0N89g5snHuvc3bitZ/s7Cdf3s5OqLv7z8Z+s7MXmgv1cH/aeJDsvOdENCnlS8DbzYZ4x70dpJT/GPjH71V2SMg7Eeou5F4Tai7kQeCOJ6KFhISEhISE7C33S9D+3dDOfWljP9rZC5uhHu5PO3uhuXtlN7xO+9TOe05ECwkJCQkJCbk/uF9a2iEhISEhISHvQRi0Q0JCQkJCHhDCoB0SEhISEvKAEAbtkJCQkJCQB4QwaIeEhISEhDwghEE7JCQkJCTkASEM2iEhISEhIQ8IYdAOCQkJCQl5QAiDdkhISEhIyANCGLRDQkJCQkIeEMKgHRISEhIS8oAQBu2QkJCQkJAHhD0P2kKITwshbgkhpoUQv7HDZc8LIa4IIS4KIc5tH8sKIb4hhJja/jdzl2V+QQiRF0Jcve3Y25YpOvyLbd8uCyEeeZ92/pEQYmXbn4tCiM/c9rd/sG3nlhDiR+7QxrAQ4ltCiOtCiGtCiF/dDX/exc6O+nM37JbudkNz22WEursLfz5Imtsu+4HV3X7R3HvY2Tl/pJR79gJUYAYYBwzgEnB8B8ufB7rfcuz/AH5j+/1vAP/0Lst8GngEuPpeZQKfAZ4DBPAE8Nr7tPOPgP/5bc49vl13JjC2XafqHdjoBx7Zfp8AJrfL2lF/3sXOjvpzP+huNzQX6u7u/fkgae5B191+0dy90t1et7Q/BExLKWellA7wReCzu2zzs8Dvb7//feDH7+bLUsrvAMU7LPOzwH+QHV4F0kKI/vdh5534LPBFKaUtpZwDpunU7XvZWJNSXth+XwNuAIM77c+72NlRf+6Ce62796U5CHV3t/6EmgMeEN3tF829h50d82evg/YgsHTb52Xe3cG7RQLPCyHOCyF+aftYr5Rybfv9OtC7A3beqczd8O9XtrtrvnBbd9f7tiOEGAUeBl5jF/15ix3YJX/eg90s/15p7t3KDXX3zjZg/2kO9qfuHljNvY0d2CF/9jpo7zYfkVI+AjwL/LIQ4unb/yg7/RNyJw3uRpm38TvABHAGWAN+aycKFULEgT8Bfk1KWb39bzvpz9vY2RV/9ph7rrndLHebB1Z3HxDNwf7T3QOruXews2P+7HXQXgGGb/s8tH1sR5BSrmz/mwe+QqfbYePNbo7tf/M7YOqdytxR/6SUG1JKX0oZAL/Hf+lG+YHtCCF0OuL6Qynln24f3nF/3s7Obvhzh+xa+fdQc7xLuaHu3sHGftQc7D/dPaiaeyc7O+nPXgftN4BDQogxIYQBfA746k4ULISICSESb74HPgVc3S7/89unfR74sx0w905lfhX4+e2ZiE8Aldu6Yu6at4yp/AQdf9608zkhhCmEGAMOAa/fQXkC+HfADSnlP9stf97Jzk77cxfsiu7useZ4l3I/8Lr7oGgO9qfuHkTNvZudHfVH7tDsxR/0RWeW3iSdWXO/uYPljtOZlXcJuPZm2UAX8AIwBXwTyN5luX9Ep3vDpTP+8AvvVCadmYf/ctu3K8Bj79POH2yXc3n7Yvffdv5vbtu5BTx7hzY+Qqc76DJwcfv1mZ32513s7Kg/e6273dJcqLu79+eDorn9oLv9orl7pTux/aWQkJCQkJCQ+5y97h4PCQkJCQkJuUPCoB0SEhISEvKAEAbtkJCQkJCQB4QwaIeEhISEhDwg7FrQFneRHP+2DD67yn6ys5982Sk7d6O5nbJ5h78r1MN9aGenbNyPuguv0z62s9PLGrZno99Vcnzg3G78jv1sZz/5shN27lZzD5Jv94uN/WZnJ2zcr7oLr9P+tbNbLe29SI4f8sEm1FzIXhDqLuSesivrtIUQPwl8Wkr5329//tvAWSnlr7zd+YplSqOrB6wA6QvwRaccH1BAGgH4AuELpCrRDB+vrYEqQUI82iaQCo6vEtUdGq7Jm27pqk9abxFIQbXkIRMJHFcDV4AqiUfaCCCqOjR8A1PxiCoOABHhUg9MoopDyY9S90zspoEwAuKGvZ2kVmD7Kl5DR+qd8trlNp7WyQevWh5+W0MEgACpgvBABBBEAvAVhA+xRIt60+r4CAjZORdNEjE6v8f2NFQlIK23qBQ9gkSSIBAEgYKm+hiqjyIkbqAQSEFMc6i5FpriE1FdKtUYmAFSwkisSD2wEEjsQCOqutveSCRQtGPEdAe73CKTVXCkxlYt0UkbIKA7UWOrHUNXfeK6jS8Vao5JEAhwFVTLQ9Y0gmiApgb4279RERJFSPqNCq1AxxAe9cCiVvQw0xbVmzUcaYvd1hxAPB6XR48evVtTd83m5ia5XO6e2jh//vwdfe/RRx99X3Z2i3tdZ/Pz8xQKhV3XXXd3t4zFYvdcDw+ynf3ky1vtnD9/viClvCuj2q78qjtgu1//lwC0dIYDf+fv0z5gYywb+FGJHwsQviC6pPL0f3uBl1bGqC8nkZoERaI0VEQAmSNFfvLA97lW7+dMYhmAih/hizcfJZiL4WU9Th1Z4hPdNzlXGcWTCucWRjCvRFE+VKYvWeMj3TN06zWeikyT9+OUgyg/Ft1kzXc4bw8SU2xm7V5eLB7i/I0x0r01TuTW0RWfZ7OX+c0//VlUB+xhh1949HvcrPfx8vQ4Hzs8xbcvHCOyoiF1iD9WoDiVRWsIYstQeaqNtmjhDtvoSybdrsDO+ii2QhAJMAsqig3+wzXc1RhBxMfY1Hj6hy+jKz6vrY9QWsigVxTcdEBsoMYTAwuUnAjX1vsZyZawfY2GY1CpW0Q9lcBRGR/Jc7Zrnpu1Xo4mNngiPs2IVuKaM4AvBd8sHWfIKvPJ5DUs4fLVyiM8FZ/kH1z+CZypJD1nNjie2aDmmSQ0m6vFPtbX0yQ3DLxogAgEBHDw9DITyQKvrI5iGS7ry1mUusrTT4BdkJAAACAASURBVF6j26hTdqMcjObRhc9LxQkmCz04P/Ev7pnuRkZGOHfu3K7a2ys62RTfm/3q/93y2GOP7VrZb9XcwsLCrtm6HxFCsBuNw/2AEOKuxbBb3ePvmQRdSvm7UsrHpJSPqbEY7QM2otkJbgMnNxgcLSAcQeOwQ9W1kFKgVxSUpoJSV9EGmnzyo5c41rVO0YuhCsmfLJ/BVFwOW+vIQOAlfdSYx5Wbw/z2Nz4NwFItzVjvFs1xl+Z8kpmVHFONHnJalYv2MFfbw4zqBb7VTvLl6sO0A511N40rVT6SnUatqVRrEQCuFvq51hrCy3o46YCzh+eo+RbnloeRTY21ZhKtrqLXOz4/3T+N1hC4qQAn3bmpSgGyrqE1BPZ4u/NQQqd3wT9aRzxeIZNoInw4dXQJtSX41swh3EDlWFee9EgZ35KodYV6KcqF/CBjsS0eHlgmQLBWSqKpPo8MLxM0Oz0Mq6UUI+YWP97zfX4x+zIjWom8H2dY3yJAYSy6BUCX0uSmPcBD0SXaUsd1NAJDspZPA3B9s5cXbhxlY7YbY9XAH2wzcHiT7MEian+LmG7zzZnDlIsx1ue6UCIe1kiNj6SmeGljnL+aPMxCu4s1J0XKaNNaTOyq5t6qu3vxVB2y77mre91bNSeEuOMHrAeZD4qf94LdCtp3lRzfitvgKagNBS8RsLKZZmW+u9N97ApenR+lPZXCi0qkJomuKzh1A4CcUecbS0d4+ZsneSI3z8XaCK/VxjFMDyI+2oyFMANioxUiqsvxzAZbjSh6wiZIecSuWLyxNMJfbJ3mkLHO6cgCm34neByzVhjRi0y2+9hwk/zH+ccJLIlQJJc2Bniyb44vTT4CqkTvbQHQ8EzsioWxqWKpHkZJoLUlXkRyPLpKYIC1rmJnJIGn4EclaqPzWboKKJA9XkCNu8SjNid712g7On7S5+ZqL042IJepUXIijESKuL6KH/c7QwmOQqUW5Vqln7lqlh/quUlvurZ9oSVq3EWtq7iLMf7z+hmagcmCl6QcRJhy+rjeHqQd6LxaGMNUPL7dPEKXVietNlh1Mwx0VUhNCajqPBRfxtR8qGrE5lQCDXq6qzzdO82hzCapRIuJeIGBbJWPH5tEz9gEVZ0gULAUl81ikrPj8wyZJUbMIobiET1QfVt97IbmQkJ2iFB3d0EYvN8/uxK0pZQe8CvA14EbwJeklNfe6Xzb01BjLooNSlNBVQO0ikp8WkNpqJwZXqb3oQ1iYxW6xks0+wMePrTAsFVipp6jOpXByfrENZu03qTPqPLs6HWEADcuEVpAOtJmpZlCV3w+e+AKDw2uohV0fAuilkNke0x3VKtgCZeYcOjTKgxoNZ5NXiahtqnUIwhbELkYpSvWpMeo0S5ZqBEPtxDBUDxWW0lyA2X0E1Wmt7pxUpLqGPiRgIKXILIhcLIBXsLHijtodUEQDUgcLjE4WMRa1TjRtc6HDixQb1gs19JUFlIoEQ/fU/jU0xf5H8Ze5Nnuq8w2u6mXI0SWdbx4gBLr+HBjboD8jRz/5vsfZWmxm8F4BUVIerNVzIKCNtxg8sYQlxvD/GHhSZ60bI6aq7SlDsBIvMStei83Gv2klSbPlU6TUNocSm3imwKpSG40+ymWYmh1Be9sjd7TG2wWk2y5MT6ZvUHSavPSxjheoOAGKt6WBbrE9xTm7BxnRpa4vDHAVxZPc8paQhcBE9mte6a5kJCd4P3o7oMWvN4ygzrkB2TXxrSllH8J/OWdnBs4KtIXuNkAs6eJuxhDGhKEQBqSi68ewpqooigBZ3IrTBkOp1MrrNspDiXyXB/s5VMTk8w1uyi042hKwEi0hCjpxJYVzMMNorrDTL6bG9ODZHqrxE0HMdIg8q0YxUKctXSK31n/BBOxTeqeyaBZ5mx0mov2ACqSihfBKZsQDWgOdLaGeX7tGMcOrbBQzBAbbbBYy9IXq3IwXeB0cpmFdhcvnnsExQOvqXKt3t9pEQNqS6FdNcmsQGXUIWY6VL/RBzE4tzZMT6IOQjKeKrCaTiPWLP7us1+nV6/wBytP0G01cHyV0+PL3FwaR68pULEITFAMSRD3EWUdYj4XLk4gY35nclgu4FB3kVsli6lqjmd7r7HgOaiYfDQ6yRdLZ/l4+iaDWonXmhPMu93M1ru4UellPLGFFwVUSdmJYF2P0Br0Od6T57HMAl/If5jZWjdx1eZs1zxfmT5NxOwMbxg9TTxX49OHrlNyo8wUu2lWLRpOlPKRKMdiq1wuDtwzzYWE7BQ/iO5uD9hhEAu5G+6PjGgSZNUgPljF3oiitgV6TdA44KNkHKJrgsZmlHbL6HTLqh7deo3VVpLLpUH+x1Mv8lRyipVGGkPxORTPs9jMcOTMIvVxn8JymrNd8wAkr+kIISm3LNymQau7M9vZ8VXmqllmGjlaQafr/aXGEQa1El1qHV34qHEPhMQoK1RaFlmryc2lPmKWw1YxjqoEfDxzi+OJNVypcjCSp3XYxk5LvKjk4sYg7W6JXlUIdIloqJRO+fR1V6i2TZyURPHgw4NzLL8yiK77ND0D2VYRPnxx4VH+cPUst+b6UURAsR3jyoUx3IREcQS5xzc4/eQUam+LT525yhOPTvLk0RkQoEcdTNNFHWgyu9FNpr/KzEqO6VYPN50cuvB4rvYQo1aBi40RVrwMzyauUPTi1B0TTQTYgYoXk6T7arw2N4pe74y9/+8HvsJko4fkGxbTU/1k9CYXSsM4KzHqV7PYnoYQEPiCV9bH+M7aQcobCURZR0/aXG8NklBaxA17D0X4wSMMFvcH+7nL+E2/Qq3tHPdH0FZA2ILWzTTC68w8Nh4qExusYV6L4EVArWq4NYMLtRECBHXfIq7bqErAfLuLi40Rqm2LxzILfCJ1nUfTi1Rsi8wVhciKxlfnT+Evxqge9sjFGuTiDYQWIAIQUY+VSoqT2TXSeovVZoqD5jpL7SzlIIoiAjadBMqChZ50iK5J+pNV4rqNKBoUy3GsqEPGbPJyZYKSG+W51eMAyLZKoIPf59CcSaF4AicdgALWhopRUumN1mjMphCBwElLpqs59IbAbhtcuDRBdE7HS/tUvt/N9CsHEE2VXrPGwnI3qUlBEPeJPlbgbG6epmcQj7WpuRbfXx3itblRukZLuEWL9lICLx8hHmujKpL+njLPXT3BtN1HIzBRkNiBzt/t+i4A/zL/DAU3zpF0no/lpvjezARGRVCtRVBWLRRPcvrIIlecflYaaZqDkvGD61S8CFMrPQQxHzfd6Vr4yMgsHz44S2EzQb1l8uixOazhGk+NzqGKAEtx2ajH90yCISF7wX7sLn7zIWQvH0Tuh9+wW9wXQVtoAVKXSF2iVwW+BY35FIbm4cYlgSnxUx7C8rF9jWIzwpXaIIdjeXojNS6WhpipdxPRXYaMIo3AxA40dCWg9FCAnQkoryfQawJjS2U4Vsb2NFKpJu2eAGo6yUibhmfyU12v8WtD32DW6eHp1E1iwuGo3mAsUsBLBLgVk8pBqDsmc9UsQcolcBVsW+eHum4wU+nm/NYIluYx3eohM1DpPBiU9c4kNhfMooKZVxESONig4ZoonsCLShQbPpKboXHYQZ23UJsKTlpibKo4Ay7eUKc1+me3HgIJ5RMB8UmdSi3K1xeOMbnWQ7kY59Xzh2lvRiBvUrrRBaokSLmoTYXKTIZK3WJ1oQsj6vKFySe5ZQ8wZGyhC5/rbjfXmoMALLayAGS1OmfH5glUCFoaWlMgAliqpvhX889Qs03GP7QIwHPzxxF5E6WmIuIec/kuXl4eJaK6PHVkBinBC1SEgG6jTtGL8a/mn6G4kt4T/YXsDLffKPfrDXM3COupw05p5vbW/X57IIL7JGhrqo9eURCeQG2JzrivhNJChkAHNyk5e2KGdLpB29d4pGeFU4kVKl6E5UYa11fxpEqtbfKFhae42DiAK1We6Z2kf2IT60ANa03HtyTuAZv5epZjmQ0sw0WvCZDQH6sSUV3KfqdlbQc6q26Gm3Y/V5wkrlTRagpaVcVPefREa/zowDV0yyP7kkE0atOWOgnD5mO9UwzGyp2Wq6uhtQSKI4gsq9i5AN+SKG4neUouVWd6LYcIQG2D2hb8h+89hVAkTs5j/NEl/H6bwASEJBq30XIt/I0I1pKBjHkgQCxGsKeSKPMR1HUD4QuMrjaKKwgiAamrOvqGgTpeJ4j6iOkYeknDX4zh3khyoTZCMzDRhcewViau2hyLrdFvVah5Jj4KAQIvJtGKGvqZEm5cUJ7KkjZbfO7AeQ4n88ytdtOeSRLokuzhIqlUE7kUpSvepOaZnFseRlUDri4P0FpM8OVLj/DHVx5h+UofWlXdaynuG97rZrWTN7N3u9mGwfvd2Y/dx2/1ZSd8u5MHwbf+facfAu4X9iy5yu24robT7yKaKs1un8isQSvpI6TAT3skcnXOvXqYIOfw/UKC8ZE8P9f9Cv96/eNENBcFyXIlReNGBvdwlcl6D1HNoSDifLhnjr+cO476UAVNSCwhWS0nKTYjFPNJNBPYviYHIlu8WD2KIiSXS4N4UkETAT/Wd4Xn146ieGD3uugxB00JiKo2f+PwFb66eBZvPcHruTF+duA1+rQKh60kl5vDnO5b5ZWNGMaWipvqZHALVGgN+WgVhXIzgmF6tNM+atIhl6khmhbNjRh6VaU0GEE2NfxowGB/ibXNFMqqheZBu88jMm3S7pJ4CR+jqOKmA5SMg6oEeGtRZDRA62rTGIzixwKUpRjjp1eZj3ahz1lIC5wejxffOM7VsX7+4ZG/YN7NcjKyxJLbxUorzZX1fsajBY7EN3it+yDCEziOhn3SJjppcvXcGNcH+jg6sIFuenj9kkP9m5iaB8C1gQhpq8XFlUHkZBylKtAjYPf4IAWKGuCnPaLp1t6JMOQH4k5vaGGCjXdmP9bLmz7djT7eq7y3BuQ7Zb89GN0XQRtPgCdQmwpBxsFJS/SqSqCCH/FRhUR4AmPexOkKWH1piH+mf4onMnMs2xliqs0LjcO4SR83HyMxYHNubZixbJHvzk7Ql63yUNcqr6yOUllOIVWJOVDBWNXxx9sMdFU4EC3y/Noxio0ojUK0E8hdgZpyeS0yxmY5ThABbAWrq7O06tXyOOPRAnpdgOhMZCum48zZPfTqFSzF5enMJDeHemhsZYmuCtyYoDXgI2yBVGAoXWZqtYdTxxaJazYBgguXjkDaJ1CheLMLfaCFt2mxup5B2TRAgJsOsNY0WuMOxpqO8ARyoompBQSBwPdUgqSHsarjxHQyx4vkYg1mzw0zd6uf3vEC6w0dtaGgFTX8WECpGmXVzeCjMKiXyLtJjsQ3eOzIAr16hbTa4I/Sj6IoEsPwUNWA5kFBZNagbVpcdQeQbRUjZTO9luPU8CqXL4+ithSmpsdRHWgfb+E0NaxMm4xlkzAdzubmUQmwA41/t6dC3F+89UZ3+/Gd4G5bIGHg/v8T1keHO6mHu62rnarb++0a3Rfd46gSYSukT2wRuNu5uI+VGDq9xpNHZoiaDpEjZeSRBmpNwc76zG51ESA4GMkD8DdHL/HUmUl+/emvcSk/gOuqXLswCmsWK2sZElqbI915tIpCfFajVEh00qXWdJqOznfWDrI0301rIYFwFYTZabmKZYvXF0dwqyaKC8IXjGeKpPQWTc/gxY2D2Idb+FbA+nIWS7icjCyT02qMGFs8XzjOSKqMH5VUD/kM//ACwhVYmwpe0ieqOQhFMpXPUXYirDeS6BWB2lAIem3UluD4wHonKDc74+BezkE4AvV0he7eKpG8QHE7N9B21cRbi4KQ6Os6biagr79EZTbD1PVBvB4HJGyV4whn+3dkPaQikYHgn373M/z5+kP8P+tPUPdMPha/yRFrlQW7m68WHybwVYLZOM2GRTrWIt1dZ/gTiwhXoC2bRJZ0lGtxgqrOpckRpCrxkj7uoRbHnp3kp0+c5+DEOqcHOkmjPtV3g6zW4HOZ1zm/NbJXCvzAsNc3oPutqzFkd3k/enu3IZcf9Pv7QX/3R9AWYBZUSje6UIudjTc0NSCqOyzWMhxObzKUquC5Kl7SR5oBg6kKGa3BbCtHRmvSr5c5m5rjcmOYR3uXiZguQSRAChACym6ET3ddJfXQFvWjDqKuYhY6WdhKhQRb8xm0kkZiTsFaVTGnLaQCSDAuxolP6wgflKzD9dU+dBFgKB4ps41uep084XWV87VRpu1eclqVnFblsfQiq/UkykCLoyeXyNfjBNGA5mGb0ycW6DKb+GWDds0kqjkUm521z7LXRtECYg8VKbRiaA2BVlNJHC1iLBukJko8NTRL6UYXvgV+wsdt6qhlrbOphxQI2ZmVv7GRBgl6VcGKOyi2wK2YPHR6nnYuwEh2JrcJAWiS05kVnu2+ynhkkxUvw6Ba4XR0ASfQ6O2q4CUC/IrO6nw3j/UtsVjM8NMff5muh/O0Rh30R0pkhio8eXwaNe3w7KOXeWh4mcVqhm+tH2KrEaXUjlKpRfny/BluNvr431Y+w1C8vJcq3Je8zbaAO8J+uPmF3N+8k17fj573+qF1J7g/usd9gdQkqt1JOuKmJLan4gcKq+sZ4obNVjNG0NQQcY/urho/0nudV8oTND2dn8y+wWvNCVbsNIej63y7cITKQgqtpSAONMil66hCsuGmeLp/movWEMuvDNI84IEisRYM2gcclIpCY0DSe2aDtc0UQVsDX+BHBambKs0BSTRqo6s+l4sDnOlaZtTa4t/kP4I0JdKQXCoM8HNHXyEpbOb9bhbaWVQlACGp2Bam7jE8tkl3pM7F+WGo6iSGqriuxko9xVCqwroSUFpNIaIeQkhWZ3KoJsSPlCgvppG9HoptcKPURxANcBIKwlVQywqB0ZmFryoBgU5nVrqrMHZqlbkb/Yi2htYWqC2VjWYcP+OhCQmqRFEClJjPV6dP8YvHqujCp+ZbVKXJvJPDDVQmUgXiRx2mlnrR1g3+avIwD48u0W9U+PyBV7naPURSa3G1OkDZiaAIyQuzhzFfi1M77GGtaXgxSVVkUdvQbkd5KZnF63F48vDsXisxJOSesBfB40FK6HKnQynvNAS0E2Xfr9wfLW1Fop6oIg82aA17SAHNmRTTl4ZQ1w3mNrsYTpYw020+f/pVUlab6VYPuuJjqR4X2yMU3Dh2oPG19VMUWjHUVieBCcDmhV5eeP5hnls7wUo7zYn0GqojyFxSEY6CH+kkOtFrAjHaYDWfJpVqksjVEb7ALKjURyVGUSEZaTOe2SJfifPqxiivV0b53NHzeCNt8GFrsotfufQzfKn8ODdbA5iKRy7a4LHhJR7tXuJAsoQvBZ5UEUpnYlotHyebaHAgWSKqOZTn03z09E2ODq9TXEojXIHX7dKfrBJZVRkY2SIRbaMISWRZRWt2ZsD/8o8+R9/RfOf8goUcbHdSwzZU5la7iQ3ViMQc3GEboyrYmO1Gj7gEgSCyrCOXoviuiqoG/N6Np6j5FkUvzoXWKLOtHBHV5fHkAifTq0QSbaIrnf8sV9f6+e0rH+Mraw9TdiOs2SmuTA5z88ow2vUY7maE2ikbPWXjJgPkUAupS1CgNeGgeICj8Mb3dn+bzJCQDyIPWs/IbgbVexmwd2P1xH0RtBUtoCveJJ1oYRRUAjPAjwQEVoDqgFOyqDgRfubIebr1GranccDaYjSyxaF4nt+7+RQv58fYaCU5lNxksxJHKqA1BOb5OL4l8cdarBaTXN3o52s3TuLFJE5KIJzOEjOpS9yExNuMEE+2OntA+woy4uOmAuRgGxRYv9HD4Xiezx66wjMDU0RUl4ejC5wYWUPGfIyyQiMf41vrh6h6EVZbKRQkG63EX+c3H06UWa6kCFoaMuozPr7Bz468QdZoUrKjZMZKFNpxbl4bRnEUpCIxYg7TrxygOeGwWUownt4iabbRWuBkJOamynPrJ2m7nc4T4QuCsoGXkEhFIgoG9XJndzIqeicdKXCgp4gQ0Bp2O0MPVQPH1pASvrJ4mqhqM9ns42xihl/s+TYFL84nUteJmi5uApKvRnBtDbdpMH1piO/dPMiL549jrmmdcfiHaqSGK53tzBaiKK4gciGK2tfETQSoWzr+aBs0id/j7IX8QkL2lL0IqA9aEL8b7pcc57tVx/dF97giJG6gcDS7wXdzaZSWSmxexTfBNyTCFcwu9DAYK7OlxxiKl7nZ6APgbHKWHxu/xky9mz6rxpHoOvmBOPl0gqW5HOapGikloNk2cNaj+BkH6St4sYBAVVDbgkAF4QicLh/UzoXemuoiSLloBZ34kRIf6l/g+eZJzDWNry8f5beOf5kvFT/EciPNViqO46vEMi3cNR2tqrK+muFrqxn0qIvb1MFVSOg2S9UU6UgbL1DAF2R6qxxLbbBod5EzarTiOgk9StJoIVxBaqJEtR7BqZqkVwTlPjg5uMrHM7dYtLu42Tf214lOiq0otXqkM35dEwSHOuu5hd/ZlESoEtdVIeXStgKsdJuY5qDrPq6roHW1EAKyyQYA+a0kX156hJFEiZofYVVk6NbqtAODJ/vmeC7VheIK1CULRQGtJfCczqYjbkIiMy4HuoocTBR4bvZhJGCWBfVxj75UAztq07iSJZutcii9ydXNfop7osCQe8mD3j25G+xFnYTXYXf5Qbru74T7oqXtbY9fX9wYxMy0kbqkeaqFFBBbpZPa1FaYrXSTtxPMVTtZuiKqy0y7h6Vmhme6buFKhcv1IcZiWxxJ5zv7cc+miBouEdNFrylY1zutTb2sdJZqKaC1BTK2HbBViX0tjfAhMt2ZMZ6wbOKqTd9QETcuqdSifKn4ITThY3say06WlUoKx9YwTlTwowHYCtgKbsXEWNNJX9a4dGuEciXG/OUB2m2dWE8DISTr7QRFJ4YufCaim2iKz3cvHyF7qEhpI4kMBPFbOk4Snjo6zc/3v4IufHTF/+s69A1J+WoXYiaKPtggcrpEIAXqdte5VlVJpZrEIjbUdIx1Dd8XPJxe4qmhWfSygtswMAyPrXIc29U4OzaPqXm8vnCAb5WOMq4XWLSz/Oulj3GhMNzplhfgdnn4AzbukSZe2idxvMh/98lvMza0yenMCn1mBbOogAD5eAW9qrKxmaJUSKC4grFkkdlKN6oS3kBCPnjc7Zrmu2U/t6rfym4/hNxNd/du1ft9EbSR0LQNVCE53reOknaIxBycTIAX6WQTS0xrrE7leO36BG1HZ6qc4/mpo5yIrvBkepbL9SF0EXAwmieQghfOnUSxFWS3Q1+siuOpEHTM6csGvgWBLknMQXvEgUCgbWmIhooXkQhf0O71iZ4s8cm+W2T0JofSm0hTErkQZb6eZbGR5W8NXUAVAWPZIgd6ijTrJjLmEV3SGBwvgJC4Qw7lkx5KU0VWDBS3M3t7JFOi3rQwFJ+GZ/BwdJ6b9T5mit2ggO2pqFEPGQh8s7PGebGW4f+a+yFm2j2sttMEw22gkyAlMCXyYAPX0agspVCERCp0JskNtTpj6YGCtHziy+BWTAIEz2au4PR44CrU8zEO9m1SLse4VcxxIr3G3zvzAsv1NL+98UkmrDw/2neFbKRJe8illZMYBQ3ZUpEbFqeOLdITrzPZ6OFvD73KH195hC9852PEn9gkc7KAEODFAmRLRcvrJB7fBCBu2AwmKnulwJC7JGyh7Sy70Z37dgHmdhsP6jXc61S5e11v90XQ1g2PkUyJhGXzWHqRoVyJZt0EAbUjLpENQauns5OVUlPxAgVfCrKpBpOtPhbtLEeiG/xM1yuMmXn+7OZpjC0F1YZ4ssX5a+PY8wniZ7ZojrtwqAEDbRDQzgpUy0Mrang9bqdVLzproSdOrHKqZxVLcZlp5mh6Blq2jRcFN1BpeTq3mn28VJhgqxWl6epoixZCgJOWbNViZPqrCC1ATbnQbSNSDl7CJzdU5uZCP86WxZV8P/1Whf+0+SEK7Rjym1mQdHY1G17mkbFFWsMeP3L0BuWWxVopyR+99gTfXRjn8MAGbkyilTSkIUnE2iirFlKReJsW448vgQ/JeAtd9Wk2LLAV6iPQN1Jk00kQFTY/9dgboEj0pMNGPY5huaQjbeYbXcy3u0mbLV6cPcj15gDjRp5eqwaKRGuBb0mEq6C4gv5Ihc1GjPlqF/92/iPoSybCExTms2zd6qI9l+hcdKWzicrWVBevXD3Irbl+ZopdeyvEkHvCXt/0Pqi8We/3erz3XgXW+01XuzW2fl8EbT9Q0JSAuGGT0po823+NTx+7zpHTiwwc2MJJS9KTnVzdgRXQahnkog0G4tXOxiDCp1ur8kZrnP979pMYNyO4SYmcaFLLx0EPkCpUqjGMvIa/HMWv6XgxSWBA4CnEj5YYHCiiDTTRBxs8dWSGnFXnaGyDX0pfYsuOUXdNDNND+DA900exFcUONKQUrK5k2bjSiz/WQpR1/FjAQKbCh/vnCRoa5tUIFEwO9m+CArrqIyWgSuobcf588hRvLB9g8toQrR5J5oLGL5x8mZ/vf4WSHeVvPn6OS1sD9CbqOCULrapi101uTA4iNUl0XaCkHYorafxIgLGlorYVJmf7iQ7ViRouxfUUiuqj1VWSp7fojdYpOlHWvRRDRgkA9VaMSi3KcFcZ11cptyMMmiX+4cif43sKtyq9BChEVAfRUhG+QPbYWBudnoznv3+S8kyW9WKSlYUunC6/k7hFlSieQHgCpa2ABFHUkaokPqNjrOu0J1N7K8SQu+KDuk72QeB+6hLf6Wv+TuXdq5b3XtftfTERTQgYiZboMysklBZ2oFN1Lc5m53l+7ShOJqCqKMSWFJyUwLUtrtiDDA8UgRw/2/8qL5SPM2yVWL/eg+z1iQ3W6EvWsLMaa9/vTFqTqxa+0RkjPzCeZ2G2pzM7u6lBCrojDeKGzXCszA9nrrLhpnmxeIjfAYaiZdxAZasZo5KQiLZCYS3FN/NJkJDo6pstyQAAIABJREFUalBXo0hbJT2loHy6gB8ofG91jOiCTqvfp/dQgZhuI3xBtWURT7dozic7dbAVRasIiIIXkTSe6UwGc6TK3xl5kcl2P786/gJ/sXWaafo7y9M8HbffQdoKjeEA42YE+3Anf7efBblholgerquymk8jbIWgGsVP+lQbFpW6xViuM/WrGRioFQ29CiO9BWxfoztSZyhapuJF+clv/jIokukrQ/z9az8HgFFW0FpglwzsrgC1KRCuQnRFwSvFcAdcTh9bQFN8Li4OY+Qa+L7CeG6LtNFiOFri+cWjeEMKE+kyN+YG7q3wQkL2KW8NbHu9TeZuBe536/7fTfZyEt/7amkLIeaFEFeEEBeFEOe2j2WFEN8QQkxt/5t5r3Lius2R6Dq+VFh2urhSHySiulQ9C9dXSY1U0JqiE3ADgZVXiKdbLK1mWamluNg4wAGriCtVZNZl4OAmv/3QF1FFwKf7r3P6qSn8Pgc/4W+nAXWptk1QOsu8EJJqLULOqvNIZomcUaMZmNR8i4l4gYTa5tW1A0xVcni+AqMNYktqJ/uYK8j1VTjTu8ITh2ahpeIkO636rUaUtqPTPtZi5OgGRzN58s0ESsZmMFWhno8RxHxUW8DBBs2HWmgN8Lo7S8OKXoxVN0NMsan5Fn+xdRon0DC2VHxL4iUC0tkGmbESqcNF2hM2bJkIVSKWLYKET9DQ8VajiIKBXlLIHd/kyVNTDHWV8dejTF8a4n85/zd4pThOJC8IDKg6JkPxMhPxAqbiMdXo4fThRYQeECS8zjXYVFFsQWPIR0YC9KpAbQusNRU7I/GPNlCiHlcujHHl24fQZixsW0e5kuDGrSGOJ9b4VPIKE9kCQSA4lV7lqaPT91R3Ie+fu7lx7cX62J0a/3zQNbfXPRy79dCwWxn/7sTuXrETLe1npJSF2z7/BvCClPKfCCF+Y/vzr79bAS1P5xuFY8yXMhzu2sQJNEaiJUzFww8ElYUUcsTDzHe2blRcQXsyxfCZdQIpGDRLzLZyrLVT/JMPfxlXamz5cdJmi+8UDjJ1eRjVFiSOFWEAcrHOrG3v/2PvzYIkO687v99397y5Z1ZW1r51VfWK7ia2BghuIAWKy0iiRgpJM2GLM9ZIE/I8OCb8MDMRerDHL46ww44YO2yPwpYpOSxpxiNK4iJSXEESINBYG713V3Xte+7bzbt/fsgGA4OBCBAE0EWwfhEVlXWzKvPevKfuued85/zPsILTyqF2VSJNMmY1GdbbtEKbl7rTDBsdAKphimYzSVtLYF6xsXvQno/Qugr6tk40Jvjh6hxx1UQwmOAlWzqeEpNKusSxoGD12HUybG8XGBlrsN0apIIVRyXIRKSMEN/RiXWwNg308z1iKTjwB5H4jfYIv1i6xhdWHkWqEJR9CkMdZnN1pu06XqxTL9hU3BSrL00Q5kP0mobeEsQmBAt9Hppd5f7MBv/rd55A8RTUAMy6oKcb7OQygzYtBc4U9tCViGutUQwlomR1qXs2mh4RMhgfOvPxNW7cmEBrqwhn0DqnuhCZoC50cbsG5uag4E/qIGPQb9qYdVBdjf+n9jg7n8xhaz7ThQZ1P0lGd99TuzvineHNqp/vRSvTj3vup9ifI5t7m9zrm4Z3inerjesn4d1Y0/4V4I/vPv5j4HNv9gexFDTdBN2mzbDVxY9UtpwcK84QSSNAL/dROwPlL70j8PMSdbbLQStFJAX/39YD5HWHguFgiYBICjaDApudHLe3ytg7CtGoR2Mvw2KxwvHsPjBo5TLrgqgQ8NmzVxjSugRSZcfLkdcddrwc39w8zpfXzyAdDXU1gfFIHeMXKyye2eLhj91g4qOb1KtpzKs2qquQu6GgdhWSGxphoKLenYj1YG6DlYMiKJL9Spb4+RzmvobWFZCIsPSQ0nAbAHfaw/N0psw63chk28szYTf5042HqO5n0HoCpaFTr6ZZaRTRlJhAKnyicIOHCuuoUz0unL7D/R++RenxHdIPVSgXWzyau8OuP7hZMNoDbfJ+WTJ7cpdmJ0GYAL8QMW8fEMQqVSdJ3nS4Wh8hloKxYotPHL+Fsdjm5uYIx09sE415xLokTEiCNDhzAceHB0NcvImAWJdEhiTWwc/FRBa4QxLVFTy1Pcti8oDbO2XOprb42tXT76ndHfHO8vqo514IXLyVC+o7eNF912zuXjuGd5L3i8N+lTdbU3+3K9t/2khbAt8QQkjg30op/xAoSyl37z6/B5Tf6A+FEL8H/B6AWsxRaac4M7vN1y6fgUDBKvYJApVSvkO4axNnQ/xII8iHpO7oODtJpCJpALblc70zyoPZdZ7tzvNSY5LFzAG1dhJ1z8QZiRFCkiz1GDY7jBhtlkWJnd08TIacm9siRpBW+1xzxikaXb6xc4K99SLZaxr9YYlqS8RCl1+YvIUXa4Oq6rv94vgK7lCM6gv6ZUGsx8SqQCiSVidBWLV4KncMAKWlY+0rBGd7TA/XqTsJjhcqvLwzgW15xB/ooAYqo/k2a26Rv7l1hkKuSyHh0OwlUDoabjkisaPiSZ1GnOabHKeU7GEqIaFU+dziZR5IrlIPUyxZZX6wdwxVSC62ZnFCg09cuMq3Xj6NCAVDs3XGk002XhyHyT6mFlENUmx089QaKRopmw8OrwJwtTmGImJMPcDppFjZH0KGCmZNIUhJ9Ab4iZCb+8MYOwZSgOoLgqRERJDaUPDyoASg9cB1dWzF5zPHr/JXu+dQWvp7andTU0dTxY54yxzZ3BHAvRel+Wmd9oeklNtCiGHgm0KIm699Ukop7xr5f8Jdo/9DAGtiUrq1BNc3ZkjvKHRnI3xXI+7p7PUKqMMu1u2B7qa+rhMmILWq0JuQ+K6ObflsdXPM2DX+4vZ55GqSyukkmhbj2zHSjDk+fsD9+U1s1Wfs1Urpuo5ZU7DOBShIvlU/xfVqma5jEu3Z5JYUOnMxcthDW7c4P77NUmcYSwuYshtcuTGFWeijdlVS6wqxNohcFV+gRCBbBmE0mK51+6Upzj+8THGuxzeunGZ+uM5CpsIz3RnWO3ncjkk526GxlkfkfTb2CniRSuQrVCsZ6kaSqK9h1RXGPrLFWnC3aCtQaC3nyZ/t8/TuLI5rkks53EkN8dIrx9AbCv5wiLmvcXAixaNTa1TcFI+dvU1Gd9lxsvzg5gKagHRyML5030tTttvsJDPkTYd2mCCj9Wn7JnOJKsuJEsp0g/rtAuqIi5fXB8erQuypeI6G3R20zikBgCC0JUEK/PygWT5KSGZLDf6XZz7BZ89fZrueHVwW30O7e/DBB99fIcDPOe9ydHpkc0f8iNc67vfaif9U6XEp5fbd7wfAXwIPA/tCiFGAu98P3vR1AL2uIoc9OscD1J6CUCXoMUQCZSNBZEj8XIzRhOTO4AMymgI75ZEyfdxQY6NfwLZ8glxEvZLhobENRM5nbLKGExh8beMU1zuj1MMUhhIhIkF/NOJTxasUje4gTd9Mot5MYTQU2o/0KZ2qDPqejzm8+IPjvLIyweWvn+Drt0+RH2sR+Brx3fQvAu57dJnUycagwC0eaICz0CMx12Ys0UIVkt9+8Bm8UOM7qwtoasxsps65Y5tUu0kUVyFh+6QyfbKmOxilqcecGd8lsWLg52NWlkcwJnpkjzVASGIrJooVCnYft2uwvzTEpY1JzKpKkI1R0wHiZBd/z+bJSye5+twcioj5ZO4q+04K+7aJ0RRM5xpsdXKoQnKzXiaTcNnvp5lO1LjRHuGfH/sWX9q+jygeVM4bkz3iuom9K1Dmunh5CZEY6IgnJF5eEmsQqxIRgzcUo3cEiieIDYmCJHlH56svnsN3DKTx1gz/nbK7I95fvNUL59tsVXtXbe5eC4Yc8ea82bl5vV29W478bTttIURSCJF+9THwSeAq8CXg83d/7fPAX7/Za5lJn+IHDijke/zS/Zf4/c/+LfYLNoSC8ZkqIoTEwUAZrXU6ojMFQWqgb913DPabaWq3i6y2CyRNn+m5A0rlFk8/eYZCrkfHNdm6PUyznqTpJ7jSHef6M3NojuCJC5f50sE5nMjg4uoM+qaJV4hY+PgKF+bWqDTSJPYF8U5iINsZC6SAqKvR2MmSzTgkJzoESQiScH1vhOFUl+R9dcgGmFUF2/L56MQdEmrAmNlk1SlyPHdAJunyLxe/jhtprDTuptoVSX8jTXcrw2SyyUemlzk7uYUiYtyRaKDnPXfAWL5FGCvoNQ1UyVYlz/LyCPRV1L6CeS0xuMHZGiwxPDSxjuoqoEqibMj59BZ/svsone+V8YZinNkAP1bxI5XVdpGOY9FyEmhKzJ8vP8BMqs6/vvr3aPctduoZhK/A1TQI8AoS/fk0qivQ6hpKU2PkkV2MpiDWwWwMhrLEusQvxETJmMRYl0eGVnEmBlKsT5y6jlFy3lO7O+L9x5tdKN/OhfS9sLnXK5W939aB38+80bl7N8/fT5MeLwN/effOQwP+VEr5dSHE88C/F0L8DrAO/MabvVAUKzQ6Npmky5Nb88zki3ROBChdle2VISiFmA2deMxFdnWs2uBuJ8iC2DeJA4FMx1hayH47jakHdB2LcMzDfXKIMAlqQhIHOva8z+1midCOSZ9uMGa22O9n+IunHiazrGL8YoXfmn6RP19/AMcrsjh6wK3JKexthf4H+owXW2wHQ4hQwSg5tNo2caCg5GKUQHDfyB4L6Qq3tDLdnoV/2qG/m2Ejl+faxijnpreou0lyZp8/WPwqlTDDWKKFn9eo9W16ySQIiT3kcL1R5tcmLpHT+/zlrbMsnt6iYDrECC7enkXbNwgLEUQC+8UE3oUuF6bWeOb7p1E96Nzvks06fKi8wvPVacpn92k6CUw94P+69Sj+coZoIoIY1LbKre0y903uUO0nOVneI5Qqq/UCvarN13fOcezkDuuVPEHTQkjwZj30RICvm8S6htEURHZMak3FO6niLgye95aTBLkYaYfgKzx23xIFo8fLzUlkMuTTZ67x2fwlAP7de2h3R7w/eaNq9p/yIvqe2NyRoz68HKbsx9t22lLKFeDcG2yvAZ/4SV4r9FW8lsXU6KCmoxuY6BmPqGdjb2pofXCLkmTKRU33aUVZ9IZCrN1V2Yph4cQ2ZbvN+n6RuWKNbSCZC9gpjxCbMWOLFU7m96l5NgevlDEdwX/5xPfRRcgXVh7Fqqr0y5ITuRq7fpYThX0mrCYrzhCKJ3DGY2TDYCfIMze/x+qtUcL1FONn9zhopVAzLk7bYiTRYdascGCmCT0NoQ3WcK9vjyD2LF7uzJIa7TKbqXHDHWfTLfDcwRQnCvtcuTGFiARaS6UfprCmAlpRglgK7p/cYtxqsu9l2GjnMZM+fkpDcRTU0T6debC1iGN2ladSMd3RABko/PLMFYb1NkpJ8v29Yzg7Kdy+glUTyLMO0lNJ5fr0HZO4o3P1hVn0lsJedhhigdEUMOcjFYkXDkZwai0VxYcgIwn2E4hMCAKcyRCto9JZDOlsFBibrpE2PG61THLlDh+fuM211ijHkhVmzQrNIEG+2OVscpNb7hidwHpP7e6I9zfvlBM8DDZ3r4qf7nXR1WHhMLR6vcqhkDFFlUxPVxhLtMgbfT40dIeU7fE7n/gu7qk+7dPBQHI0VhhOdZHWYMa1vacQ5kOmL2yR0AI2OgVOTexyZXmCZjNJLAVGW6C3FT5SXmbCavDKxgSpDcHERza54w6z5RchVPDKEZEBTS/BkN7lF/LXGTba7HSzoIDRGLRy2TdNVjaGSY51iEs+M5kaUgqcSnLQlywF+0GWhmeTSLsIRaK4ClHTQAkGamwjmQ5J1edadxQv1shbfa4cjKG1B1KgYTYmNd5moVBlWG+T1xx+a/g52mGC1XaB7bUhhrNdkuMdZCEg2ksgYoGqxtzqlhGeQFQN5qYHS2wr/RJ/s3aKytVhtLaCEoG40OTh6XV+4dRNDC0EIbGKfaLcYPCIva2QOBBECYliRFilPm6oIfoq5kKbYNJHhgooYK6apFfAqA/66IUVcXJxm8pLZdaqBYwDjdOlPdphgvl0lWerszzXmcOPNZrNJH++9RDfry2Q1I7maR9xxGHibS4nvAt7cjh4rX77vao/OBxOWwq2qjnqfpIPZ2/RChMIIfnG3knmxypcOHUHbdzhRGmffqhDNHDEblFi7GssL43+aE14pVZEuCrahsVEusnU4+uEMy7dyOQrm2fQVi06M4MiKF2JeK4xg9JV0VoKqg+TySZZ1eHZzjzfODhFs28R5kPcsRCrLvAzEt326VaSaGZILBUMIyR3WUOEgpqX5Exii41WDiEg6ujEiQijrhLrIM2Y9UqeRzPL/NPykygi5nxhi3YnQZiKMMoOSs5nvlDFUEKu9cbxpMbLzjQ1z6baSqFnPc4WdsgkXD5z+iqZuSZKYdDb/czVeebPbaGEAl2JOJ3YYtfN4i5lia0YqUDyZIPTw3vs99PoSkQp2WOs2ML3NISjEiYlCDDakmjWxU55WEZAs5PgkfO3KSQdNCvASPqQCtE74BYFUoPYkIi6zu2dMlpf4B/YSAUuH4yy2cvx3MEUHy4tUzI6aCKGWOAEOindY7OXu8eGeMQRR8Dbd7w/aw777ezvvc48HA7tcUVyZnyXTxevMKNX+FLlPGdLu5xLb/L92gJpzeMjM3dY6xbYb6ZREiGgofUEYUqiZnw6e2lK8z18X6U43aCRtxk2O1y8PQu+wtO7szTvFLDbguxDe3y0tIQnNfKmgzrSJ+gYGFmP2USVr1fOsFQdot8zyWYHxVFqOsAtDARe1EsponLM2EyLpy8tDvTLT0eIQHA+u8VmUODU0D7Prs2QvqXTL0vUviC0Y5RkiGmGNCOb//ngk+SNPk/tzyFDBb2p4iUMFC1mJNHhpL3Lv9t8gO2VIT790GWuPDOP1hdEx3u0QxM/1Li4P03ndp7YjCkvViDb5VimythHWkRS8K8u/n3ivoYRQPpEE9sI+M3JF+lEFv+hdp6vrd6Hmgwwr9hQjkGXJNcU/KwkSA8M+tfnLmEpAa+0JwDo+TphLYFWcFGMCD8nB+1euiRORahtlchV6c/46BWdeNodTAx7apD+/6E9hxMYBLFCudzkoJqhm2pza33kXpngEUcc8Tp+HlLjb/f4Xuvs3+vP6VA47VKiy+fKL1MJ09TDFP949Cmu9ie51h1nIV0hjBW6kcnjpdt82T/DfiU70CGP5MCJXrbxc5KVO2X0jE/f15Gx4FpzFO3AICwFDNkO2ktFDh4J+a9nnuLf7z5ILAX7nTRhxcJoKwRGTCtKsNPNYJsBH5xY4zu3FxF6jLJpobqDVqXIBrOqsLFTxC736HcspK+gFT2ud0bJGX2qbpLEyzadxRC9qeKWI6yKii9NvLGYv62cHoyxdFO0nATmiok37yJiwdxYlQdSazzbPsbelTIq8ORf3Q9piZ+NIVJ4+uIptFEHbicRJpg1lazpkjFcFu09cqrDf/vDX8bY0YlMKD2wz2fGrlHWW3yteoaX7kyj7htYfYE7DsG5LuzZSFXSL8u7A0mAHYsbMyM4oUHOcGj6Nl3HQu0oRH4CUXbxJn30fQNigfAVokyE0tZAgBTwwbk73KiNIBUIMjG77QzldIecOtAmV3zBDaOM6B4KczziiEPHvRql+ZM6pPezk399lfi9ctyH4iqpETFnHPD11lkeS9/m/91/FEVI9vtpOpbJydQec4kKK/0SWdOlYdl4WZXobiSoJAOomSRLDr29JIFiIiLB6Fyb9Ykiom6w/vQk0WmYP77LS91pbm2ViUOFC4urXNzNEGRjzDWTlyYnGUl1OJ7e5283TqBuWwSZiMiQqI4gmnWJGwZhEmQsUBSJdFSsUp84FjihQdNPEMQqIoLiiyq1h0Pm5/bYeHaCKBnDls0Vd5ypMw3GEm0O7DS7uTTmHQuvFPF46Tad2OLbL5zBvCtS4o5FSCvCynicHtnlpfoxfnnhCl9aegStJ/AX+tiaz6eKV/lW/RRP3zqGvWzgHPP52OlbJNSAP1+5H/d6DqlAoiVQLwxEZkoJl+2DHNm5wc/tTAJv30KqEqOpcGl7nGKmx143za9NXWK3k6GhJkGCspFg5Pw+O2oOZd9EajEog/S6ta8QZCU/uHKc8akaxx5bZ6+TptW2ae6lBx49GyIdFXEniSyG98oEjzjiZ4p300m81iG9n53wT8u9Kk47FGva3djkqe5xakESSwR8sniNE6k9ur7BSxuT6CLiljPCnW6JR4ur2JZPabzJb1x4DjUdEHd04mxAeLcwytrTIBmSUAM+uXhjMPNZgOYINms5vnzlLOq2hb5vcPHaMRKbGkZDwStETCSb2JrPxcoMqpAEmQjFU5BDPn4uRmxb6C0FvakwN3XAJ6duggJu28R3dKaSdXJGn81KHhFB45TkHzx4keOZA7Lnq6RHOqBIRFfjq5fv48XqBNtrQ1gVZRCZ6oNq820vj72pEmuD6FraIaKn4rZNru2N8plHLw3miD+4jzsacnpyl2t7o/x3L3yWi98/ibFlEJ3v8OFTt0mqPt+6s4hzJ4vWE0SpmNLjO/zuwg/5R/MXOZnfI5t1UBXJqaF9ZCRQR/pY+yqxBl7XZHepRNZyeaY+RxQLzLk2xmQPYugHGg8fW+PUw6sIX0HoMWZFwZkOCdMxih2yc6eEpQacKe1i3kqgdlWEPXDS0oxRXYGSPHLaRxzxVvlZWz9+P3IvbmoORaSdVfu0ogSfyF2nGSXZ8gt8fecU1cvDhIWQMaPB1c4Y/8XYD/g/tj7GcKrLqD0YriFfVR3ranixACFxR0JUI2KlU2Rtt0j2pqAzA/5IgHkzhZKWRJYkOdNC8TXCqkaYjRG+4JWDMYZTXTquycOj62QmXb60dB9+00QooLoDURcRw14rzVdqZ1D6CuamRnimx1qvyEyyhqrFdBYjnnjoMs3QZqVT5JHyGsNGhz/a+CgiFGgVnX1niMSBip+VCCA/2mbPz+DFGr/8m09R8dN869pJfuHUTb771H1o2zouoIiYB5JrdIdMjmWrPPX8SUQoUAJBmIu47+QGABudAuvrJfSahjQk+Q/vMZlu8rsj3yOSCp04ga14TM40+LOlB7heLXN6apd+qFN/pE99O4e9ZODMBizfGWF8qsaZ0i4lo8tfXjuP6Qvq1TTG0B47bpbMkoozpuCWI0QoSI536C9nseqCS/EcJ85sEp7uQqRy/9QmmhLz/MVFhBxIoB5xxBFH/CzxXjvuQxFpt6MEvdBERXKfuct6fzC5Khz2EXrMVypneTS3wk6Q53xuC0sN2XUyPJa6zX1TO4wtVAZHEijMHRtM8Ip6Om6oIZsGvXEIcxGKFZJ/6IDYjrAmO3SbNlIK4mkXva5gTPR4fHwJgM/NXKYf6Xxt7RTRlo1e07B3FIL0oNgqLvksDFVJJjziZER/3iNomfQCg05okbZd7NEufqzxiex1CqbDgZfmh7U5Jo4fEGdDzKrArA0cldkcFKo1N3LcaI0MxpKi8J2lRaYnqnz7+TNEhYDIBKWj4cUaaaXPi9VJnn7mFEogSMx0uO/RZT5wapXRRIulgxIbt8so3UFf9cL5Tf6ruW+T1ftcdyd4snOSf/XS5/gfXvwkf71xloWhKnm7Ty8wWMhUKCV7zM3vDSRZ9RijonHQSGMqEd/dXkD2By1qqVyfMFZpOAmcEYkIILOkIhWJ0zPRprs40yFaR+Hm1UmCpsWvnrzEWKJFWvOQusQtRT9qUTviiCN+PG82DvWnjcKP0uKHl0MRabc9i5dr4zx3MMUHSls8kb/KRvfD/Pq5l+hHBmNmk4utWX516CX+cPlDPFDe4mxqi6v9SWIECT1A+ILEVJfVm6NgRwhHZWeziFW9O4PbVZC2QFdi5uf3cAKdYsqh6xl0bhTQ+oJipsu42eT7zjwvqlP85sjzvLw3ASMekQQ/spD5ALWmE5ciLq+Po1QMyERY6ybauSanc7ucsnco6D2+s7XIVi/HemqIUavF1/7qEUQ4ECHBigke7qBpMTyXxS1KpDVogVpeHuHsg9vcaI+wMHZApZfkiYcv0wksnjNmGCm2qHlJ/sW1X6N7M4/ZFox/fJNPl6/RiSy+snmG5foQvqdh7atElsSb9FneHeZi9hjfeOUML49NUG+miByN1FCPRitJrZ4imXbJJlxWOkXm01We3Jz/0XnyRwOOl6tcqozT9wxEIkKecXlwdJN+pJMwArrFELWt0V4YRNqqFpG2PQwjRB2VdG/l0fcEf2F/gH/+wLfpRBbF2QaNVpK5dI0X75URHnHEzyjv1vr2O/2ar+7nz0NV+rvJoYi0ZahQayeZz1XJaC45xeHjw7dQhOS5gymWnGESasD32sdRFcnp1DbVMMULzSlszWe/kyJORniuARLOHdtEKoMebsRgjrOIQNMjNldLNPsJynYHW/dpte2BLrYGDw2t86Wds3SfG+LqlWn+t9WPoikxn1q8zqePX8ef8JGewgc/eB1RN9C2TKJ8SGmsSZiQeJ7GjFWjHqbI6w626dP1DSaMGt/ZWsQtR/QnIhLbGvgKfsUmDBWcyWgwSKOroudcjKrGFy/dz0qtSCQVcgmXpzbnSGo+ZyZ2OHilzO2/XKRZTaHOdvFP9VGQ/N9Lj/CFZz5EfblAdzODbBqIkEGlfVejVGjTDhMoVkjtVpHk8wlQJf2VDJGvIF2VIFDZrWYx1Ii6b+PspgYCKw0dO9unYDokDR/b8vjo4hKnRvaIpOCXhl7B1gOGxluoUz0QIPI+0a5N9SBD0vQZzbTRZruIGIgF/+bLn+GvNs+ykK+gqBElo3OvTfGII36meVXw47A5xddLyh6tx799DkWkjRoThipJzSer9VnyRwikymOp22znc+w6g+EZ55KbHOTT7Po5VGKKpsOzO9NYekjXioi6GpgxV1+YRVgSqYBXjFB7CkZL0DcshADH01lrFvACDVWLUD1BkJasqC3VAAAgAElEQVRcrMxQ6yRRfdAbCqVEj1J+n7lEhRu9UeanDugHOt3AREQQTbmIhkGzbRObkg+M77Dt5Thl73DdGSNruvyzye9wQq/S7iQQviC2Y+JzHeiYJEp9nKqN1hkU0MW5EEIVRQNr3YAlg/VcBqkAEr536yyqJ8CWeBe66BJ0PcKv2KytTOIXI9SeSpSOQJUIT/lRVJ8f6lCpZ/h2JUsy7eJtW7RPBxi7OnLOIW17dHoWc6UaHyre4dnGLDu9LCIYVK/Loo+ph+z0suw2MkSRwmVGmcy08GONdW+IT49eI6s6XO5N0pxI8PxTJwYV5hWdcFhlJlXHUCKunNKQgUqUjqls52hcGwIJf157FPjuvbbGI474meCNHPNhc9av8l5NwPp54FA4bdsI+OTCTZKqR0p1ueWMcKtVZj1V5PH8TTb8In+zeZrz6Q2Op/YxRcj17ijjiSbHhw5oeDbVbm4gA6qAmOoxPdQkihVqPRtDC2nU0igVA7MuiOoZugsOI4U2m3dKCE0SJ2L8SMWtJWA2QM/4HEtVuJC+w8XOMda6BZr9BK2uxc5eHn3C4WOzS3x76QRBX2f+vm1szaeo95jUaziWyYczt1nxylgi4L7JHbZzWQCqBxnUuo6jSPSMDxkf1QwxQwWvZRHnQqSm4iZjRCDITTdpbgzUwqyJNtOZNrdujwMQCMnQdINGLsmFmXXCWCFv9LlUGSehB+zUsiAFzc0cIuNDS6fb1Ugdb1G0PCp2BtMIOV3a4/fv+w5/VnuUGMEDuQ3+9MsfJS5EKK4CHZ22lqBZT6HuGcR2TCNU8EOND46v8sHkEt9on8GJDXacLJYWEA4FiJ6KNGNq9RRLiRJZo08cKjx2YpkXtiYJAw3Z0lB9iL2ju+8j/m7ewQEgRxzxhhzGLMXrORROWwJbTg4/UvlOb4HGWp78TIPlVya4fqqMrQd0+yYnzB0sEXDbHaHu2Vw+GB0Uk8UCNRuglfpEoUI66VJKdLlVHeb08B4JNeDJaholgNCW+OMBdAymphtsKiWsqsCqqvRGDf7FR75KK7J5uT3Js5UZbrRHaHkWfV+n3bH51ZOX+NraKeaLVdY6ReS+idkVnD+/RSwFpxLbBAzW0WthimqYYs0v8UTpOv9n8zHSlofoqyTmW3i3sjz+8es8nF7lxe4Me/00x+arfOWvH8Wd9hkbq/MPp57ny3tn+cePP8tLnSl2elmWLk2S2lXoHgtJl7tcKK+TGe+T1fpUgxTf252n7+s8VN4gloK2a9JtGAAovoBRj2zCRRESGUOwlOEZx+DB7Bwv18ax9WG26oN+bq2jogTg2zH6LRsEKB74KChtk+644Fu9E+xOZtFERMnqUuknAXj0xB0uPn8craYR2SrpGRdDifiDR77KH61/EK9j8rsP/YA/sx/A9zViR79XJnjEIeaNUqlHfcRvzs+CAzriJ+dQOG1VxNypFgkCFV2P0HoKzvNDyHLEwStlwmzE8cVtvt46y5RZ52Rih6+tn2Q03SFOd2n2E4SRguvrnJ3YxlAiVtsFmgdplpSYgt0nmXXpeSpqT0Gt6USZkGeeO4FQJe6QJDbhoZEdrvYm+ObKcfy2iZ7y6SRMHhjZYqlZwi62uNSYIJ1wqfST9H2dxIGCnxuk1nu+zrpTYMTqMGK2cGIDN9Ypal02/SInh/apuKkf9WIH+ZDj9j4lrc1n85d4zjhGzU8RLPbBV+i4Jk835nm8dJtbzgg/uDOPumJhhILgoQ7zxSa6EhEjGDVaAHixhq5GDKV6BLHKp8au88W1cxRnGlS3cmTXFVp5jYzpkjP6dL40SvNBD/t6gu3TeR4Y2uSrN89AxSS9K+jOxMhIUHhZxcuDEkBvPEZqEqWjYN82CVOS20aJuVKN5/em+NTkDZ6vT1P3BgprIh7MQp9N1n60dNByEoyN13mqdgyAz5+8yPcqC1y8Z1Z4xBHvL46Kvn4yXr0RfKObxMP0GR4Kp90PdaYLDVqexV4li0zGqK6K2lEQ0w5KpLC8V6LlWfz+7CatKEkcKzTcBFOZBnvtNI9PLtEJLZKqT0brEyPIzHnMpGvoIiap+VxZT2PUFbxijL2m42clqi+I734KN2vDzOVriFtJEp6gPwPxToLvbWeQ6kDjPPZVDNtnKNOjUU2Tb0oiQ7C5WkLN+BiFCknNY8qo8sX9B7h1MEx8THC5Mc6HS8soaUlad7lVGSY13GPe3COjuDRjm7zWY8fNIbYsRs4eUGmk2ermuFEt06yl0Co6RluQ+FiFZifBxjMT+IWIwnmHb1dPkDcdXjkYI4wV0pbHk0+eJcyHnFzYxlID2pUivXFJfqhDzujjhAa9cQmxwH6symY/j8JgBGqnq9MfFpjVQZubWxD0xyPUroLRVPCGI7S7am2hLZEVm5PHrhHFCi/Wp6h2k5wu7bHSU/ALA4Ga1V6RdafAWKLFRK6JoUYspA6YTDZY7Q8RykNRF3nEIeGtFCu9X5zSu5k5OFpW+Ml4o3a6w5TZORRO29YCLhTWOGdv8D/ySVopC20qprWeRV+2IS3Jz9ep1DO8MjzF1eYYvUaCXpCkEudBk3y1dwY76eF5GqdG97l1MMzpkV36kc7Tu5PcP7pJcrZFb8hC7Fk4MwH2mk5sAkgYBL84ocH4B7dZuVNG6DFqXyO7WIevFCn8Ro072yWitRS1WVCaGl5eoASgtVVix6I7bnLW3uSZ9jyb7SynR3Z5LL1EM7C53hnlE4UbfHLoOoYa8UThOs3IxpU6T7UX6YQWd1pDWFXB3kYBdMn+cyOovsBSwc/EfOYfPsOBl2bLyrHcMzDTHlU3Sb1vc6dexOmZxIFC/yBHeg36js7+aIrJTIsgH5O9rtIYSrNhBGyvDSFSMfq+TlQSXNoeH0zlMmJylzWiBHSOB1g7Ou5wTHpZxS1K3FkPpTHYZh0MHK3wBRcrMyhC8ujwKt/onuBUapenc4uoPQVrtkMnsCgnOhy397jVKlPv21wYvcOTrZMst4s0nMS9MsEjjnhfclSp/dZ4Iwd9WDkUoY2mxFT8NDCQxLT0kOZuBtVRCAoxsRVT3cohti0uN8dZujmOvWyg9BVIRAhXIe7qdKtJgr7OZjvLdLFOGKu0/QS9gyRr7SKlVI/R0qAlSWto+LmBelpsDtTIGltZzue2aPYt1FTI2dktYg2aSwXqH4j43OglHj62xvDZfeKbKYyWQpiS+HlJlIwRkaDiJLnUm0IRMVIKDpw0/9PKE1xvlHllb4y/2Lufb9VO0vQSvNid4YoziSEiQqny7OYMlR+O4uck1raO6KvEJth7ErMG9z2wyqxZ4aO5WyyvD24qipkeO+0Mlc083WaC2FfBU0mvQpgQhLake6nIcm0Iaca4QwNxloNGGmGH2DsqwUhAMenw0ZllxuYrqC2NMDVw2GpHxRuKUDyBnwG/FCEcDalLRCjwcxLFF4gYMqbLsN2hoPUAWHKGSY90EIGgV7U5n9/it4ef5pYzQigVkrrPll+kH+mkdY9298hpH/HzzbvhMA5DdHjEO8ebOm0hxB8JIQ6EEFdfs60ghPimEGLp7vf83e1CCPFvhBDLQojLQoj738pOuJFG1U/yhZ3HmMwM1mbVzqAlSGspKI4CqgQJW9+fJLGtYu9JpCpJ5x30ch81HaDVNYxtg/pOliGrR921eeXWFLnRNqYW8onhWzxWXsF3dEQMYSlA6StoPUGsDj6NQKpcGNlgbKiJH6uEuQizpvBLD76MSsxWJ8fOyhB+KcJf6JO8r06YGYzljNIRe+tF/sOLD/I3t0/TdUy2D3JEUrCzNoTn6dxYHufltUmcwOBWa5iLlRm+Wj9H00/g1hJk7wx0uP1cjDRiYk3SOgadYzEP59coaR3+bPthhKOSSHrsbBbpNm3UjE8y64I7OKXN0zHusCTWJUE2JgwVlLtFZYon0I2QDy0sU3h8F6HF7DQzVNwUe/UMUpP0piPsooNUGKxfR4N+d7WnIHyB2leIciGKD0ZLEFuSk5k90rrHv335wwghuVod5VRpH6MlUJMh/cjgK83zLHdKmGpI3nJ4srbIhcwKmhINbjjeQ7s74ojXc6/s7rWO9cc57lf7sN8uhz2KfLu8X4/rjXgrkfYXgE+9btu/BL4tpVwAvn33Z4BPAwt3v34P+N/fyk6kVI+Ga7OQPqDpJSgluwBILSYY9YlTEUgIsxFhUuIc86k+NFDccvsGUagyNtQkcbxJkIsRgcIzK7PoasTisV0Amv0Eq/0hbrXLiJ6G3hEYO/pggIbBoGAqFOy6We60h5hINVneH8I8UPFzkqqXYjfIMZVuoLVV1HSAqkWcKB6AERNnQuzSYICG8BTimkm8mUTZtdhdLoGQyEig9FTivkazb7F6Y5TNjSG+e2eBZ64sYFRUOpMK1kM15JBPutRFjLhEYx5xIuL71XksxWetWkAqkn7PREmEJNIu+YxDEKigS7SWit5SCPIhRlNBpiI0bVA85ix6nH5kBXcjTdtPoAiJumsSxwq9wCS6q/+ttRT6uwPRGqMyGBwiTYlZVZC6JNYkalND9QVGE8x9ldVekRd2J1EqBo1KmupOluuVMkoI2UwPL9bY6BWIYoW2Z1EwHBQkP2wd48WlGaT7H2mPv+t2d8QRb8AXuEd293dFxD9PDumIN+dNnbaU8vtA/XWbfwX447uP/xj43Gu2/4kc8CyQE0KMvtl7dCOTmXSNJzJX+W+OfYlyosPY2T2QAnE3wubuMJAoGTM+XkfYEUZTIdpNELkqXc+gu5UZ7LMikQ2DzUqefqjT6xs8MX6TjNZnuTaEyPk48z6xBrEBYSFESBChoBuYrFYKbHVzmGY4GA4ioeYmudUt8+KTJ4hSMZGj8Y9OXWTI7JLM9ckVuzg1G7X/mkg0HRHZMYonBo48UNE6AiS413PoTQWtrpG4ZIMYVLCrPrRaNrNjVZylHOcntyAWDI23+Nezf8UfXPsc8XoSva2SyvRZGDvg5PA+vzJ1mQtTa4xP1ojHXZRQIMJBEZnoqUSRglVRET2NaxfniHMBmhLR8w2iVMzCcIXbS2NYaybSkGh9QXayhZoM8ccCYlNi7qsoIRh1BcUXREM+IgR3mMHNVGjg+9pgYhkwPlWj17FwRmNcXyeUCtd3y9y+M8pCrsJ31xao9JPsOxmUpobw/6OCmXfd7o443Egp3zS1+06nfu+13b3+mN9pbfF3K1X+agbgtV/3kp/0/e+Frb1d3u6adllKuXv38R5Qvvt4HNh8ze9t3d32nyCE+D0hxAtCiBfMToN/NvxdXu7P8MXGAwD0fJ3caJsPLSyDEWOXeoxM1SGC3UoWOtpARSwZgafQdUykGSP1GL2pIgJBMdclloKHpwYTr/qxQRQpyKYBsSAsDtK76eEuyrhDbMVcXh/HsgJMLcTpmqijDmEm4kxuh+efW2TogX2MYYfPnr/MhFEjlCqLQwe0NrMoXRVzpoM65hDrEmGHpCba2DsKIhSIrkpQiLG2daIpl9gAIaE7E2IcaEhVMvqZDebHKtR7NtGQz14vA4okoQf808v/OZ3beYymYPj8PqdK+3xkaJkP5lcY1ZuMWm3mslWEgGDRQWrxQDJUgK6H+LkYvaEgQhgfbRBLQS7RZ2L+gO12Bq2lDlLgXYX+VEA24WJeTWCtG8hcgJ+LQUCQGkw5U+uDvmp3NEBMObihzmypRvZje6iJkIzpoq1ZAEwXGhyzK6iqRBgxG908advlkdIay7sljJaC3npTc3xH7a5SqbzZ+x1xiHkPL6I/ld29Ezb343rVDwNvdC7eyJG/V/v8dm3j71JuOywOG96B6nEppRRC/MRHJKX8Q+APAebvs+UPnWO0wgSX6+Ocyu8hpeC35l7kwE/z6+de4pdyL/NPLn4eMiFxTwdzsGYr/EHUJ5aSKClJ9liDhsxi7Wm4vk7f00nqPgk1oBOaRKEymN/c1IhyIfKYQ8bymC9UeWX3GErLpOOqBIHGSKlFs5fAGunwxZceQB32UIXEqydQ5mLueGVeOJikcWWI1IGgczJAVWPGcm2WmxbWHQsnZRIdC7G3NPpjEcSDNWKqJlpf4GdjjJpKcgfaH3YJpUIQqXS6CRan9lneLUEsKFgOe400Iob+aMTJZJtHcitse3k2+3kMJaTp26zWC5iWj38ng7BiouQg0u91LGTJJ33RojMXs7NUIpoX7FeyqDsmUTpG9yHWYejsAbYesN8eFAfqPWDVJExK3IIktmKMtkYw6tO3NKyCi9u0+LWzLxNIFSc2uJSc4KU705ihIE6GVHopvtg5x7mxbZzQoGj22CDPNzePo61buFM+wnnroznfCbt78MEHD89/4jvIYe8z/Ul5fQvOvTyWt2N375TNvfb4304keRg4LPvxZrx2Pw/bPr/dSHv/1TTQ3e+vzlTcBiZf83sTd7f9WFRiXKkzZdYYSnTphgb/2dzznElsspDYpxnYPNNbQL2RRMZikEbVY1AHlcuKJwiTEln0sY0AxVEIkpJmLYVhhBx0U6x1C4SxwmSpwchEndiOMfY05IYNwGyyhtQGhVt6xqOc7VC2O5h6iKlFGPsav3ryEpsbQ/yDC8/ixRp/8sxj9L9XQnMEnfkQI+MxkW2xujeE2lOIEhKrJkjsakSWxKyqmBUVEQnibEDp0d1BKtoRtBYluh5RTnQ4md8jcjTu7JXgwGRhcp/jmX1OjB5gNgSJHZXz2S2+vHuWS40JHsmtAFDr24xl2jitxCDSL/hITaJN9pBtg9QrFr1xidFUMGsq1cvDKBWDMBORGm8TJgd962Gk0uxblDMd/LxEqoP0N3JQvDd/fJfchcEIVBEIcimHdKlLWW+SVR2+e7DI7VqJRNod7Eeo4AYaI+kObd8ipXnUvCRZo093M0OQjdGTPlPH999Tu3u/8eMimcMUlb1d3koK813i0NjdYXMgr+WNzs97tb8/yfu82f/CYf6M4e077S8Bn7/7+PPAX79m+2/frap8BGi9Jq30dxKismDuseEVmU3W+GjuNpc6E6x4ZUpah4LRY9vLEVkSRY/QOwrEAsVRMWsKUh0M21BUyc5yidS6gtYHRY/4yPgKkRTstjLs9TIkdZ9/MvM0WrGPX4qQCuzVM7TDBB996DqyECA3kmxV8lhqiKpI6ksFwhmXLz55gcW5XYb0LrFUUDsqflqihDA+V0XTIpYuTqMvJVBdQTjm4eck/akAPx8TGYP18SghwVdoOAkUR8GZDWDII4oEBcNhrVNE6DFx00BICKVCLzR5JL+KV5C4pZgXGtPkTYdRu8VzzVmqboq+r7N0bZx0oYfiCexLCVAk+bSDtaMSJEHrC6QyEESJTQmj7qBq/uU8cTZEBNC6WsT1dU5m9xm674B+SZLYGxj6uflNltfLfHb8GoYdEGcDHhjaYi5f57Y7yp9uP8zKxjCdWpL4cpYoIVk8ucUHx1fp+iY5o48iBpXmu70MZkVFJkPmy1XGkq331O7eT7xVIZIj3hb31O5en6I9rOfx78qEHEYneFg/w7fCW2n5+jPgGeC4EGJLCPE7wH8PPCGEWAJ+4e7PwP/P3psGW3Zd932/feZ77jy9eX6v5250o9EYCALgAIoUTZGiaUsW40jKULGrIslfkpQrlaokldhJJSVbScmplGVLYknRYIlyLFmgQIoDSIKYhx7R/bpfv3m+83zmnQ8HFBGaJEAQRL8G36/qVXXfd89555y77l57r73Wf/EFYBlYAv4V8F++lYsIpaAWpHg8c40Zq4ojdSKpsNgfYckdZtRoUtR7SBVkyyC0JOWReIAPkpIgHzA2Vid0VYQn6I/Jv1E52+zn+Pm5V+m1LPqezkyyxsvdGS5MbiBCETeqqJpcrY/w2dJzPHRkGTHZR121eO6Vo9TW8mRuKVjXEkR2xLHsHk/snuart44SWRF+PkIK2Ls4zGA3hRIAEvxMBG0d63gToUeIQOAXQoKERG8LkILBwED1QLEDqJikbJcIwVSqgeyrpG+qJOba/NzYyxSNLp977UGMhsBsKBzL7DGWaHEqtUNS87i/sEbfMSjN1/Ev5lFC6E3FZVvtvoWIwE9LvFyEM+PyyGNXGT2+TyY1wMg7ePl4tRvMOvjDHt5Shi88d456O0mYDukc83nfY9fQlJDycIt77VWyqQGlcoe6Z/OLo8+iIPnk6GXGx+oIPULxoHC8hhPoVJwUHx29Tt21ud0q0gksdjcLaA585p5XsTWPumu/q3b3XuCH3Se8mwerd4ODZnc/yGHfCWf43fbz3XvV3/73HYyKvGXu1u/Cm+5pSyk/+31+9fj3eK8EfuWHvQhDhEQoWMInkgo7XpYjyX0sxacVJDiaaHGtO86Dj17nhadOYJ5ooSoRRkvBT0cIL+7HrbQ0kpsK3fkwlh1VYMxu8XuvPcCx6V0+VL7Jte4oVSdFwexj1JR4RZwUZAyXW94Ie4M0k+UGy46GWjVQfGgdD5k9ucN4skndS9IcWEwONdiQedIvJAhNkJogtONsdKlJpB1CKJBSILQIayruFR3tZvFTEmtbw9EjwmIIXZ0z963ymeFX+HL9JM+tzJJc1+hOR+S0gJc7MzyaXSRlu4T9FN3ZiBOJbZqhzZ9unGc63eBWdwi3ZdFcSiETkqAQoHRVMrZDu2+BiDPT5dyAnz16hS0nhwS6PYvAVxFA6KtQM1HLblyfrUsURcZbEcDTi0egoyGNiP9V/Vt8YHSJdmDR8eNks6dr84zbLba2CyRWDLy8ZD7VwdY8Go5NJ7R4X3GFfmSQVh2MPY3AjhME51NV/uT5B95Vu7ubuVsHnIPO3WJ3b9zXfjed49vZTz8IuQhv5I338O0Jxt3EgZAxDVEoa20+V3mUl3Yn+YdHvsltZwj39eXyH2w9yEeGbtAKEqye36OU6HFlfQzFkkRFH7oa/mYS1RMMRiRSi1CSAcaNBOERwU8vXOeV6iSX2hM8d3uWXK6HG2oECwPUKzZRMmSnk2a9UORDQzf58u5xzKRH4iUTLwNBFubSNa43hnmwvMoL3Wnqu1nsZZ3OfFz/LLXXnZujYNYEoamBhJ6RQHoKJDwGHQvVjveGvSMD6MXZ18IT3JuLk1CdUINdk9CKO3KlTY+LlXFMJcD1NfQI7G2F37z1QT48fotios9Ss0QYCYw9DaMtGAxHCDMkUeyzu51HOCqmASKEh2eXudYapT6w6TkG6dSAeiWD3hH4igGqJOppkAyZnK1wrrjJYmuYSi+JF2j02ynUVMB+I83nV+/HqKh4Ex7PXl1A+Ao33SlSuwqhBdpsNy658w2SukfTT9ARFvtOiivbY3GY3pL4kYql+GCGd8wG7yZ+FId9tw1Qh3yHN37ud8oRvl2HfVC5G78PB8JpDyKdXmQym6jCCLzanWLEbLPrZtBFRK1n87XKUVK6y9+bfBldBFy+OoMApATsELNqEKmSMC0RZkTU1Sm8f5fVTpH7CuvMZatc3Bvn9PQ2tYGNG2icHN/l2u4MwlHo9ywiKVCQ/NzEy/yz3Z/CPRNgVFQeOHeLxeYQM5k6O06WcCeBGr6e/KZJRNYjYXs4AwPF13FKsVBLmAyx0w6+rxIEKtl8j+6egdES9EsqRk0FCaULezyevsbT3WN0fRO9o6D1YOrRDeYzVZ587ixPbGUhFCjzsWKac63IX/k6vd0kRtHB6xpoGgzODtCNAF0P4rp1La6vDi2JXwhZ7+ZZvjlCfqLFwxOrfGXxGNa68Tfa68l1FS+rEJrxtkVe7/P3x5/jxmAsrqc/WmPHy/LnN8+gtVVCW6JW4zC/n46lXL2sxBv3+LvzV3ly7QRCSEiBaks0EWJrHpmkQ9dLEakSUwnQRYhaNe6kGR54DvoAeMgh348fp3N8OxOYu9FZf5sD4bQDGZf6FLQuLSNB3UtyqTlBxhjQijR+af55nqoeY9quM2nUWHRG0ToKQSrC3DAIzVhi02goRBkfbdcgdaLBVLrBpN3g84vnMIwQRYlwA42+a5C2XDK6A8QZ0KGnsOemudUZAkCGsZiLVROMW01Op7e50R3hla0J7G0FtyBBgNZViPLQr9oILw7XS0PGsquKxFlPx4puqsSvJjD7AsUDOzfAr+gEdoSt+zRDm25ostHIAeBlJVOpBl9eOobWU9D2VdTzTbp1G8XT0VuCwXoafaSPv59ACQVSBXXVwktK5FiP0myd6koBLx8RmRFnT6xRHSRJjXa5b3iTryweI3HDQvHAKUn0dtxm1CuG2OsaO7fK/OHlYRJHm0xkW3xq+BJlrcOqU+TXznydvyyfoT6wqe5kMdZ1vKIkCuJWnCdmdthz03xg4jam4qMIycXGBPcX1jiS2GfY7PBkt0R3IWSxPYSSjQgzwZ0xwLuAQ4d9yHeLrrybjuegRncOWuj93eBAOG1dhPx14zQnkjtYis+CvU9O79MOLBKqT1px8CKVb+7Ok9f73OwNocx1kR0Td+T10q+ORvB6VnZkST48cRNFSD7/tYdQAoE/3SMMdQYJh2OlfYJI4eWtSaQhkUaE0tB5eXuSIFBJJtw4O72n0r7HYxAZfOn2cbqVJMJRICOJph3UVYtIl4SOCkaEkgoIHRW9omM0Bf3xkCgRIZxYOCSYcfD7FtHJHomvZ+mf8fn5Cy8C8K+3H2PKbhBey+CVQo6e3GS9m0dRI5jrEkpBIeEwNtNmuTqJl5NIXZL8Zor+mIwT3yREUjB5cpe1jRKVloU6UIjKHqVSh+FEG0vzOZLz+cpLp9EbCkYLOnMRkSkpzVcp2z2uLI/Tn5ZgRIRodDcyLK5k+d8SE8wt7HK+sEFaHfCPpr/MojPG05l5LtsT0NJJrSkMRiUbzRwPzy+T13q0Aps1p8CxzD5PbpzgeHGfgtHHy0us4oBz+U2eXDuBUTkQ5njgeKcc9k/SwPZe5yfNYX+3c/5eCXE/KfZ9IEbJajfFpeoYBaPHp7Kv8MpglkFo8In8JXypcdLY5VI6brLx9coR5qncHsoAACAASURBVNJVLkxssDdIs9PKMJptA7G+eHUnS5QM48YfqWX+/cRpwuUUXtfAzg2wdY+S0eOx7A1eTM7x5+EZ1OspAAZbKZSiR94e0E4k0LZ0Aqnxzc05gldzaMnYKLxCBHUDrLgXtdLRiIwI2dSxpzq4VoiLhVmLIwheJkJqYF9OYFUltUQC3QYlEXClOcZKtYiUcLUyTbIj8FOCSi+JImAo28UJNO4tb7LULnNfYZ3bE2XYthC+INLjhh2Kp+Ll44ztjasjkA6xNnUCW6KZAdWdLF++VYgV3jwNa1dFdcGLlV9JjHa5v7yOG2lc00YpDrUZSXXYbGVpdxPoN2xoKOxsTPAX9+TYmczynw5/k1aY4LHiLTq+xe3aGP3ROAnuZKHGS41pOr7Jfzb5LVyp8f7kTdxIYzZR5Uu7J/BGfSYzXRQh6TZstMPo+H/AocM+5E7ydu3vnV4Bv9FZf6/M9Ddmrb/XORBOGwUKiT6DUKcWpqgGKYpGF19qbPgFzpg7DBkdLM1nr5NmJlVnKhH/7CSzpLU4zK3nQnbyWT5avEZO7XN1MIGUrxtdKAgCFT9Sud4apmh0eTS9yMXyBBs3k3iFKHaCoWCzlkNdTuCnJFE6xFnMoglQPOL+2wK00gC/Y8YNQjwFxVGQpqRftyECdWqAWzWRWiyqIiJBqEP3413UlRSDkYhfOfd1FvvD9H2DrYujKAJCA5JzLe4p73Bxb5yPTl3nmdocFSeFJiKagc3sSBV1NOLm9Qm8XJzMpfgQZQI8W6CnPQgUAlsjyIaIuoW9qaL3oJ3XUfcNQkNSemSXja0i+q7OZL7Js7uzVNdzWPsazQ2LJiVQQA3By0ckZ1t09lKo60leuXqSvQ+m6fs6WdPh/sIaK8USomshrJAJuwlA0ejyrfYREorHVWeS5U6RxeYQG+slAO4pbDMIdcxNHY5374T1HVh+UkLiP+g+fxIG4YPKj2p/P47P7kc551t16gc95H4gnLahB5zNb5FWHT63836OpCvYiseSO8zXq0fohhazZoV+3uCZYI7lTpGGmeBcdpNfLn+L2168D20pPnUrxfXBGLc6ZXq+yWy5xsrNJEgIQ4WpVIOGa9MNTFQR0XIs1FNt1FsZFB88U8Pv6MhSiL2m0c8FiAjMBvTGIUxEpMbbdOpJCAUiFPB6eZTIephLCdxynAUtjTghLUiANpAEWWAlRZALGJ+qseoUyekDNqs5wkyI4iho9ze5b2QTN9TwApXffu5RhBUyO1Zlq55l2G4zl67y1MoRzKE+QSeF1CWhKtATPifHdtnuZqjfKKL1BEEWkitq3IjklI+2Z8SZ7kf7NPoJrLRLaHvcvDaB4gmyawqDIYnZFLFkqRkrtqmuoFNPorY1Iisi8BW2vjoJCuwnJXunUoRdjSgbIR2VL68cpZTpkdQ98lafhKrz1c2jvG9sla88eS8iFzF/chtfKnQ8G7cUcnZ4n907aIcHiXfSYR/UwQfe/D7vdF3yTwrv9HO+05/VO/H9Oagr9wPhtCMEQaTwTHOOktWl7iVZdIaxNY/hRIfb/TK+VPnF/HN8NHOV39r9ALcaZT47/AL7YZrX+mPc6g6R0R1y+oATyW2afoIH86v81qVHiEYC1KaGVe4DcDKzwyuNSa63R0ibLj3HQE4NSDxro3oaznCICAXOUIRW0THagsCGaMwhlXZwr+Vg1EeEAmlE4AsUX0E2DJwpD7WhkU46tEOBsmOhuHGTDaOtxNnSOYfzpQ0Sqs/tbomwq6M4ColdhbF72lyujDKeaSMEEAlkX6Oc6JIdGaCKONv6vokNruyP4hmSyI7IjbYZSnVJ6S61xSJaX+AOx201tT4EKVCSAaGvoOQ9NC2kt51m/vg2qy9OYDcFfkrSG5eEiQivFO9pl4dbtHsWhh4SLccTGxEpqK7ALcUJbijQvF1A8wSRLjErOtqSTiWdQnlgl5uLc6hmSNjXeHLzLDog7ZDtZoZ6P4Hj6SgZn7J1uNL+Nm+nHvb7neeg8qOUDx3k+7pbeK9J3r4dxbi3Omk8SPb2dmVM31GKRo+M5rDZyrLVyzFhNXi8dINRq8Uza7OcT68za1ZIKhGKiEhqHuVklw2/QFJxebE6zYnMLgnV53prmKqfZi5RxZcqsm4gPIWw4KMoETOJGq+1R9luZ1jcGiaMFMJQQddDRASJfYnaVTBqCok9BasmcMoRXkZCxaTTsAkNEH0VtavE4fFQICRIK3byctjFC1TMmwnSK8Qyq3aEWwoREjJJh+1BlpdqUwSRCqpEhOAWJBuNHCW7z0q9wD3D26SGuyhJn81Ojv1+mr1BmpP2NuOJJr2ORZT3wYiYzjUoJ7rcbJSh7BJacY/rxL7Az8SdxIQAta8QhYJ+3UbJeWzUcgTDHqEJfjau+zLr8V78+FidymYO39WIIkFy/XXJWF0SmhKj8Xr3slAQZQIUF2TeJ7AlvckQFNh9eQR8gWl5JNZ1hB9nuWu1uEb9SKFKv2ajbFlktMEds8H3IgdpoHmnuVsdy0Hm23vFd6Pd/LDX/HaUBA+KzR2IlbZEcCKxxenyMP3A4EJymWaYZDJTY+5MhcvdCX6++AK3/CwbfpEFe5/VboGn6ws0MkmO5fape0me2ZyhX0my105jmx6fnrwMgHAFEws1bN3j6eo8m/UcCdND1UJ+buJlLmanuFofoTGcIjTiULe5oxAZgIDEnsKgLFEdAQ0d1YOwGBIKULsqUdlDXTdR+1p8TMVE2Uqg9ySthx1k00AZKCBg6MFdQilYrA5RTPa5dGMKNElkSUozNWqNFLfdEmIjwbPVJCMTdcYybRKajyIiimafEb3FU41jKBUDKWD05D6KiPjWxaMoroL6ur54oiIZlAXydAfRNxBbFkE+gK5GcqRHIdlnc2ko1nIXr9/3kTa9ig26ZHs/hzAjVD0kDBX6p3yMPQ3FF/iZCKkpWHsqgzkPoUUox7uMpns4RY3/ZO55/s9LHyLs6Rj7Gv0wiVKMiIwIxVUJMiFBM8HztXmOzu9wc3GMa63DFtjvFHfjwPvDchBXQXcT77Sq2kH4HN4pDf7vF+k6CDZ3IFbamgjphAk+WrzGycwOlSDDuNZgy88DMGk1+OPqQ4RSYc7Y54S1Rdnqcn1/mFvdIQahzpjVJLyWAVXSayao3SpS0LqcO7cMChzL7fO+4goACdNDSoE/0PnTzfvoBCaOp+OWQrK3ITIl3fsHKD64uVjBTHVB6wm0nsArBej7OlpxgFlToK0TmqB6cQ221CT9sYjG2RCqZry6tUPs6Tb1no0fqlh6QL2fwKhq2EsGD5y7heNrjJZahD097jZW0dhbLrFSKdDxTa5ujXGxMs63OkeoDFJxXfZYnyO5CheXp7A3NRAQWpIgE9I4H+BMe7g9AxkKRABKR0XtqXieysZKGXu0i9EUIEFxFPpbKcw9DTFQUfZMpK8QBirevo0wIvxshDfmow7ivtzOWIjoqdDUcXds9uoZ0qbHb17+II8vLHJiYYvhC7uMzNaQBQ+rPCAoBOg5B62qY6/q3FwbQXEVbm4O/yAz+YnjneoJ/F7nIK2C3gu8lS5Y370qPyg2972albydaz3I9nQgnLZAMqI36YQJntw4wZpbIq04fCZ1HUv4vNYZRRERL/Tn+Ub3OM3Q5qeLV5jMN1lqxlnITqSjnW7Hoiaegix4/M7KwyzVS0RWREYbcCG5zPnCBrbhM1+o8tlzL6KrIU6gM5ppozgKjZMSa09F2bbwcrEDd/MSrSdiVbFshLGvIQIId2y8rIyzxR0gAr8Qcfqetfi+7DiJTZnp8cGzN+j3TJyVNI6voanfkex0Tw/QRETS9Ni5MUSy2I+V1iSIrIeqStqORSrpYGgBz+zPsnxzBKlIitkez23MYN8wGRx3oOhy5r4VJucrnD26jlAlSktHr+hEMwO0ngBFor4Wl7l5rsbgVByWjhIhStFFqvG9CEksa+orkApQ9w20roKZconGHKQGWkeJE9sUUFyF0NFoOybhToKNXp5fmfwqHcek0bH5qePXKaR7fPzcFSzLR0z1ccoR5qaO4gro6O+m2d0VvNXB8G4Obb5THOSB9qDz3Y0/3sj3cnzf/ft34m8f8tY4EE675qX4P9Z+ij/euI8Pjd/iQnKZK+4EzUihGqR5eXMSL9I4ndjkhLXNF2r3MGNUeaR0GykFO/0MV5pjvH9iGYRkbmEX2dWo7GbpbKdR+gofyNygGSYZhDpT6QZnMtvc7A4xareIEBhKiD3bxt5S8NOxEbrlEKmC0Rb4aYniCxK7KigQaaD1BWEyQu0riGNdrAdrTB3Z49orMyBAVA3CVMjH5q+TVD3EnolUQFMi5rM1whfyGE3BhxZuoishnYGF0YhXu9KIJwhUTJyGRfNakbND21hawM5uHnSJPdFld6VIcDuFU47+xuldujFFzhrgRSp6wkeqEmWui7qSIDIgKvrY91c5emSbC1PrFPI93GKIta0j9yzC2QFmVUWqEhwFIUAxQoJsQGRKvL14DzpIhfhDPqnleJfFqglwFHqXC0RWRN83+KvGWaZzDaaLDTZ6eTqOyQez1zlZ3iPatIkSUdypLReiOIdf3O/F91st3O2O+sdx3YeD/4+XH8fz/bYNv9PnfjeU2N6t497IgXDajq8xarfYXi7xjZ0Flt1h0orD5xoPM2HUOTGyxyDUWfVK/ObqhzGUWO5yw8kjhGR1p0jOGLDRy/OZe15leWkEratiLxkojoI+0eN3th+lHqSIpMLZzCY1P8mQ1WXWrgGw3srR3UvRPeoTJiIiQyJViRhyGAxFCPl6a8usxBvxUWZ7ZM7WSI53kJMOXsXGebHIzoujSFViTPQYObnP3Pwe670CX/zaeconK1B2aVTS5PQBIoLucY9fLH+LM6ktpvIN/JREKw9QBgpaW4nLxlwF1YWnrh9lv5NC2zYw9jUG62nQJNp8l//lk38EIShbFnrW5frzsyztljFeTsVqbGupeDX7us04nk450eV6dZhGK4naV/DyEaorYMci0iRhPkBvq6h7BqoaIXwFZWyAUvAIhj0UT0FpawRJIBXgFCVGXY1X4F2Vnmfwam2cQaBT6SVpuRZjmTY3nVEWq0OEmYDUbQ2jqWCva8jD8fYtcbc66UMOHj+sLf04be+dFGJ5N74jd2qCeCCcthDQ9hKkxzrUlwr0IwNVRJxKbPJse4GMMcAJdG72R/jU2GXKRpcNv8j7Mrf5jRP/hntnNogQVHopZqwaZ0+sIScG9Bc8ZMkjmXD56fJVdrwst9plNpwCg9DgS7eOs9gd5srtCVKmB2bI9EwFs6aiOgKjqhI2DbILDfxshFQlUgFjW8frGTSvFeltppH7JplFNc6qnnFITbVJ2w5Z06E5sLj1xXkSe3H7T1k3wFd48uZJRASTEzWuOJNc6Y7Tci1GzuyRTjqcOr+KstBldL6CTAW4kx75YpfBcgY/F2LtC0QIc3N7PDa9xMu92TiLHTAuxrXg2tVkHOaOYP78Bu6CAxLMpMfZkW1GrRbt5RxRKAjTEVEixKoIjLqCfqqNuanjFwLCVIRYTAKgvZZEXbVQqwaRER/jjAZouwaRFcWSsYWAIBdwrLDP9laBe/JbfGj8Fn3X4NalSf58/R6au2msbZ3ugo9zxEF1QJ/o3VlDPORd53ACcud5K/vA7zXeib34t3PsO/E8D0T2eEL3mU9VKFtdrpojVP0UVf8IipBcSK/wZO00r22PsJwosFtI84nyFXypUtbafK17kvtza7SCBAqS3199gIl0k0xqwNHpCtf2RyjZfa72JhgxW+StPk9cPc2ZuS1GCm0UJGbKpd6zyRV6tAYW6fsr1G4W0XyBUVdpZWykHaKVPKJQBS3EvpiK67h7Cnpb0J2O+OhjF3l2e4ZmLUWvqVGx85QnG/Sn4sjAMAJyPvlcj0YlTajDkN3hib0zLO2V8OsWD55d4oHsKk6kM2U3WGwPQSQgEgxeKaJHoLcUOgsh8ye3mUg22RtkeGV/kuLRGq1uAnclSeY1ncGIJLTBy4fck99CVSKWjBKW4fP8ygyGGSANiXnbwhn3URIBvUmVxK6C/1qsga7YAVFfQ0QqIhB4mTgCESXDeG//WBe3Z6AONPyhEDncRw8V/IFO3bW598gabqSRUH26N/JEhYDuSyXUZFw2NjlTZWOlTOeEjx4eiDnkIe8yb6e+9s3OdcgPx7fD0wfl+f2w6mXw9qMGbyc0/3ae0zv1fN90lBRC/I4QYl8IcfUNr/2PQogtIcTF13/+1ht+998KIZaEEItCiI+9pYsQEZoSUTY6/OOFL3I8scPGIM8nshe51h/nk6VLnB7fJooUIqmw52e50pvg1f4MrzQn2XJzjJsN6q6NoYYYasj/fPLPCSKFz8xdouEk+GjuClNGlY1ODsP2Wa4V6Xs6N2pDnB7dod81Gc20sQwfx9fQx3uggFcOkE2D9x9fYmG4ysLoPjOlOkd++jaRGRFNOjiliPyxOpv9HIoSobQ1FE+gN1UMNfybWual1WHGhprM5OqgSNxSxHyqSsnqEm0kUTI+/cDgem+Ur1WOsuukWVodJnnLIHlbR/jgDoUEScnE0X3+m+kncUMNW/Oo7mSpt5JwM0lkStpn3TgxLh2hpH0WO8O4ocZIvoMXqCRsD99XkYkQd9bl6PwOQ6U2USLEv7cLR3qoPZWorWNt6yBBKhIlhCgboKYC5EIf39VILJuYDcAXeHs2kRR85uwrhJHCp4de5cXKFBv9PJEuEXqEPNkhMiPUI126rgFCotoBI4X2u2p3hxws7rTD+Em3uTv9/N/Iu52A+cOc504/p7ey0v4c8C+A3/uu139DSvnrb3xBCHES+AXgFDAGfFkIcVRKGfIDiKTCp7Kv8OJgjlWvRCQVTqe3eak/x4xVpRNaFM0+ihJxu16kbHWZTVRZGZSoDlJYasC15r388sQz/Ou1R3l/7jarXpnqIMXXB0ewdZ81r8yqU+Te4ha7yTR5Y0AvMNgbpFmsDnHP9BaKiLi3VOfV6ji6GtKZU6BlogzijmBnx7aYTDRo+jZ7TjruY12zsKsKP/P4VW71hrALHlc8PdY5dzW2tguICGQiIl3sMZVuADA+2mCnMcRLtSncQCN7vEZ9J8ut/TJXuuPoCR+/OYrWVPFTkiApsfZjMZezD98ibwz43N4j1JwkbqghBgqikSAy43A4voJ5ooW4liV0LYIJhe1GFrdnoNR0RCCIhuP6asPyWa/nSSVcpmcruKFKs2sTjDrQ14h0SXITnLEIa1VFhDqRHk8i9BC8zOs17FJw9NQmtuax52Z4qLTCS91ZsqbDeidPdqHBXL7GcqMII+C0TbRCiFHRkA2NXub/lz3+Y7e7Qw4eb3fV/Q4NpJ/j0ObeFgdplf6j8v3u46AkOb7pSltK+Q2g/hbP97PAH0spXSnlCrAEPPBmB5X0DrUwxUlzC0v4vNCaYcKo84HkDa73xvh/1h8kp/cpp3qMZDoEUuEL26f4dPFlQilYapYYTzb5Uv00M5kazzbn+Iuds9T7CfTXS6uqQYq5RIXPFp/lPx55jud3pjDVgLzZ58zQDhGCI+kK01aNh4dWOFKokk4NEFZImAvgSppL2+M0fZvlTpEJu4nXNjEaKl5W8pcbpzmT3mK5WSS6kiXwVIQiEX0VrewwNlljLNPmQnaNfmCwtVFE7woqfzVB4+sjtK8VMfY0vM0kxrZBtGVjbWuoHrEm+HwD90yf0aMVdnsZdCWkHxh0fYOtV0eRqZBozME60uLvfPg5/vEjX+Dh8RW8UkiYCbi+PAaAumugt+OPXd80UCoGQaBiWy6j6Tb3FddxfQ1Vjchle1h5hzOP3aL1sINwFTrHfFL31NC6AsUXiEggR504Ca2qUuklOZvdYrE+xNd2j3K5Ps5GI8fWdoGpbJO07pIwfMRraXAVokiQ2BNEKhTs7yiivRt2d8jB5a2sfN7pfddDm3v7HHSH/U5tvbzbe+Dfix9lT/tXhRC/BLwE/FdSygYwDjz3hvdsvv7af4AQ4h8A/wCgNKajioi+NHGkzgPZVVbcMmNag2P2bryvC5wvbPBidZqE6nOqsMMXm2eYzdRZ7+QJIpWcMSCUgh3Ppj6w0dWQpfUhCqUOi91h+gmDc1ZcQ/1tB5E3Bigi4mR6h9v9Mpca4/zc6MuMm01KRo/riWHWXxnHGQvQA4VbrTJjyRYJxSNV6uHtZZEKCCG51J6gulyAcggNA6XoEWmS0+PbtLwELdfiN595HPQIY1fDT0lEKAhNGddGhyCC1wVcRnwYCTEtD2dgMGYP+KnJRa63R5iwmyy2hthuZAmWU1hHW3T3k3z67CUGUdzf8v9a/EAsPTrUQ76YBcApa9jHWvRXMiDijmWRFSFqJpPjO4zZLbacHO1beaSAgQB1ZMDlzXGSaYeTc/Gzm0w0+IoUzOTq3KqV4VIOxYv11XuvFvn9m4/xwEOLlMwuT946STnfwdQDLi1Ngh9HCxj3UToqzsBgcCxEapJ7clu8+C7a3dTU1Jv/tUPuOAfAIRza3F3OAbChd4y3m/nzfwPzwDlgB/hnP+wJpJS/JaW8IKW8EGUy/Pb2o2z5eZb6w0wbVW51h3i2d4ROaPFwaZlxs8EgNMiYDgnF4+8UXuK/Hvoa5zPr/OrsV7mQXeN2u0THt3ggv8q58hY/M3WNfLHLB8eWuLY/wvOVGT5XeZTPVy4QSUHHN7lUHWOxOcy/uX2evUGaM7ltzlnrOJGOG2mMJ5sERR/0CLlmU+8nGLVaaErEvSOb+NmIREXQbNtM2g2SEx1IBoi8RyHX5YPnrvPpoVfZrOXYWyqBBH3HwM9HRLkA/1gf62QTORqvaE8/sIy40GJuep+/feIi945ucXZqk45rAvCzQxfpBgarl8cIllOEdkRvK83c/B7tIMF2P8u39uaYL9S4b2yD3n6SyID+nI82EHQrSaJUiDraR+Z8jJqK2lPY66e4Wh/lxeePAq8LqwgQt238gU7/Vo7Fajx5emZ/lpTpUba6RJFAnuzEfbt7gsiAMB9wvTpMUe9xz8QWzV6Cs0Pb4Cro9bjO/ZP3XmTk5D5ix0IrDbDLPTQlelftrlwu/7CHH/KTx6HN3WW818Va3pbTllLuSSlDKWUE/Cu+ExbaAibf8NaJ11/7gXT7CS5enmN5UOaB9G3KWpsHcis8U53jd648zKcyr7Lj5fho7gr35ja43S3zR9WH+OveAr5Uebk3y1O1o1T7NpvdHL/32gN0ApN5c49fmn8egIfHV+h5OoFUWKwPcbqwgxdpGGpIECk8NLbG4tYwo0aLZ/pH8KXKhNXgVGoHIoFa17FqAtfVebk2xe1uiSv7Y4hA4OYk4W6CS41xHp1YZnSkQbHQZSTVYRDq/E8vfxLtUgrhC9S0j18IOXpykzPzm/ziqRcYTXf4+LHXOJXZQVNCPj7zGnPpGlltQE4fsN9P07hS4um9OV7uztD1zXgPmXhlfv7sbR4p36YXGDyQX2Uq3eCx4i0iGTf00LuxfKmfi9DrGuXxJqfHdlD0CK8UEORCdnfy1J4axd5WOHp+HUYdRNlFHO1SHm4RWRGttSwv3Jpl/+IwGytlKk6KQcfiM0cuIY52ic52iHQJgWC+UOV6dwQv0sgnB1ytjiJSAUE2QlghRb1HpZlCmegTVBPkkgNmzcq7aneHHPJmHNrc3cl7aWX93byt8LgQYlRKufP6f/828O1sy78A/lAI8c+JkzOOAC+86QlfX9V9c3eeR4/e5InWOV6pT3K+sME9+S3+on0vpxKbLLkjzJoVFrVhVtpFjifj7svDepuObeGFKjevTqCVHX5h6AVe7U/zWOoGj9o3eaZ/hEo2RcO1GU23ebU6Tmdgcf/YOknVo2x0GCq22fMzjBpNrndHuFkrYxs+09MVNnojuEXwmyZqMSKtu5wq73INaG1mkYmQxdtjLKeLFLM9Lgxt8PzuFN2+hbJhAaB3BR85cp1Jq46p+Dyxe4ZhvcVDpRVmzUq8JZBo8cHMdX5z/XGWO0UeKd8GIMgHVFsp/mr1HlK3NZS0xDjZZDjdRVMiKl7cAWxvcIzfWPgT/qDxEAnV/5tJhdlQCBKSYMyjWktTXS6g9hVStViT3E/BYDTOdF+r5zk6uk+1n2Qk1WEmWeOL3QQzpTo3l0aJJhxE0+DVpWmQ8EcvPIgwI+hoCAX0usblzXGmh+qUrS522qPpJogkDE92Wavn+b2vPobUJGpfYfa+LRYyFXb83Ltrd4cc8iYc2twhB403ddpCiD8CPgiUhBCbwP8AfFAIcY7Y3a4C/xBASnlNCPEnwGtAAPzKW8qmVCTJsQ4fGrvFl5unGDOb/BeT3+CmM8qN7ggnUztcG0zwePoaf1a/wK16iQdH1rlgL/OV9inmrX3KRofFaAit7HB+aoM/2b+fT5QuE0qFP2teAGC1WeD+kXXGzBbdtElKddl2s0QIhvUWvzz9HOtukUudSQwloJjsU7a6vLA2jd4WhBYY+xrKgiStOegi5LoyRHKsQ3cvhdpRCcyQ3ZUiX3tuGC8XEaVCRCpi4cENPj50jev9USaMOjedEfq+zm8tPcLjEzcpqF0Kdpei2uVLnTP82tRX+Hz1fq60xmgNLISr4O8nwIzoHvewMi6mFnL7+hirfYVPf+Q5krqHguSrveM8kFzm13d/isceusZzXziDVOKGJtZlk+5siDpQMFqC3mSI2ldQAtD6SiyM8lqG68M2drGPa2kcSeyzPZblXHaTe/JbbA1yvLI1gVexkapEz7qoN5I44z5SFURJyVy5QdYY0PQShJGCG2rUd7P4N0pggshLomxAaaFKOdGl5SdY7pSAb7x7dnfIIW/g0ObeO/y4s9nvZLevN3XaUsrPfo+Xf/sHvP+fAv/0h7qKQBAEKk/vzfGJsWt8LH2FTmSxqRQ5ntrlhcYM/9Hoc1iKT1HvcX5oi2Gjzf+++nHKNFppFQAAIABJREFUiS6mEjCktxm12+xbKS5ujVPK9FhJl1mjxNf3FtirZWHXZGT6KsN6iwXL4WJvikgq/HcjX+SWn+XZ3hFerE/zcGkZXYSsdwpc3hvDNH2i0CbSI8KkpOVY7Ftp7s1skNAD+o6JUYn3apXtWF8cCZRddC2kPNnlVHYHW3GpezZ/tnee2WQNL9B4fOImugh5onGWEbPNqcQm/dDghd48T108gZF38KsJZCpEremIvsL4vTtUu0mCUAEJuZM1nt2f5Vxxi15osO9leLq+gCokT108QUJCaMbdyrqzESiQPl6nsZchWewzmm3T9QyaXZtswqVVLaL0VfpagrVrGf7y/VDpJfmZ8mV8WUZTQn7t9FN8s3GEVzcn8HoGMiGxtnW8bIRa6LN6eYyNsT5+ywQpQJUoHZXQBO5rMZ9rMZaM+6Xv7eWYGqsxlf5O4u67YneHHPIGDm3uvcG74UjvZPj9QEhQCTPikallBHC1M8ZWkOOGO8qw3mLbzXEss4cvNX53/1HGzQZ/v/Qsw3qL1WqBvUEaVUREUqHqJHFdDW/fJql7+FKlG5oUE3GNNyMupggoaF0ASnqXhOrx170F0orDrpvl9sYQu26Gv9o+iapE+L6KoYWxCpgZofQVWt0Eu70Ma06Rga/hDnSClMSsC/xMiBSQuFAjm+lzfHQfL9Coein6kYmCZK+f5na3zHi6RVYb0A1NeoGJKQJW3CG+vrPAv10+C4BXs1B7CkpTIyx5mEfaPFhe5dzIFqEU5KabRDJWlat6ST6Sf41v7C1gqQGNXgIl5RPpEin4zmQCOFnaY3q6gufGuu+KkHxq4QofHr+JP+Kjj/UwtnT8lOTm4hiur7HpFXimOsfD2du4kU5ac7lvYgOlpcUNPzxIbioEtQRmI1ZFU9sawo87i0lN4pwYIASYWsBmL8dMqc7sRIUgUuj65p0xwEMOOeSQu4QDIWOaMR0GoU6jl2DgayxlR9jxsnwie4mH0kvcdofphBZH7H2+1Vhg3S5y1NqNG4kEOmuDIqYScDSzz0qliPAEN5dHaTgJHhpepWj2+OTRK3xh+RQL1i5OpPNk7Qwr7QL/5Oi/4/neAroIGDOb5ApdFptxX+etehYpIWl6NIfi/V7VgzBUWFsts3F1BJQ40zpKRHSOhRxb2MZSAwaBTn1gUzR7KEhW2kXOpLZ4vHCdP3XvQ1NCNCVi1qyQUh06gUXNT/LEEw8SWhAUfaxdjUiTpFeh9n6fybE6vzz1LL+79jA7N4aQusTaVfGTknouZEmVPC/nUfoqu358D2oI6kAQ5iViss/xkQqW6rPZzbG2PMTcwi4fK1xjJVnmia1TZE2HM/ObXFmaQEy7mAkfbzNJFCnc6I6QNQb8y1uPMpTqcl9hHV2xUUf7qFKgPtCh27QRaoTXt8BX0Ge6SAluNQGZgLmxKknNw4tUJpJNRs0WphLwjcoCS/XSHbTCQw455JCDz4Fw2v1A5+LuOIOOhasb/NZr7+eTC1fZD9P0I5OS1uWZ1jwfzt/g5NAWu36Wm84Iluaz3srRcBLcW95ktV1mONdhez2J0lWpLhf4Us/i5MguK+0iTtPiT/bupzpIsbZW5u/e9xK/u/coHym8xojW4t/u3ccnp69iKx5f3j9OcbhC00mwsV7C2tFwiyHhjENUNxGpAKMVK3iJABY+uspOJ4OUguogSSgF4+kW31qdJZceUKunuJ4dJaMNOJXdoeKlyGguugh4qnqMQaDz7LdO4+UiUlNtnIGB4hpIBRonJWOjDabSDf7JNz8JAuZOb7O8PkSQUFBCUPoKii9QXXCHAzRHIxzxQI/ol1WUtsZ/fuq5uLuZ0eFKZ5zSqS5nMtuMaE0s4fMEp+h6JlvLJbSOyui5XUIp2LYtvK0kzzqz3D+3xr8484f898ufZtRoseNmmRuq0fcN5rNVWgWLQKqk5lw0JaTqpIikYM9MA7DbTjOZa/KR8g0W+8P4UuXF6jRr+wXkrnUnzfCQQw55nR9F0/uQHy8HIjwupSAMFaSE0FFxuyZfXD/Oxd40c8Y+vlQZNjvYissZY5cRvcU99gYAGcul7xpcro3xseHXeGToNrPnN7GmOmgdBbdh8er1GTavjKDVNdbbedZvDiPMkK1BjsogxaZXYEZv8sHSIvPmHte6o2w3MwwCnY21EkpHJTIkWlch8hUSo12kp8RO3JQsfHSZY+k9xtMtttsZKi8Os7dU4vLVGfRLKSobefQViy9fO0HFizuRzdo1FBHXJS/uD7H88iTqQKANDRgs5vDbBu6ZPsc/sMyDDy4SScG3rh5B+Ar4gtXLY6hWwND5PQrn93nwwUWMhVi7W/gK+TNVSuU2pye20W2fKBOw7eYYN5t8rXIURUT0A4Pfu/wg/2/9AroIGE+1SOoe9oaG4sN2Nccnxq4BULgsEApM23WuOJPkzT66CDie3OV8foOpdIMHM8t0fIueb/D+/BLLrRIL6Qrb7QxDqS4nSnvMF2o8WFhFEREv7Ezz+ZcusLQ6jLKaQOu/d2srDznkbuW9XPN8N3IgVtoSgTvQMWwfr6/DQEUVkodSS1TCDKbi0wtNnm4fJZlzWXaHmDaqPJRbZt/OsJnOcbtVYmkwRNu3SGoevqfhF0KManyLRiuWyuw9XUaUI1Q95NXtCX711FMA/EHzAXQRcj6xyqjV5kNTSyy2h1CTAVrOwdu1SeyqREbIoGOhdlSIBNl7aswka1S9FMOJNpf2prH7Aq0fy5s65QgRCIKkRGlpeJFGQeuiiIhuYPI7m4/gexqJfUH3lAtNi4ULm+hKSMHss9nN4YQa1UtDkAshGaCbAQ9Mr/GPRv+aJ9rnGNLbLA/KMAJryQG714foPlNm6APbpHSXkUKbzeoQr9bGWTJKSClQheTG2iiJtMN6P8+v1z/GzqURglyAkZSECYmU8PuLD6C1NJrHQFmzeL48w34mTdHs8S9vPcqJ0h7vyy0zZLR5vj1HQvNxAw2ViKl0g+utER4cXacTmPx08Qr1MMXT9QUark17JUeipqCebyLzIs47OOSQnwAOulb3Qb62n3QOhNMOQ4G6YxJOSPSET9DTsE2PZW8IN9LZcAr8QvE56mGKf1e7D0VE7PkZPvX/sffewbJc933n53SenjxzZ27OLydEIhAAo0RQpmRSlqzlWiIlrS3ZVaotaWvLVdpYteXaLbt27VqpvPZ6d8WVuJYly6JEBQaBgEgQhJAfgBfw3rvv3ZzvnRw6d5/9Yx4lmCYRCBDvAryfqqmZ2xO6+/Tvnm+f3/md3y9/ni8FtzNhtdhzszy9Pc1Evs2U3WT+2D5ffOIelEAQ5hLCGKK0JM7GZK/p9AyL/EwTP9H5/xbvYb5UY8Tq8pg8jaWEnO9MkjdcTCvgx+cu86eX3j8oxCEFeipEhgYihH987C/4SuMcmkhohynsNY3EGKT0NDoCtxSRHnIIr+QIqhFBrLLqD7HsDvGttTn8PRutq+BVJKklk3s/cRFNJFxpDtPxLfaaWUJHx7jpAk9Uyc/e8RxDepdX/HGGtB692OJ6r0pG8xlNd9iRVaK0ZKuRAyCRAlEMaH1zhL38oCb4dWscmYnw1rNcv5BHJJDqQ+johOlBAZCgrxHsmegeGC2BX5KcKW7TiUzOpLe4lhrGVCN+f/0ufnXuMdopm1gKbi9vkFU97i8s8WRrnorR5TOVJ9mJ8vzujXvwI5XeZg6RwOgHN/jY8BVCqXK1N8LarTXFQw455JADzYEQbQIFMd0n3kuRKCAKAcN2l4fTr/CMN8NxaxuVhEdbp9n3MkzYLa53KzyinOVYaodJvU5G9fl87R6CjMqZ9AbfaB7njrtusFCvEPQssoU+zWslrA2d7nyEVXH5H47/OX9Yu5uHxhd5bPUYr7x0DP+4y98/91d8avQl/v363cwP1Xl04xjerI/S1kkChWNjuyxs2CS25HMbD3Ist4epRDy+dIS4kqB3Bak9QWSDCBQKtotzNmIm3efTI8/yz649TP/F8mAOOjuI7E7GPDwpOGrvcak7xkS2xWqnCIC5qRMbMHNui7lsnUVniG858+hKzE+NnGcjKDJlN3mpPs658haTZ3bYuDiC+XKGrXMC5bqNDqgeUBhUAZPpmEzBpScFyWhA0DJBgJH3iVsmsS6xsj6BrREHFv2JBCHhS+fPURztsOvkiBKFqtlldLjNS/1p9oMsQaIxbdT4wv5dBInKarvE8yvT/F77PgCMhko4EUA64siJXe4bWublzgRnslucymzz57fOCg855JBDDjwHQ7SNBMOIUUYc5PUMYU7Q8NJ8rvEAipDMmvsoDOptL/XKNAIbL9bZ8gqEiUortgmlyo/MLtCPBwUzzmS32PILGJWYS4xgahFn7l4mZ7hcb1WYz9e54o1T0F0WOlXcrQxKIYGayeev3sNnTzzLx0df4UJ3nELKoxHkkYpENQdR31IAAna7WZb2ysxV6yhqQizhJ378af7sxhnCzTRKMSCWgpFsl9VGkX/S+QS9po2aAjnroq1ZcKTPyZE96q7N7y/dia7GtNpplC0LKSAcjtDz/iD/eBau1Ef4yamX2fIL1KIs92du8Io7TlIWfCh/hceWjqG6gigjYdnGH44ojnY4U9lmpVNmLNNmyOjz7N4Ud5+6hiYSdr0sS/UyYahiFj10PWYs18GNdDY6VYhB8RSQgl7fotNLkdRMvhbotFpp6N4MygsFz5ZmoKUjUwlKVx3kMc/ECF8hf0cNKQXHS3sUdJc/Xj5H1vK5v7BEKNVbZoKHHPJOcuh+Prgc9KmLgyHagNMzkbFA5BNkNFhSVeul+fSRF/Ckzh/s38NPV57nxdYkF/dGuXt0nTGrxc8WniUrJBeDIkYm5pHOGR6tn+SXRx/nmjrGF9u38WPTVwapTuPBsqrZXINn16ZIzYa8sDtBzzEhHxJ7A9HweyZ/uHI71UyPUbuDJhKUdASOCZspLkVjyEIEkaCzVMCY6HN9q0o+51C+rcXl9igjhS5O2uO+4RWe2pll4fwUcSohs6IhTvkICfr1FP6cz+2j26y2i7S7NqqaEF4pYsbgFxPGT++iCMkvTT/B59YfwE9Uoljh6eYsV7eGma3WWc2VKWgOO26WX7/809DTUFISxRdE2YS5+V2O5PbJaR6nx7Z5dO8EO/0cjm/w8t4Yx8r7+JGG5+koQjJc6qKrMaYWcf3qOFKVkEpQ2gpG0SOd8mnu5hCFkNZKAdVVsGoCryyJRwJkpKBXPKJQpTDSxg8Hgn5ueIufqrzA7+7cy9nsJk815ujuZvjAnUt87sb9PDS+eCtN8JBDDjnkQAs2HBDRzlses2M1tpp5grYOPRWZjgkClS9tnmY+X2c81eJ/euXHKaUdwlBlsT3EifQOO3Ga64nFNW+MG26VWAp6ocklb5IbbhUv0vhY7iK/sfGjnMzt0AjSeLFG2Db5+uJRcplBso9yqUecCDrXSjDmcaK8R8FwaQQ2bqTDvknuukL7ZIyd8TlR2eVarcrs8QbrrQLRcgbXjFi5WiJzvElrO8f03B5/fukcdDRkLqZQ7dLrFdFTIUFGRQoVOhrX6xWOlve5cLWM2hKEOYmYcijnHDKGz43dIf77pZ/is/c/ybf254mlYNjqkpnyuVqvstfLcM/oKjcaQ+ibBpk1aNwdESuSn7nzeUpan6cac6wnReJEIW+4RInKUKpHN7CYTDXpBBaVYpcgUjG1iOWdIcSGhR6A5ggSE7QeRFcytIZSoEmko6GUAuZG91ncqfDQ/A3SaoAiEmasOlf6o0RSoR1YtIMUHy9fJEbwys4IGd2n5qaZnKnRCGw0NeFKe+RWm+IhhxxyyIHmQIh227NY3y9imBGqI4htUGs6cVujZ0ZsqAWGzQ5Zy+d0YZuWa7HXzvCodgKqEEuFBEFBc3ihMUU/NPixzCX+OLkDyvC8M4etBUSJwnx6n2/tzyPMBE2LmSk02DOyjKQ7vLQ2SZyOURKYtJvs+VlafopYChI7xuyAvakSDGm8+PwRRNXnlaUZ4myMsBLUKxmSjKTVSGPUVdaiYRDw4PuusOvkOFfc5ItX7yOfcbEKXTavDKN6Ck7f5NKVI8iUJMxC9mSDou2S1X0urI6jbpvoMcya++RHXM53pngof43f3bwPP9QIA41Hr51AdgzMQNCbkqBI7j+xyJXOCIYScTy3ixvrvFCbZOH6GJnhHvOlOsN2h79YO4HTt5ASZMOgkcpj7GlovUGpTf+MSxIq3HF0ia1+nihReGB4iT0/y0+WX+DxzgmO5vYZM1tMGHWW/Srd2GLTybPby3CyvMeJ7C7/butejuX2GC+1GbU6pNSQRCqczmxyvVkZ1Eu/1cZ4yCHvIAfdFXvIweNAiDahwpnxLRpemnU7i+oJwlKEsafhrOQ4etfAtXtvZYXF3hB3VjcxlYjrnQpeolMP05T1Pp0oxV4vQ7eX4gudOxnSuvyD4nn+39btAOz6OS60shzP75HVfS5tjLFQq/L3jjxPM7Jxxgw20nkeHF/mpcYEC6sj6HZA2DGxV3S8EsQGRA0Lq6bgqQZChdSqTpiT6B2B2RB0dY2wMFi+JFXJ+e1JTD3Ez2vEmQRdjfn5qad4LHOSp67OQ08nKcXYqxrqvU3minUW6hUcU0fZNdH6gqCQsOCOMKQPlov9s8sP461nSbIRxpaOsECaCWFGok33+JHpJR69fBKE5I75tUEwXaDjr2QRliQINC6ujSEUSBoGUpcojoLMR6RWDNyZgPxIm4dGFpm0GjixybRZ45/uPUw12yOrekzl6iQo9GKTuVQNJzFox2lUkXDM2uZ3d95H2DF43jU5dWKbj1WvcMTcoRtZfCx3kW6S4vf37qEXW/yXR/6Sr9bP3korPOSQQw458BwI0VbMmPWbkdIM+cR75qDu8927zOQapDWfrOoxpHfpxyYfL1xgPSzz6PIx3Og4E5kWW24eQ4n5kclrfOHSHQDMGXv8u85pHs5c4vHaUXqByVCqh4Lkys4gzWd/L83xM9tshUWWtTJhqPHExhwpIwRPIamnUYEgL4lu7yOupdGHXKKSYCjnUG9muPveRbadPDcWRxChgkzFKHpM0tdRuyrxdh43gi+ftilPNzlV3OVL+2cHa6jHmrSeGsYbi/DPuHxm9mWu96uEoYad6aNN95it1NnpZulEKX7vmfsojrUJr+UwPEHqmk5vEuJySLbU566RDbadHC/tjyO0BH3d5PLGEYKRCMWKkJXBnHO4l0J1FeSEizHsEAYaeikiZYZUZ3qYWkSUKOQ0DxVJXnNY8EbQlAQn1AmlyjPtWWreWQqGy2iuyaI/jJMYFLU+XqJz59Q6TmRwbafKdadKVvN4dP8Ep/PbtOI0f1K/nYs7ozy3NI2UAtk7EOZ4yCE/1NzKClaHvD4HopdUlYRCyuXGjRGsTZ2gkEACm1slJrItLjdG6Ucmd+dX2HAKUIBxvclkuYUb6ry4NcFYsc1nJp7GS3SGyl2e2D/CeX0SS434zec+SirrMVbocGlzjJfCSaSnIjwFUQj5jeWPMpOrY2sBw/kuq6sVXDsis6zRP+uhaAnJnoV2OUNyuoeiSDJpjzsqG+RGPZ7Zn8HWA47M7zCc6qIrMVv9POeKmyz2hljvFKk3MsiWQVeLWesVUZWE6/UKrmMST4RMTtf4B9NP8HJ/ioLuUsn1aPRtPnn0Io9uHCNn+Xz5ymnsVQ1nr8S3kxSFH2ujJ4L7xtaZsFqYSsRyp0z7Qnkwoi7GFMY7nC3VuFar4qzmkNmIY6c3sNSIi+tj+H2DsdEmnxi7TC82WXKGmLYb5FWXYb1NKFVqUZZn6jNMF5p0Q5Mvr59GCMlEtsWZ7BbP92b52p+/j8K9u/zdyRc5agxqnW+085hmyJDRoxYMUpoWNYetsMj1VgVnPw2qRGsO8qwfcsght45XZz87dN0fTA6EaAsBYaxSGmvT6pewZzv02ylER2PI6FMqO6SUgIfsBa6kRrnhj+AkBr80+U2+1jzDN9vzhLHK463j+LHGSKaLrQVs9fKMZdoILcHdyrDs6xiXbaLhmPSWildJsDI+ujrIkb3fz1Dbz0IokHsmvVM+oq2j9BWibAJnu4R7NtaOSm3K4murRc6dWWGvnSFr+9w/skwkVYaNDmczmygiGQhVts3tlU1ymssfvXQnDdvGeXII96SHpsdoOxrdYZM/3b+dnX4OTUloOin6XYuXm+M0tvJ06xq6BK+SYLQUwkLC2buW+HjlEi90ZzCViBcaUxzN7bO6WkFM+OhmhBCS0VyH84vTKHrCzJkt7i6vsedn+cbLJyiNtZnON/lE5SL/YfsuTue3+VDxGpYS8nub9/BjI5c435niWHqPyXSLpW6Zu8trbHs5cppPWvN5ZOcku+0sRhP2rlb4N50HEUISr2Sw9gXOaMIXr91HnEqQVsLic1NEhYhMtY/eUtG6Ar+SkKQOyxEf8uZ5s2k2D5IQHZRjOUxV+s7xVm+GDoRoV4wuY+k2+2qGFuBfy2Mf6+AoJl++fIb/7t4vsR0WAFCF5I82bufeygrldI9fqn5jsGzLN7hUG+VHx69yvjlJP8wQJgqLzSFkIlA8haRpormgOQoiAtUR/L0jz/PV7VPEiUKnbw1G1ZYgUSV2ziPYzRHZCVKVeE2LzKqKM5qQv6jjjEiu7VUH0ed2nzszqzxSP81jS8cI+gYfOnWNJ1dmCR2D4zPbGGqW8fEGHx97hUeNE2xcHEGvK/inXfqXi1ygSPmOPertLFzKYiWwujiNUkgQCYS5BARMfXANVUmYz+xz1NwhRuGaM8KNrQoN12ZyqoapRShIFtaGWbw2TeZsi0/PnQfgS1un2a3nuffMIi9uTLCrZ//aXb/t5elEKWZTNf7H2T+loroAWCKka1h8YvplfnvrAVZbRboLRVQPYgviXAT5QbUzbqSJdRCTDkFok9gJiRljbBoodRXVByE1glqe1J4g0cFoKuhrCs1bZYSHvCt4O8Tlh2EE+WbO8VCw31nequ0diIIhAP9o9OvMZBoYk32UAPK2S7HYQ9ET/mzvNj6Wvcjv1B/gleYIsRTkNI96nOGR7ll+bu45pBQYWsQfXLkTKQW6EqMrCbWtPDJSiNMx5p5KlB6k5EwMCKcHo0RTi1jfKxL0DOwLKbSaDrHANkOicoTiKyiugtpVCbIS1Rf4RQZrkzsm902ucCy3xxd376AXmcTxoP71E4tHQArMjM+1hXEuvTzNyeIuO35+cNKjHpEtUZct1EAQlmL2m1niWOBNBwQ5SaJJpCoJC4Mc5hPH9qg5NjnDoxOl+HLrNnrxoLLW2akt6rUsJcshpYUsXBtD2zVIDDhV2cVWfa72h9m+UUHTI85ktzg7toUAIqmSSMFWP89ar8ht9iqbUZHnvCl6sUWMwtfWj/PbWw+w1cvR2swhRz1iW6IGYOxrJLpERIJgKCIqRiQbNlKA4irgqoTFhKCQkOiD2t6xJXFHJVF6UCktPiynfchr8HaKixDiUKzeAIdt9L35tg19r8cPitcVbSHEpBDi60KIV4QQl4UQv3pze0kI8TUhxPWbz8Wb24UQ4jeFEDeEEBeEEHe+3j4SqXDRm+QzlSd5cGqJMCPZWhmiWc+irA7KNf7r3Y+QUX1mc3XOlHaYNfd4oT9LM7SphRlODu2SNz0+dvQqq/Uim1+eZn3tZn3mQEEJFMJcglTAaEtiS6KvmbRdi4aTQjcijEyA8YEaUSYGVVJfKZK5riPiQRS4vFk7WwJKCEFBUqp2iKVgxqrzC2NPktF87pleJX+kSeyphD2DwDHI3NBQXYVHXzlBKBVOFXcYKXXI3Fbn5ENLTD20Rnaky3S1AVIgtITpOzY5+YElpk7skp9sI0sh8/ka0/kmVbOLG+v82cJZTCVEQZIgUPSE9U6ey+dnsCoumiOYuXuDe/IrfHX3NE9cOca5syv8+rm/4GpvhKLh0nYt1lsF7i2uYKoRR3P71KMM/3b7fl7qT/Fsc4bfvPhheo7J5WfmaL84hNFUsV9OoXcVbiahY+L+TUQgMPY1jB2NxEqQ6mCdt9ZV4ab3250MB9e9HKI6AiUAqYMSvbN2d8jB5wfdCb76t98LNvd2t9V73SPxZnkz9viDEvM3MtKOgP9aSnkKuA/4FSHEKeDXgceklEeBx27+DfBjwNGbj18G/vXr7cCXGg/Z13nFG+d0ZhMx4iFCQTrvggINz8aNdXQlph1YjFktRrQ2P1t8mofzF1noVSkZDiXT4esrR/ngzA2iDBg7GoqjgpAoniC1o6D60B8DkQwKiXiBjpSCar7H8ZE9un0LEQnQJWZNpT8Ro3kCaSaoow7+ZIAagDseo4SCbt/iha1JtoM8j7ZO89TVeZ66Oo/rGyhGjL6vkSk4uMMSoyUw7JDLjVHSqk8p5TCdb3JbYQM30jlT2cFUI2ardY5N7LKyU+bi+hjre0Vae1mElvDEk6fZ7uf40tUzvLA5SaXYpRdbbLk5rm5XiQOFxn4OdcQljhTCEw47nSz/56UHWdodwsz4fGjoGq3Y5vmNSVZ6Jc5Wt7lndJWT1ib/ZO6POWLv8jsb7+fiwiR/+Oz7uPrkLIGjE7Ys4nRCPOsRZhMiG5ADl3gwFLN8dXTgCjcgGA8RxQCAoBIhJBRmWlhTXTKVPiIBbctAahK/NOgY/PJ/1EH8wO3ukIPJOzFa+R4c2tyrOBTsv+HN2KOU8jXb7q3a9euKtpRyW0p5/ubrLnAFGAc+CfzOzY/9DvCpm68/CXxeDngaKAghRl9rH/3I4B8v/jQX+pMkUuGTxy8grQTvep4om7B5eZh9N0NV7/Cp6ousuSXm9SatxGI/zrHTz7HhFDiR2SGT8rnSHMGf8Ul00HqDBkpMSX8mHuQMV8CvxKiOQrScoVnLsnGjyrDVJfJ0VE9Bq+n4pRi9q6D4oLgq6dRAhPzhiDNnVjnyI0t88thFjlf2KGoOT27NDk4oVAhDldPu7rBoAAAgAElEQVRT2+jHO6hCcu7eG0z+6Cr/8PS3+MXpv+KB7HV+dOgK9xZXAPjU+MuUDIf3lVZJ6wN3ehKoJD0dsWtCLEh6OkooqF2sInZNTg7voCsJj+6c4NLmGNFeivQ1k/SCQdgziGoW90yvYmgRSMF0tcF0uclD9gLtyKac69NwUux7Gcp6nwvuFL9de4h/dfEDbDwzTua6jtpXCAsx2r5BZriHUvQpFXqonkJwxMUfikGA1lFRHWVQiWzUg0CBPRNtrofSVwkLMa5vkLYC+ltZwnJEnJKIZHB9YksSm39j6O+E3R1y8LiV7tj3ms19Pzc/ryc4h7w2326712vzt2LnbyoQTQgxA9wBPAMMSym3b761AwzffD0OrL/qaxs3t22/ahtCiF9mcHeKNZzFjzVWeiVO2tt8MHeVv6wew9soISd82LaIE2UQDJWkmEo1+IZzhBG9RShVfnH6r3ihN8Ol7hhlu48iJA8ev84T8iiqkYCvIosh+qZBUJRE5RDhqCQTHmLXRCiSc2dWWOsVyRf7tCRYyyZaT8WbCWBLx2gp9F0DKzOo1d1wbY4W9nlqb5ZSyuH/eekB8nmHsfEGtXaG06PbbPdz3DO+xnKnTNl0+HB5gYfsBf637Yd5cXsc2wz55NQFnq7NMmx3eGFrkuB6Ds0RqPmEJBTMn9pi8eoYiqdg7So4cyHF4Q5CSGpuhvXFCplljUxX4lXEYF74TJeTQ3XG7TZH7EE61lgK7sis8c3mMf751sOUDIdPjF3mm7UjLO2VUUWCF+lsPT+KSMBsCNyRgQEaDZWgFBOGKmPlNusbZRRDIvZMxIiPeTmFOxKDAiIQ5HIurb5OYifEsSDJR6QLLoGvsb9VQAkFekNDHu1DO4OQEI97mFdT76jdTU1NfU9bP+Sd5aDNnb5bbU5K+X1H07/6e7dCuL/zuN/pY3g7zv87AwC/1/V4K+f2hgPRhBAZ4AvAr0kpO99xAJLBVO8bRkr5f0kp75ZS3p0qmtT7Ngtbw2wERVqxzUPji0S2JP2sTZyNmc3Vebozz16YI6+6ZFWXcbXNnLHHXdYqsRRUzS6fHnuOIavH7dkN/s65F0laxmDU19cIyjHKdB8z66NXXaiZ6G2F2Yl9ru5WMbWIrOUzPtokKCR4kyHmho69JYhsSRyqSAkTlSZz+RofLFyj2U9x6eVpaOm02zYZPWAo30MRkno7zTcuH2d1YwhFJDzZmudPOnew0KxQSLu0LpX5/OV7cSOd5zamiWNlULNbGVTLyk+1Wbw6BumI8ZO7uCc90mWHdsemuVpkfW0Io6HilSX9CZDnuow9tMF9kyv8wviT/ETpRUKp4sY67TDFv127l61+nl03y1KvjKWEfGrkJQpZl5VaifojY0htcCW9qiROJ4M561kP1VXwuybra0OIvsrIiT1EKIgDBWcqQsQCmYpJ7IT2ah6jpmKvaoSujlrX6e/bxDupwVy3HRNO+4QtC2/aR/FBX7bwRv7TJV8/SLurVCpv5quH/AA4iAFhP6w29/0I/tvFd9vvO3Usb5cNfrebnx/EObwh0RZC6AyM+HellH90c/Put11BN5/3bm7fBCZf9fWJm9u+J8N6h49PXyGXdRjWO9SiHDU/Q/Zkg9mfXMQuOxy197jSHOYPb9zO8+1pfmv9Ib7hHGclGOLXl/8Ou24OU4koqA4Vo8eV/iiKkIhcgLWtQTZEa6uEeymEAF2P0TsCfyim6aS4fXyTM7ktYin46Og1ysfrVMZaRGmJV71Zg7pjIAQkUnB+e5JunGKi0EZzFKzdQYWwTmDihRrzmRpJrKK2NJSWxo1OhX03w/V+lVY3Rb2TJs4khM2BEKpqQnIjQzgaEOQSYjuhtZOFbIh0VDa2SwghcR0DVU1QfIHSVwnGA07ev8zM/et8+tgLnC5sk1YDRrQ2X2rexkvtCc5mNnEig3PlLUw1YtTuMJzq4iQGv7N6H42rZeRChqAoSQxJMBxBAnpTIcwmiM1BMKCxrWMv6ehthUY3jeYIBsXAAQHWqoHWUQcR5NWB+1tp6ag+EAtEAkosQJVkXrZAT1AbOuG0T2yBMey8o3Z3yK3loIk1HNrcOzm6fS33/Tvlpn+jAWVv12+9HbyR6HEB/BZwRUr5L1711p8CP3/z9c8Df/Kq7Z+9GVl5H9B+lWvpu9JPTMbNJr9y9HH+qjnHtxrzOJHBqaFdKlaPO0Y3+b3Fu1CExNlPs+tm2e5mudIfpRFnuL+8zHxmH13ExFKhEaYp6A7L/TJSDvJ2S1clGfNAQOBpTBRag9GhlWDqEYYSkVF9/u7keR7bPk6jnaa2UhqUt7QlIoTZ49tMlxt8avxlHp6+QoygkuqhzPVw5wPyeQddSTg9tMM5e535kX0SS6JP9JnL1ul4Fpf3Ryjn+ySJQKYjSMUQCpyeSZRPwFVJ0jFa1YVYIF0VNAl9jcTRkC0DoUjmb99AH+vz2TufJqP5jKXb1MM042aL4/YOrdjmXGaDB0s3uNgbpx8aXGtXef/QEik1JJaCVbfM3tUKRkshykikCokdI6wYMd/H6AjsLQVttodUICwkBEWJPNrHa1h44yGEAhEJRMUnsgeiT8VHz/kE5QQkBKUYxVdITIlXjSAWBHmJVtOJixGaEWHMdwg30++o3R1y6ziggv2esLmDPCf93YT62wL96sc7dSyv9d5B9ALBG5vTfgD4DHBRCPHSzW3/LfBPgT8QQvx9YBX4mZvvfRn4W8ANwAF+8fV2EEuFp1tzf52nOmN7fGjsBrel1wilxou9aR6aWOJau4pd6XMkt89Hq9dY9UrsBTmG9B632Ws80jrD453jlPQ+Rc0hn3dZLZWo9QoY+xqIgYs8ZQdcWxlFOeIiOgZ93+B6a+C2Or89SRQpmGaIk9LQdlTsbUnzgx5xojCc6vJse4aWn+JPrp0j7utoTQ1yMa1Gmvy4x6jVwRIhPzP2PAulDbKqx6M7J6gvDfKrV09vstMpIXwFa08lSkkSV0F1BcFQjAgVwraJ2ldRJhxULcHftilNtQkijSQRlK0+Y1NtepHJhd0xDC3is/PP8I3acSbsFttBnhiFxd4Q/9X4Izxun+R8e5IrvREWm0PUNvNkF3SYTDDrkOgCfzLg2NQuNy5MkAQmvbmIwmgHFfBSCZnhHr6nE0cqet5HrqUhgWTCQyagz/fwmhb0dWRgIEoBuhEhpSDasrG2VfyTLjIR+OMStaUxMtqk/mIVZzhEC/6jf5AfuN29G/lenchB7qhfzUHsBF/Foc39APn2tX+32OpB5XVFW0r5LeB7/ad99Lt8XgK/8mYOohWkeHlrnKlSk4fnr3Dc3kEl4bI7wenUBh8rXOTxzgn8SMM2Q/a9DKqQmErE1zZPcLy0xyPeST4z/jSt2GbFG6zPvtQd4yPjC/zB/l2IREUqgCJx+yZCSwbu7lDQbaTpGxY720WIBYoVEe1YmO7N4zs5MLIwUXj+8RODOecYZFqSW1HoTQ0qelmrJrvLY/zBzBAXZ8ew1JC7C2s835oiTBTKc03qtSwbj05hpAdJWtzRCKOukugSRj2UHQtt3KGS71FKORQMh5QaciU3wkSmxa6bJU4UnMggSNRB/u6OhQN8NXOakumQ1nxsNeCV7ijvLy7x9d4pnm3OcFdhjQTBsy8dRe8q9CcS7E2F7vwgcYtwNIqWA0M+iQB9zaIlsih9FXOij7OSAwFJLsJKBfhiINT+ro3aV1COdFB6KlR8rNUUrmpQPdIaJG1xdTxNQ/oqoq9CJiapBOw3s0hbYt8w/nrp1ztld+8m3kg06kHuDA+4WAPvLZv7zvnpg2Aft3r/r+Y7R/pv99r21/q9t9oOByKNqa0HfOb4s4RSZT/I0ozSOLFBVvXIqR5PdI9zqTVGs5/CqdnEiWDPyfK/HPsjynqfp+qzdINBOq12ZJNRfSwlpGQ4vNwcx0wHxIYxEFsjQXoqRt5HWCFRpCJqJua+QZiVRLkYbcVCCQVKNEigoow7xKHK7uUqVkcMPmdLEiuhcyrGXtYJ8gIRDua+haMyZPWYtets+QXGUh1WWqVBJStHxRtOSK8rA5EyE4KJmJMz26w1i8jpkF868SQVrcs328c4bu8SSpVuaFEwXPa9DMs7JWaPXWe5U6bjmcxO7POr04/ygjPL6dQGX2mcoyHS3J1f5ZG9k7R9i1bPJohVlvbKZJYGwWuKL+jNRmQXNdyqJDXS49nFGRRVwpZFlE3QWhpWTdCzUxTmWrR2syhGjL+SRfXB37NJr6j0Z2PC6zkwJfqyRVCUmPsq62oFa0tDlBISKyH7ikGYBX1VpXs0Qt1XB9HjKYm9c/A79lvBm5lTO0gd4yEHi7diH293BPQ7zWtFhr+dQWhv1++9FgdCtNOKz7De5rHGSdJawKXuGJ+uPksntigoDrqISWkhTjuFmg1pbuWpHN3if17+cX585CK2FjCZbjGitXimO8eFxjifGn+JCbPJjpvl5048x+Plo2w9Okk4GYEJQdMCRaK2NayOQAowmoL0ukaiQ5gbFOdQRx3UKxlUAUE+wRmLSW2rqJ5Au6tNt57GmQ2xV3QSDTQXrG2VZ9ZmiCZUPl6+iJOYPPLKnYSliMyKhluRmB+ucaa4jxMZZHSfXmjy6SMvsO4VqWhdfnvj/RzN7XPGGqwoyagea34ZP9I4N72JH2scL+zSzwyqnyUofDhzhS+1b8OPNdbcLC/sTtBu24xU2qhqwrWFcYx9Fb8giW2J1hcovkJ/PEH1BO5WZpAspRCijHkoQhJlVPopDcVR8J8vwWiEsmUhJh3CmoXwBUFBIvIBsmeh+gLVFYhokDUus6jhlyWJkZC7qhHZYDQhyIOxr5IYYG8N8o93z/i32BIPFu+G0ekb4b1yHu823swI8nuJ2nvx2r2Vc3p1hPj3umn5Xtu/vd+3enN9IES7E6f43Or7OVXc5ZXmMEGk8fn4fj47+hRjWpe85jJht1gqlfA8HZkJqTk2jZ08/6pR5G/NXWaxV+GZ/hF0EbPdzHE+O8Xt2Q0m7Baz5j4LdpWV4gRx3ULxBbovEDEUr0ncIUGYBtUf5L+OU5DokiQdI2sp4uJA1EQCohrgaDoiFijXC2gJg2CrgiTKR/iBgllTURSJpsR8vXWSWA6ELJQQ3NVDSQQ/Pf0iedXhQn+SaavOg+lrPN47yd8uvcjLzjT/aPJxKlqH8+4Ml3vj+IlKxejxYHURAF2JucteBgbFPF7xx/mthfdzurrDs9dn0cwI0wqRUlB7fhgEpBwxCD1MBqlFnWM+BApqR0NqII0EtaMReyrSjiAR6LsGsSnJLSp0jiYonoLWF4hLaRRTorqCKCPJPZXCGZWYjcFa8TArEZJBSlgzQXgq3aMxMhWjmjEygXKpR32hTOdkjLWtIboHwhwPeRu5VZ3+63WK70Uxei3eikjcyqVgB4Hv1nbfT3u+Xe14IHpJXcR8Yuwyl7pjPDi8xJeWT7PcLPP76j1M2w0mjCYJgjhWiCOVfM4hSRTskoPnGkxaDTQlYdUrYSoRZ8e2GLU6LLkVJq0G//v1j5KzPPS2gERB7wuUEFK7EndoEECv9yAogt4Fsw7tUwkiVNDbCqkdQW9q4CYXAhJbQbNC5GqaqBAhQoXidJPWYgl7S8ErS0QsSKRClAhe+fcniSYkajaklOsznWvyYmeSe/IrPLp4jAdmlrGVAEsJ+UrzNuZS+1zxxng2niNKFAq6Q1FzuM1e5S/bp9CUhNtTq3STFI0ow6X+GP3IZCTX5dLuKDIR5LMu9aUiqqsQ5gdim16XRGlBbDAoVNIYRG/HhQi0BLVmEGdjlJ6K6Kqk5jr0hhUyl02c0cF0gNZWCXMJelsh0SA47pPOu/TndEZKHXYaOQwzwlYSJvJtcobHaqfIXi3HSKXNzn6eUqHHSKbL5fVRknyE6KkoAWRWVRq32BYPCu+FTvIHfQ7vJvfsreKNtNEbGWW/W4T7rY5i3w02dSBEWxMJqkj4QHGBC/1JDG1QB7rupZlMNWnHKRqBTSHt4uoRM4UG1+sVokjlfbOrXO6N8/zOJJqa8JHxBaJE5csrpzhb3Sat+Xxg9AaLvQorJ1y0FYsoJVEVQX9MoMSgepCYkNqRxJYYjCh9gbWvEGYk/clBpS1FkfhdE8WMCVsWGoP0pvm5Jt5TQyi5wQXXXEEm47HQrFDbz6FXBolKFOBMaYeC7vDx/AUAfuGUziM7J0mpIdfaVYqmQ9noAWApIY/tHuf28ibXu1XutpeoGl2W3CH+5fJHuLeyQiu0eWF3gruGN5jJNLi9uMEfvnQXzXYaaUhikaAEg/MMM4KgKDHaAiUWhHqCsakTFhPwFEQM1paGX4kRnkKvaWNs6kQZ0PqCRFOJswkiFxCPJXxw7gbnMht8YfMOfurYi8yZu/zf1gfZd9O8v7rMplvgmeUZklBB2zPY2TexdxQ6GQuvXUHOxCiRwGwoOLMhqXX9FlngweLd0DneKt5Mp3rYjt8f39lu77ZYiXfb8b5ZDoRo6yJmVG8SSo1PFF9CEzF7fpZOYDFqtBnSOrzCIKVvlCgsN8vkUx6KLcnrLqYSkU95/Nrso4xpTT4fPciF1XHuPrrKEXOHguoQFlT+D/ERrmcqJInA3c6Q2lKRAtwRib0pcEfEIM94KLD2BVGawRzvqIdsG0SRCpFA2bdIhgMQKomV0F4qwlCC0VbwhgYCn7M8lhZGMMoeHAvRJKRTAXXfpmJ0iaXCv1j7GNe3qlTLHf7i2klKhT4fG77C1f4It2XX6cUWHxi+QSuycSOdf776MOeKm+y6Od43tEotyBAmKnPFOt3IJKWGuLFBZbiNlILmTonEHFQnIwG/JFGDwXyz6kFmRcUbGgSMRamBmKdqEr8CcTaGQCG2JfGoi9yzEBWftO3zn82fx4kNpsw6AKqSUIsydGOLBEEYq3x19SS9Vgpz3SDMSextgVceHIe9DWEGsjdUnHFJmJYYeZ/8ZIOtW2aF734OWkf1do3O3ux5HYr1G+e1ArS+ff3eLvfwO8FrzTMfpDSpb4UDIdoAH7JXaMQ6i2GFj+Sv8GT3KFOFBt3YIqd6PFC8ARzh144/wn+z+FN8uLrAn66f5QP5BZ7pzlHrpckqLq3Y5v7cDczTIbUwgy4qrIuEl7pTrLRKPDSxxLc2ZxGRIL05ELSwL/BLoPUAAXEqoTcvQUisLZ3cUyn8MsStFPF4gNQl1qqJ4kOcEmhdgdkciHyiSaon99ls5ClNtnhgdJkvXztDLusQRBoNL03PNvnc7kNcf2kSFPD+ahiOJNQTwfCRNnY24N9ce5C87bK1MoRZcvH7BtmigxBjDFl9vrl9hP985nm+sHE7AsgYPs9tTpOEKsdnttls51EnHOK6RWqqh9Ow0ZoaWnMg3lKDKJ2QXlPpTw2C65zJCK+iDJI0GgmZooPrGsSuxgP3XKXh21y5Ps5XUqf4xNhlLvQnSSkBaT3gucY0JdNhp5el0cogJRgbBiIRGE1BlBqUNXXGErS+IMomGE2F2E7QWwrJSpqd6uFI+5C/4fvpVA8F+83xamH+biPsVz+/+jvvRm5VPvW3e79vOPf4DxInMfha/witJEVZ7fGV5lkWe0PECI5YO6wEQxw1dnigeAMnMfmHU4+z6FQ4Xd4BoGp0OTO8zf+6+nGe6h8lloKjqV1eak1QizI0ozR13yZn+ex5Gc5UdpClAK88MEbVl2jOIBCtPx0j9ZsRgqFCYkg6RxP88sDNnL1kYtYU/HKMP5Rg1gdLlqQ2mAsXIx593yDcTNNzLL61NYed9qhmekg5SIGaSIVnLs+jBoLESnBHJKonODaxSyPK8FRrDnctS+OpEUQg8LsmqpEQhhpt37q5VlugiARLi9hrZbC1gCRUUa2IjVYBp2+iaTG3nV4lDDTSZYc4leCMJiBAhJDaUnHGE9S+gjMfgHrTvV/xmJ6ocbq6wz3Tq4yNN9h2cixsVzk2v00QaTzfmuKB3HXcxCCIVXKGx7A5SNMcOxqyYaDEgvSGJL0pSXSI0hKrNjA5s66Q3pSMHtknNkEJQNGTd9r03jMc1I70+w3YOajn817k2239Rtr98Lq8cV590/N2FmM5ECNtgWQ3zHPC3CItQnKaRy7jcbu1RiuxWfdK9GKLe+xFdBFxwxshvil+XqLz1a1TAOw1swxZfX4ke4nrwQhnC1v0IpN7s4sUh/ps+kUWelUu7o0iGgZuVRKbAmc6IrWuERsg8gFIgaIlsG2h9QbLwcKhiKQn6A0lSEOSWdRQgoGb15uOEJs6vZM+hbSHc7GISEmCjknG9ui1bOJsjw9OLXKpMYqfaOg1bbDsqqOSaKAGgqXdIZayFV7YmByMRm2JNCT3nlhiq5dnfW2IjpKw38hxamKbb9SOY6oR1UKPfmgyNtZAAKWUw6XtaYQ9KCWqagknKru8ULdR+xrxrEvqJZv+RIzeVlBO9MgYIQB91+DE6B4ncztc6Yyw3ChRTjus1wqkUgH3DS3jxAat0OZ91hqr/hB3ZVb4WuMUT+zM4/gGwlUwWgpGC8K0uFknW2LWFLzTLlYqwGml8Esa7OdJChHGik7YMG6RBR4s3qxb+aB3pAf9+A55fd6Oa/hen2t+Na+XIvVdv+TLVgPGjCZpEfLl7jnuyyzSTwyeceb5+v4xqqkuy/0yzdDm3uwiP1d4gTAPv7H/YV7uT5LWA+ZzNb728h14ExqLQZVGlOGBzALrYZndsMCl/hgAS80y/fUsStWD9RRBUZJZGghw50REOh3wt2cv8vjuEfShFrVemqhnIlo6ek8gFYUom9A7EiICBQTMze0yeqbDSqdExzNJDLBmu/g3cvTzJoVSDzfUeXp7mjOVbZ7emsZsCdxpDzYspAaxItEvpvnajTtRQoF6e5tPH3mBr2ydQkEylmlz/93LNII0L9fG0ETMRrdAfaFM+VidkbTHZjvPXLnOTi9LebpJu5tCEQle0yI76TM2WWfXzmNZIf6dPQxFMnKii6okdH2TY8V9rtSrrLcK3FVYY7OTw3UNGkLywMwymkgIE5Xb02v8h527+Zf7H6KoO3yldoblVolu3yJsWSjxYImbV5YkBkhNojoCbziBmkk4EqN0NJJc9NeunjAvken/tMrXDytvVLh/WDrB1+LQJf728p2293bZ2A+Lrb7RIiTfb3scCNEOE5WK1mEtKjJt1lgNhrgttcqiP0zDtdnrZfj45BViFP5o/y6MakwrtrncGqXlWpws77Hl5Hnfg1e5UhtmZrzGVXeM7eA4rdCmG5kEsUoiFcJYRaZjUi/aJDqk9iW9SYlfjbHKLtmUx+89ey+ViRYZPcDQIvpOGqwEd1hgtBSkohADohgwM1Ln7vIa3chiJtfg/BOnUFKSH5t5hc6ExbTVQBUJN5wq9+UWebY7SxiqxEMSRY0JixHCigfpPSMNJRDY76vxX8w/xaRex54IqIUZNrwCedXlgdICR+w9vrhxDikFDPmMZTpc2BhHURMaro0XauhqzFi5PSi4cmKFIaNHM2WTH/PIGR5OZDCaarPr5viJ6st8vXkCJ9JRBBwd2mM/yAJg2z4/OnmNh3IL/P/svXmQXdd95/c5d3/71q/3DQ00gMZCkATERQslyjJFSbYlO7ajkW25Kk40yURV9lRcKU+cZFyV8lTFZSdTqRpPIpc9lj0aq5TIsiVTskRKXCSRBAmQALEvvaD37tdvX+968sdrciCZIAGyGxvvp+pWv3ffvef3fud9+/7uOfec3wEY0Uqc6IzyeP4039vYx7zMcvLcGEPjG9gn4qhmN7uZnZXEFgV+BHxLoDhgHqxg2zreUhTFEWD4BHUdrdFN4yrC7vGf4M2m37xXLnzXSxiwr493EiRCrd0YN0uLt0XQthSX5+p7+bXMi/yguRdd+FT8GBmtSU+0yYXFPv6RKfoTdWq2xWomRV6rk9Bt7s8usD+6xAu1nTySusiANcYT1XupuBF+tDDBz4xdJKI6PLO4i4lMCddVwe3OpZa6pLXLQzS7C2DYTYN1W+PnD58gpzf55vwBhlNVysspjDWtu0LYrjaBo7JnxwqW6pExW6TUNifLQ8ys50iuS0r3BOyNrPD90hRjqQ0qfpSk1ual+g6qboQgEGT2b9Afr3NBdBdICQKFPfvW0UTAJ3KnKHgJcmoDzFUut+8horp8PHGKE51RdplrjCXL1ByLpNXhV/qPUejprnq21k5SqMZ5cHweRQTk9Ca6CFjppDh5bgyAWG+Th4fmaPs696UXmHdypPU2NddiLFXC8VUeTZ0D4EhilnvNBf6+dh8prcWXFh+hL1JnvpHB9jQkoHQUCsf70JTuQDwAoyJwUuBbErfHw1rUCVwN31PfyK2+tJJBbap4SR+jqELLvFUSvO0JL6D/lDBg3xg3ErhDvb07tjP/+G0RtFuBwQ6zwJeL78cOdCpuhKFIhqV2Gj9Q2DVYIKbbnF4ewHM0jqYn6DEajMZKKELyveJ+9sTXONEcxVQ8AD7f82P6zRoNz6TmRRhOVYlqDk5HR2zOW/aGbNR1Ez/jIa9EkXkXzfI5vtFdItd5rofToxmEAN/qToPKppt8dOgSZ6oD7IwX+HDyPKfbI1xc7CNyzqIxIpFRn3knx77ECt8t7WfYqvDtmf3kEk1WiylUzafZMVDiknyqQUR3WSimOVvo41cnXuW11gg/WpvAGnXZZy2RN+p8Y/Yemp5JIAUfyFwmorp8cuA1jjV20K9VuNzpo9+skdbbRLXus+yk1qHiRTlZHMTSPMYm1ql1TB4dusQT0/t5eHSOc41+xqIlap7JcLQCwKBZQRceSa3NPnOJdT/OLmuNv1p8mITRwZeCPal12r7OsZWR7mhzCYrHG6Po/ajsjgfQAAF23kediRMM2CTiDsvTeSLLKm5SdtffznV7OkJCQraWa40OD9k6rpWbfTvq/LYI2gCzdp5/0fMcf7L+MQCansnZjT4+v/MoDd/Clc2+rDgAACAASURBVCpXqhlsQ2e5mSKrN4mrNr1GjXU7wfHKKB/Pn2Gu08OQWeap+gHui17hP64+xKnlQab61zi2MIJsaBDz8TzB5NA60yujRKYN2judbvCZibGuxNCbAnswwCyoBKbEyfl84vBrzDWy/GhtggPZVUzF41ul+3jq7F6iF03ae2xoauhrOvPtLC8vjzKaKaOK7l2VIiRWxCFqOmwUklyih3yiyVo9Ti7ZRBWSZTtNTLU53LPAc+XdPBVMMVvJko50mK1lSRg2rlT5H/u/yylngF/KHGfJ6y75Od3ME0hBy+sO6Gr7Og3XJBdp8ZHcRbJaN2nLXy8+hGtrPHNuN4lMi5/dc5b9kUVUIan4UVypElNsdkdWWfYyfHX9AQ4kllGVAEv1mK9nmUwV+OHMTgJHJbKu0OkNsAqC1qAkMLt5zVsjHkaug7IUJbACFAe8hkbFTqCmHWSvR7AYwygp2D0+zlXraYeEhGwd76VBYDeTW3EjdNsE7R1mgT/deARN+DyaOY+luCS1NiN6if5IhTk3TxAcZDRTZr6c4RcHXuV4fZyU1ma5mSKm2/zdyr0MRKscjC4woncTYr4vfYX7UwuUvSgb7RgVw6e1GIdem7V6AjHSwh5UoKXRP1KiUOrtTuFS6eYer3dHcRsbKqvtBPemFzldG2SukeWpuSnwBJF5nU5vAA2tG4B6fZ55ZQoj1+HyWg8biRiOrbF4oZfYSB3PV3hocoaX5sZZCxSchRg/9+jz+ChcqPXxSO4SJ+rDlOwoLdeg2TZ5sH+emGqzP7pExY/ycmeUehBhzU2TUNtYikvJjrJQSZOLtbiw3sv+/hUezs5gKi4z7TypWIuzrUEyZotaxuIjg5dY6aQYNwoU/TjfKd3DgFmlR2+gIvlBeS8N1ySu26w7CQzFJ2s02dBi7IhsMN+XYbGSorM/wLwQwYt2c5qrZYF/uA7FCNqJOH5WQsTHt1TUtoJM2PgtDb+pochunvKhiQ2WL+VvsQpD7iTC1uP18Xb1tB2Dzt4LvNMR4nfFlC+Aqh+l16iTUlusuSmORGcYNS32GauklYDzts69fUu8vDyK46hU/ShtX+dAZIGlVJr741f45vohkprNopOj7EX5UOICfXqVc+1B7EAjbti0HJ121oGCSaWtEZ3R8QZ8Dh2a49TCIEHMJ7qo0Rp3sZZ0vIgkiATIfpuo5nJv7AordooX1sZR6hrR5W4ObnWgmw/dNnVwBVpNxcFCr6kUeg2UqoaMBDQqEYSAFwoJhCrpdEziywp/c/Qh9HQHVZXkrQYN16TUjnKkdwE/I/i13PN8s3o/UcXmT6c/zH8xeoIpawlLuHy3epClTpp704sYik/H1/jg6AyHE3P4KEwaq6w7SQDims0XB3/A16wHGDCqAJzqjPDR2Hn+opXk9MYA1XoEK/Ig9/SuENVcTMVnIlIA4KOpc9Q9i69fOUS9aRGP2uzJr3NyfSfSkChtBT8CXtMgsqARmJsLsdgqfsxHeAKkQLS7ed3dTIBUJMvTebR82D0eEnIzCQP2O+fqFb/ejO26obwtgnbVifC1ufuYyq3zLwe+x3lngIKfJK/VWfBSXJAmCbXNeKSIPyDYGd3gaHmcnfENnijfy67IOmtuipzZIkCwaGf4bO5FjrUmmOvkutOSrkyRjnSolOJdo4ZEaaj4EYnaVjg1P4iUgv4dRYqVXgCiq5JWn8Dv99k3uMre+Cp/vvAhLr82jAhAbwqaBzr05Or86z3f4sf13Zyv93F2tR/bNFErGv5QB5o6qi2QhkB6CkrMxa8ZmAsaviFx0hKtoiIKMTq9HheSvQzHK/xXO55nwlhn2csw7fQSSMGJ5hifGD7L04XdDAyWSastcnqTcavIiFGk4nXTpKbUNv16lYPGKj9sT7A7sspTpX0MRSpMO72MWUWyWoMlO80PNvZyrDpO3TGJGQ7/7OAxnlg9wGRsnUPReXyp0JE6x5xxnigd4rlLu3hk8jL1dHfg2I5YkQtjvbQ2oii5DvJKlPgpE9/sPnEAEK5A6hJzQ8VrKXhpHzcdoJcV3BEH2VHR9XDKV8iNsR1rI78XCOtp67jZS5m+bUY0IcSIEOJpIcRZIcQZIcRvb+7/AyHEkhDixOb2yavO+VdCiMtCiAtCiI+/nQ3PU4kZLkdSc5zojHK0PsFfLr6fc51BWtIkqzaIKTYPxy6x0kpR8yw+P/AC+6NL3BNbYMVJseHGOb42zHonTkLr8Pfl+3m+PEHbN/jbmUPc07vCgewKkyNrSFtBq3aXmPQi3bSlFE20ZZNiNYZUQN/QqO6W2H0+NDUCBMfKY1y83M2BHpiSQANRMvijvV/n/1n6SLc1r9v0phrk+6uow63utCwgGG0jjQAr3UFVA5SYi531ET5IBby8izPUTXCydK6PxUaap4pTvNCcZNnJMKSXCaRgptVD2Y2yK7HBTmOdmGJzJDrDE2sH+LezH+OzuRfRhc+HY+cBKAYmabVFVm3wCz2vktWa6MLjFxInOVbfAcBotMyLszvQlQBT9YgqNh1PY81J8uP6JAtulkUnS1LvUOjEGR8oktA69Ft1frXvZVY6KQ72rzA0VmSst4Syo0lzOMCNS+wevztXW5dE57XuimMe6BUVra7gpgOsSyZaTaXT/s/JVW6G7kLuPl7P6vUOU6De1Zp7PTPXT7euwxb21nEz6vN6Wtoe8D9IKV8RQiSA40KIJzc/+z+llH989cFCiH3AZ4H9wCDwlBBit5Tyms0ooUiKjSjfWrmH/2nHE8w7OUqtCE+v7yba76Bb3RHhqgj4b0ee5a9XHmYyssagXmbG76XmWTiBxvsH5sgZDV4ujRHVHAzFZyxS5BVtiBdnd+A7CsaSQbTVzXLmpCXKcAu/rZPrrVE+l4OFGH7aR4m7iDUTvaLg9HicX+4jWIxitsHu9/jIPedZayf4cM8lvrT6YRarKRxfZWath72DaxiKRyPSwlB9iu0oO5Il1toJFCSzhSyBq2JWFILdTXb1bbBSS9LqGGiaT6sUZfl0H4XROBc2erE7On8pHmRX3wYNx2SmkuNTw2c4bw8y3eklpbUptaPsz61ysj3GzyVOUgyiFL04uvB4obGLqOJwILLIHmuFJTfDK/YIg2aFRTvD03OTKKrPJwbOcLnViy58DuWWGTbLWIrLuLHB9yoHOByf47F0gx9Up9CFT69ZoeTFCaTgSi2D7WqMJ0tsWDEqpkV0vIEhBUJIWleStAd9jJLSXct70MeoKCiOwE1JvB6X2GYGt5ulu5C7m7frvnwT7lrNvVldXB1cwsC9tWzneIu3DdpSyhVgZfN1XQhxDhh6i1M+DXxVSmkDs0KIy8ADwAvXOkFVAzKxNntS6zQDkwdi04zuKvL36/fSCgzSSouX2xMctBY4aK7weP40UcVmwc3xoejFN9KZPrexiyAhaLkGU8lV/vboEU72DdJeiZO4pOJHwCpI2r3QGfQZ3b3Glbk8al2lVMlilQTtQZ9ovompe8hEm+pCCjSJvxZBkSCmGuzJlfhE9jW+uvoAR8vjvHp5jES2iZSC3zrwPE8XdpMzm7Q8g5lijgN9K7Q8nWIziqYGqGfjRKpQ2+/ysR3TlJ0IlY04QpX4hkJ0Vqfd78PpBEoFgtEAAsGi5eI4GrGIzWInw6VmLwNWlUfjZ2kNG+jCp0+v8MPWbqp+hHsi87zU3MmpyiBTyVX+bPFDPN53hoVOlh+u7uRjgxdQkHx293FqnsXJ2jAxzWHRyVJzLY5kZjjdGaHoxak4EVqByYulnVyo9NJ2dTYKCabGV7i81sNEb5FSECWQgoO9y9C7zPHl7tS5DwzP8po1SKGUxNZ0xLKG2lFQO92bJ6lC7KJBa1C9qboLeW9wvcH7vaC5MDjffLa6zm/ombYQYhy4DzgKfAD4ohDi88AxuneoZboif/Gq0xZ5E+ELIb4AfAEgO2jy80On2GWu0a91B0fp+HwgO80vJE7yVHOKfeYSKpI/K36Q98VnWHPTPBi9zJKX5lRjiLIdpeGYnCwOMpYoc7w4Cgq0CjGMqkJ7QBLo3YAtsw7//PBznKoPcUXPIXyNoN+mrevoFYX8niZeoLC8mkGaAaKlojUExv4qB3tXmK1l+eNLjzGcqJAyOuwZX6HUjnIgvfzGs/kfz07wgR0z1GyLM+v9uKdSONkArabgDnoEpooa83hhaRz3bBJ9V5MjIwscSi7yl/pDxDSfVtakU+tmDPPiPo1KFOl0n2jM1HMcyc2jEvBU/QAKstuKt3t5uTLG+zMzpNUWZTfKwfQyKbXNg7k5Ztp57EDjMyPd9bzn21keSExzzN3BkdQVluw0rcCg4ZqctYdYstPolo+m+PyH6YeoXcogVbBG6mjrBhc3xggiARfqg6AFlKoxxHwErSPwLYkXDXiyOQU1HQJIjNaokwA9QNth47Z1zGmLdm+A4l5zQMe26G50dPSt5B5yl3Gti+ebBfNQcyHvlu26QbruVb6EEHHg68DvSClrwL8HdgL30r07/ZMbMSyl/JKU8oiU8oiaitEJdP50/iN8p3aI1uZz2B6tzlmnnxGjSFpt8ZWNhxkyyxS8JJfavVT8KMdbO1hpJVFEQLkZoda2OF3oZ+FsP3pJRW12XRQuCE+gDrYwog5fnTnM3vgqhyYW6Tm4zmcPHuMX3/8yU4/MML+cY3k1g1LUEbZC364N7nv0AgAvzY0T1V0m0kUCqaCJgN8YehHPVzhaGOc3Jl5ipZXEiji8vDzK0kwPzcVEtzU5ryJ8UOsq7ojNWF+RoVSVPR+a5demjmGqHueb/ezpXUdXfWQg6BmtIEZaYAbQ1BAdBbtiMX98iL+7eA8VL0rDN5mKLFH1I3wsfob7UwtktQaWcImrNidKwyzaGaabeRZbaT6QvETZi/L99T3UXIuX6juZiBRwpYqmBJwsD7FQS3Gx1c+VVpa/mn2Q52cnKC+m8GMBxlCTZLRDMNjBz7pYKyqJ8zqpV030C1GMmsDO+XiDNmpbgbpO384NEFAvxoj3Ncjk69hNg3iyzeRHZ9h1aJG+/es3VXf5fDjFLORNB7PdsZoLB5jd/VxXS1sIodMV8VeklH8LIKVcu+rzPwP+YfPtEjBy1enDm/uuSeec5PlDBhrzPI/B89xzjSObzJPefO1ygf1vmGwCwxSux503+CEWsEaSNY6jAAGwxiRr/+TYMjBI6SfeA8wDf8UIebpB/Tuk0Zhn4Aa+hw08jwHUN/fUybPG6//e2bc4dxoAheN0B5Wd4IHNTyJ0H7MBLG4e1wHgKwwDEo15bOAScOmNegVYoueNsjtk2XjT75C8Lu+uPn76J96/7p+9+Tf+U8dvt+5CQn6aO11zYff33Y94ux9ZdG/dvgyUpJS/c9X+gc1nQAgh/iXwoJTys0KI/cB/ovtsZxD4PjD5lgPRhKjDZtTbXnqAjbvEzt3ky9V2xqSU+VB3t6WNu83O1TbGgF62X3MFoEmoh9vNxq2yMyalvLHul6unSLzZBnyQ7nTb14ATm9sngb8GTm3u/yYwcNU5v0+3oXYB+MR12Dj2dsdsxXY32bmbfHkzO6Hubj8bd5udW6G5UA+3p407yc71jB7/EfBmD0q+/Rbn/CHwh29XdkjItQh1F3KzCTUXcidw3QPRQkJCQkJCQm4tt0vQ/lJo57a0cTfauRU2Qz3cnnZuheZult3wd7pL7bztQLSQkJCQkJCQ24PbpaUdEhISEhIS8jaEQTskJCQkJOQOIQzaISEhISEhdwhh0A4JCQkJCblDCIN2SEhISEjIHUIYtENCQkJCQu4QwqAdEhISEhJyhxAG7ZCQkJCQkDuEMGiHhISEhITcIYRBOyQkJCQk5A4hDNohISEhISF3CGHQDgkJCQkJuUO45UFbCPG4EOKCEOKyEOL3trjsOSHEKSHECSHEsc19WSHEk0KIS5t/MzdY5l8IIdaFEKev2vemZYou/9emb68JIe5/l3b+QAixtOnPCSHEJ6/67F9t2rkghPj4ddoYEUI8LYQ4K4Q4I4T47e3w5y3sbKk/N8J26W47NLdZRqi7G/DnvaS5zbLvWN3dLZp7Gztb54+U8pZtgApMAxOAAZwE9m1h+XNAz0/t+yPg9zZf/x7wv99gmY8A9wOn365M4JPAdwABPAQcfZd2/gD43Tc5dt9m3ZnAjs06Va/DxgBw/+brBHBxs6wt9ect7GypP7eD7rZDc6Hubtyf95Lm7nTd3S2au1m6u9Ut7QeAy1LKGSmlA3wV+PQ22/w08OXN118GPnMjJ0spnwNK11nmp4G/kl1eBNJCiIF3YedafBr4qpTSllLOApfp1u3b2ViRUr6y+boOnAOGttqft7Czpf7cADdbd+9KcxDq7kb9CTUH3CG6u1s09zZ2tsyfWx20h4CFq94v8tYO3igS+J4Q4rgQ4gub+/qklCubr1eBvi2wc60yt8O/L2521/zFVd1d79qOEGIcuA84yjb681N2YJv8eRu2s/ybpbm3KjfU3bVtwN2nObg7dXfHau5N7MAW+XOrg/Z280Ep5f3AJ4D/XgjxyNUfym7/hNxKg9tR5lX8e2AncC+wAvzJVhQqhIgDXwd+R0pZu/qzrfTnTexsiz+3mJuuue0sd5M7VnfvEc3B3ae7O1Zz17CzZf7c6qC9BIxc9X54c9+WIKVc2vy7DnyDbrfD2uvdHJt/17fA1LXK3FL/pJRrUkpfShkAf8Z/7kZ5x3aEEDpdcX1FSvm3m7u33J83s7Md/lwn21b+TdQcb1FuqLtr2LgbNQd3n+7uVM1dy85W+nOrg/bLwKQQYocQwgA+C3xzKwoWQsSEEInXXwOPAac3y//NzcN+E/j7LTB3rTK/CXx+cyTiQ0D1qq6YG+annqn8Il1/XrfzWSGEKYTYAUwCL11HeQL4c+CclPL/2C5/rmVnq/25AbZFdzdZc7xFue953b1XNAd3p+7uRM29lZ0t9Udu0ejFd7rRHaV3ke6oud/fwnIn6I7KOwmceb1sIAd8H7gEPAVkb7Dcv6HbveHSff7wW9cqk+7Iw3+36dsp4Mi7tPPXm+W8tvljD1x1/O9v2rkAfOI6bXyQbnfQa8CJze2TW+3PW9jZUn9ute62S3Oh7m7cn/eK5u4G3d0tmrtZuhObJ4WEhISEhITc5tzq7vGQkJCQkJCQ6yQM2iEhISEhIXcIYdAOCQkJCQm5QwiDdkhISEhIyB3CtgVtcQPJ8a/K4LOt3E127iZftsrOjWhuq2xe5/cK9XAb2tkqG7ej7sLf6S62s9XTGjZHo99Qcnzg2HZ8j7vZzt3ky1bYuVHN3Um+3S427jY7W2HjdtVd+DvdvXa2q6V9K5Ljh7y3CTUXcisIdRdyU9mWedpCiF8GHpdS/teb738DeFBK+cWrjvkC8AUARVcO9+xKoYkAgD6tTSXQqPsWUcVBIFGExAk0fBQM4dH0TXr0Os3AxJcKLd/A9jR01Seu2RTrCYQP0gwQTvfexOs0MDMWku7M+ZTRpuUbmIqHJxUUIWl5BkEgCAKBsBWkCorhoykBqhJgexqaGuD5CjmziStVJIKabSFEty69WgsrY2EqHnXbhEAgPIFUQbgg9e43iERsdMXHUlxcqWEIj0AKqm4EVQlwfBVFSFxXQ9N9PFsDVUIAfq2Flolg6S6aCFBFgKW4CCBAkFE7OFKw7iYBiRd0y7JUF0u4CCGpeFG8QCGu2ZiKhyVcHKlR9SI0HJOk2aFdtnGMNMIT3R/OCpCughlxcH2VwFfAFYgARABS2fyrdjfhgzQkeKL73ZWr9SbQNY+I5uJU2iSzOmtnOjjSFtuhuZ/WnWmahw8cOHCjpm6YQqFAPp+/423cbXautjE3N8fGxsa26O5qzcViscO5XC7Uw21m41bZOX78+IaU8oaMatvyra4DKeWXgC8BjB1IyN/9/+5FJaBfr5JXa6x6af565WE+0/cq4/oGPoKO1IkJh6cbU+yPLJJTG3yjdIQDsUVm7TzrdoLRSIkLjT4K7ThX1rP4NQPhCNSWgupAoIGXDNi9b5FdiQ2eeO0gQpVQ0yDtEgsEPzN1nh9emUBejONmAqIDDdwzSeSuFjt6i6zUEyQsm75onZZnMJEoMlPPMZEosj+2xHcL+ym0Yjw2eJ6jxXEUITl3bhg920HOxxABeNEA4QtkxoWmhpntYEUcLN3DqMTpy1WptiIkIh1WF7IIV4EAhCcIzID+HUXy0SaH0/Mk1A7fXL6HHckivWYdgN3WKpbi8kxlL1mjyUonyfuSV1hxUhScBKbiYSouK50UMc2h7esoIuDB1Cx5rcY3N+7jsexpLMWlFZj8mxOPEyxFAQgsiTQChOkjWxpqXSUwA7SWQqBLhCcQPniJoHuDIiQooEQ8hCKRfvfaGDR1MH1ESyOqSoQrsL74b26a7o4cOSKPHTu2rfZCbm+6WSfh8OHD22Yj1FzItRBCXLnRc7are/yGkqCX3Bh/cuxn+U8LD5BQ2jQDkytOD21P5+/W7uM7tXuo+DGeqU1RCaJEFYeYYuNLhRGrxIaXYKmd5mB8iVcrI7Q8A4BMskX/WJGenSW8nIeblGhNgV5RWHhyjBdWxxAtFeoaKKCumAg14PjaMAA9R9bQSwqt5ThuOkBcjnJpqZcHB+b53OjLmy1Xj9V2gtlCjpl6jmO1cRarKYbiVV6tjNBjNemxGhw+OEM60Wbg0CpSgciqCsBgf5mBnQXcsklzNkXhSobIiQgbL/fRXI2x8Vpvt6fAB2kFJCcqRPua7M2sYygen0ie5FRjiM8MnWAyus7+yCJ9enfxGleq/GzmNN+5MsVHM+cBGDLLPJ45hR1oKEKy1k6Q1lsU2nE+nj3DC5WdtAITgHmnh4udAdJqi1yqySc/fJx73jfN7qlFMn01FFWya3IFxe22ptMHN+jfv44c7hDbX0bJ2ezZvYSI+GT7q2TTTfyOhjEdQaybqE0FY7l7U6XV1M0eiJujuZD3HkKIf7JtAaHuQn6CLdLVNdmulvYbyfHpCvizwOeudbDrqaRSLQAqfozn67uYbuRRlYCk0abt61iKw97ICq+2xugEOhc6g0yY6wwbJY7WJ6i5FgC/3HeMF+u7eChxmQ0vyYVWH0/PTDK1a4lCM06JLEZZAQGt4z2IdEDvngIdR6eylMSYsygPqsQybVam8yhRiZK1sSyXYDWFt2HwlDuFt1/htaVBHhqbI645rKUSLNeSRDWHX594mXPNbn74pVaKHqvBdKmHZstk3+Aqjb0lahey6HXByrleJg8tkB8r03E1GotJmvttpKuQyDeoF+Jk+mq4vsqennVmK1mSURdD8fhYboan6ge4PzFPyYsxbJSYtvvQhU/dt/hn6Zc57+R5ZGiGkhdnrpMDwIq53JuY52h1BwCzzRzrjTjPVXezN77KspNhNFLig7GLPN+c5AfVKX5z7EUAhswKAGciAyQHbPZEV/mHByV90RqBVOj4Gk3boLKWINHb4MJctx6qtRhB2cDaUHFSAVpL4OR8/HSAUCVeR0XpvKt7yBvSXMh7g+2+gHKH6e7q+tiOR6MhP1mvb6a/d1vv2xK0pZSeEOKLwHfpjq78Cynlmbc6pzfe4H/d8U2WvAzjVpGk1gHg19Mv8cP2BCdbY+yLLPHl+Yd5X88Vho0iLzUmGDWL5PQmZsLjmeJu9iTWSGgdLMVlzU3iBBqxiMOHey7xg2APyQMdhmIVXnhuP17KJzqvsab2IHVJrL+J16NAw6R9JYEA/LgPNYPh/gKl9zvYF3OIpspzL+4nsAIqA1Hen5oGYK6Rpe5a/IdLD5GLtWg6Bp6vMLuRw+l0q3q6lGMyV+BkfxR/yUJmXKaPjaI44PR5iLiHtBUGx4oUKnGmdi0xHi+xK7LOXCfHUiPFo/2XiKs2p5vDfL7nR5zqjKDoAR2powufAb3CuFGgT1VYVjp8If8s/1A7xC9ljqNsjhv4WvFBdkY3GLYqHC2O0+oYvLA8jtOvMRopMdPq4SvOw3wqe5JBowzAN9cPARDVXD6YvkQrMFl0MkwmC2w4MQzFY6WZJBXpUBEJ6mtx1JpGbElQ2+1hlhTcmCSIBEhbRW0q+BGIzmt08gHaSPOmai7k7uQmBOo3uJN093q9SCnf6GkIA/f2sV063LZn2lLKbwPfvp5jo4ZDPtKgGZjU/Qg+giOxGWbsPhyp0Al0ho0iFzoDmJrHbDNHXLOZb2epeRFGrBK68Gl7OgAPxGZIKG0eS57i25VDPDBwhWc3JslHGpTsKJcqebxeB6WqY+cCtLqCCKAVNYnEbHAFCFAcgWio6KPdYPLZseP837UPIS5H0VoCOys49+IOeAg+kJ0mb9R5dm2SXKzF0okB/H4b2dLQSyrBgIMQ0LqS5HRHR5YNFBe0ORPFAS8i0YoaXtpH+ALH0zgyssCAVeXTmVfoV5tcsnIEUmHAqFL3LaZiy6hIRvQiZ+0h7EAnqjhU/Si68Hm6nWfO6SGttshqDRypsuD0klZb/ELmFZa9DD+uTmKqHgcHl5kp53ju8i6G8hV2pjb4VPYkzcBkUCtjKS6HUkuktBbHquMk1A5fX7mfhmMQN7qD0uYv9hEdbNCqWYiO0n3+HgloDSjoFRXhC0Qg0aoqXiJA2AIUMD+wgfdqjkyixepN0lzI3cnNDNivcyfrLmx5bw/X0uFW1PEtG4h2Nf16lYfT07zaHudAZIGP6BsUA5ORWIWjnXEmzVWW3Awna8PkrQbni730R+p0fI2p9DIvVHbiyW7X6mwzhyIkh2OzpJUWI1aJmXaeqeQqipCk9TbP18cRDQ3hCgIrQCqQnKigaz6lsz0Q84mO1WjPJJEKeDNxLq5GaTgmn99/lNOjgxy9MIG+riM8OPfCDk7lRlCjHvlsjbWZHrACRNFAmgGqI/CaGlpPG0/R8AoW0gpwVUheUGmMBRgVBeNABUv3eGTgMifKwxQ7MQIEl+x+hqKXsYTLRKTAE2sH+NzgUVqBlQ8IpAAAIABJREFUSSWIsOqlWHeS9OgNLrT66DdrfK34IDHNZiqyDMDZ1iCW4tKROh2ps2BnmWnnuVTN8xsjL1L1o7Q8A9dXabs6Fyt5vua/j5jmsNZJMBotYyouU5El0nofz1T2UmpFMDSfSjtCcSaDjAQ0qxbmgoHWEjR3O2gFHT8SIA2JKKh4KR814SIkUDDRKyol0ph7GzieegtVGHIncyuC9Z3O6wEkrLt3z82sw9siaG94CQKp0KN1p3Adt4dIKy36tTp5rcax1gQbbpyjs+PsGijQtg1W2wl+rf8oLzUn0BWfjqvx/p4ZOoHOPdEFnqvu5bH0KS63+hixSsTVDv/v4mFsX6U6nQFdEkQDlJaC3hBUVpIIT6A7IAKVpkwgEz76hoab9dEqKo6vstta4en13Ty4Z4ZL+R4AGidzRGd1gvs6NJ7uQ0tL9D013AtJggjkH15h4UoPiiIh6TE6WGStmkDXPWpBEoDdH5vGCVRGYmUavsmn+k/zfHmCYifG90tTPFnax5BVYTKyxqP5i7hS432RWZ5q7Gem3YMqJCcqw2TNFmUlyjMLu4iaDomRDq5U2RNdxZcKT6wd5MM9l1iy00RUl8FYlUlzlU6gs5ZOkjVbPJY9zVeWHmKxkaZQixMxHZJ6h1dXdqFNBFyu9/B43xlObgySsdqcuzyEknXQr1i4iQCpQrs3wFjWQYBnSLJDFSqdLAiJqvnouk8zomNUNURBJTroUFpJ3UoZhtyhhEHn7bm6jn66vsLu8nfGO9HdVtTxbZF7PKo4PFuaZNwo8KPabv6heIhlL8O/OP85nqvvxZUquvAZyleYLWT55MQZ+iN1Cl6CPr2GJgJWm0kKToKU2iav1sgZDSzhcl/8Cl+bu687KtrVKdViBCkPAJF0iOyqYud8rBWN1EiVyKrAqAjUhoKxriFViF7R8HIeg/Eaf3zpMdZqCVJ6mwf755nMbmAeqOBbkk7dpLHX6ZYtIH6ghJ7usCe9zuBoEbthQkPDDRT6UnWkFPRMlNDybV47Oc5qPUFab7PWTjLXyXF/aoGJxAYXSnnKnShPLuzhdHOYo+Vx0mqLJS9NVHHoN2sMm2Xel73CgFVFFz6/svNV2o7O12fv5eXSGDPtPGtuik/1naIT6Ly4Ns43zh8iQPD9+n5iig1An1ljr7nCv935Nf75+HP87oEneXzkHAcTSxiaz9PLk0Q1h6oXpSfaZKMVQy9oGBcjqC2B2lHwDTDLCoEGgQpKzKV+KkdsvIoa94hFbJqFKKgS35CIPQ3KK0nQwgtGyI0RBux3xk8HjquydYVcB28XfLezLm+LlrYjVf67wadpBiZx1eZQbIFz7UEe7p1lpZPkR9UJKs0Ipu6xb2CN2WaOptudlpTQOpSdCL8+epS8VufZ2h6OMUFUcfhu9SBJrcNYqszFcp7RZJnj60miqTZyNoXtmbQAGQmwc9BZTSD2+Hzw8DnWWkkun+pO/XLSYC3qvGYOEUt0uKdvmbV2kn3JFR5Ln6bZY/K/LP4y1ryBF5EIHz4xfpbXykPszhWYa2TZkSwRSIHtatQ7JknL5v1Dszx5dh+KHiAjAZVKjHOpfjThM9fM8Zu5H3PKGGbQrFJwEozGyzR9g/vTC6gi4MeN3UQVh4Zn8oHURepBhC+vvJ+BSJWDsUUeHblERHVZaqc5V+snqjlMl3pIRTpEdZee/gIzlRwKkqPFn+dgepkT5WFKboxP514lrTa55PXzeOo1vl/fz1i6zOmlAaQUVJ0Io/Eyq/UEgSnRG4L2gI+1ruIbXcEqHrjJAH3ewotIWi0T03IoFxKIiE863aTsphDrUdSsjd+5LeQYEnJXEd7YbD2vB+VrPWJ4qzp/t63t26KlbQiPb1cOUQ8ifCBxEYBho8zeyArnS31UmhH25Nf59NgpmptzsH+u/xQKkulGDz+Xfw0fhRcbO7lcz/NsYZIlO80PFnejioBDqSU6rkav1QBPobUWwzckUpEEbQ1jVUNqEuEpxIdrOIFGzmry8APnSe8skdxXxI1LlDUTz1O5XOlhNFYiqjpc6AyQUNpMTi3B/jpaU+D0exyMLvD54Rd4PHeaj/We52BiCVVIJjJFHKc7R/rVwjBCCwhcBSQQCAqtGI/mLjKVXKUeWKTVFkU3xmonwWdyx9kZLVD1Inx1/QFOlIb5mwuHyelNvl46wver+/AChUInzp/NfZB+o8bD8cu0PJ2abXFmdQBfCvZlVvEChf2pFf5o79cBaLkGbd8gpjuU7SjfKR/kifK9rDtJvlW5j4zW5DN9r/LozktMZgoMRLtzwb1AwY8EdPIBRllBa3VzqXR6fbSmIH5FRe0IzKKCZbkIAVpRR9EC6uezKLaC1AOCkolSDYN2SMhWE7agt5+reyq2u75vi6ukRPBLmWNMO71c6Axyf2QORQR8tfgQnq8QBAr3pxdIqW2mUqscii2Q0xrMdXIMRqrM2t0scE8t7AHgt/f8AIWA3HiTs/UBip0Y//O+b/NMdYqpXUtcXO7DsxViCyoIlUAFFBU3EWBqPmfW++lNNOiL1Hm4/wpPnLgH0WdDVcf3FDZmsnxrLUW+r0o20uIFdYIP5S9z2hrk1Ct70QsaT1emiKkOg2aFHxV3EtUcHum7jI/Cq/YIixd6kXEfPeLiF0yEBGkqVH/Ux/cf28uv9B/jD+c+xXi8xKBVIaO3mHPyRBWHf1zfx4P5Oc6s96PrPqfrgyw3U6hKwGi8zGIzTcfVeKU6wnMbu7BUj4nUBvfmlnitNMhyK4Wpeax0Unyp/WFma1k+N3qMv5x5EFWRDCcqfO/MPj627zz/uDDFf7njFfaZS/y4uZtfyb2EIXy+VbkXV6p8ZPgyT8tJLN2jOJNBbauYJYHWUhEeuAmQikSq0KlZ9ORrNDMeNHQUTaLXBb6t4ScCtMHWLVTh7cl2zPO8m3j9eWzIW/N6PV2vdsLn2++Mm1G/t0XQFkgmtBYFv8OGl+TZxl5SWosHEjPUXIuI6lL3LYaNEh9PnyKttJh2eql5ET6TO853yodY7SSo1SP86yPfourH0IXHr6aOcTbSz5cWHuFce4iE1uHich9WxKGdB9u20KsCsyLRm4JAV9hYT/Lgnhmmyz34gcJsLYsa9WDZAkUSLEaJlASKq1JZ76HqgtPrsTSUQgiJ8kAF9WSaZ05MEettko62Wb6cR8t1sMY8HkzNEkt0aC9ZBL7A9QVmXaB2BKoN7bzk5LkxrlQyjKXL2IFKJ9BZaGV4urGbiOZiah4lN8ahvmWev7iTQjKOqgS0XJ3TGwPUmhaG4XGlmmUgUWMysc6lei/r7QSr5QTLfhrTclgspknF23xm5DXOtQYYSta4uJZnQWb45UOvvNG9/+zGJK8aI4xFS1ywB1FEQE5vYikuigiIj9s8ubSX6HCD+9+3wA9P7SE6qyN1UGzwot085PqCQSFIYSRtXFsjUCVev4dYjCBcgVMxb7UUbyuuFYzCaTo/SRi4r48bCSiv/w319c7YTk3eFkE7QGHBN0krLfr0Kim1hSoC0mqLPrPGUieNrvjM2nkUAioiRsmP86nsSYpenOV2krzV4AM7p/lhdQ8fSZ/HEi7/rvAov5B5BVPz+HD8PEdbO/mZyfM8O7eLbLpJ62wEqUE7L7A2IDED1UGfY1dGUdWAfKzBwtlRossK7b5urnCjIpAKtPskkYLAi4BR0KiUc5i7a91c4UMuuALHUTGTHjLm8diu8xyILTJv5/jtPU/zR6d+EaOq0FYlTjYgOtigvhHllw4f5xun7sN9Icu5RIZABS/rYRQ0vNEOyrIFAtZ2JTjQt8IDk7Ok9DZVN8IVN8OBnhVmjRyqElDrWPRZddbsBJris1jswfdUAlehXYyT2VGm2TH485Pv5+DoMrOlLFIKctHmZle5zUI9Ta1t0axbnE320ZdoEEjB54Ze4tXGGABJrc1vTfyYbxcOcmp9ECXi4Uc0zKLojgcoCuysRCqABNfWkA0NEQik4Xd7GXQJMrzwvs71/sOHF9YuYeDeHq5OyLIVZYVa7XLHP9OWCObcHhypoguPcaPAsfoOFpwcvUad/6b/WT6VOcFfHXsYV2qsuSm+t76P/7j6ECU/DsBcPcdKK9Wd/hV05yKXnCj/ULmXqObwF+sf5ExjgKTW4cjwAhvzaQCiq5LYisSLb65rsWQh1y2cssWll8cIrIDGLhezqODlXDq93SlNIgAvAs5kG6fHR2sJ5MspKo0o8Z5uMhZFkVTaFooe4EqFH1UmmWn18GpjDKfXw4tLzKKKYgvsi0ke3n+ZfdFlfuO+F3ETEsUVqA4gwMn5UDDRJhp4PS6m7gLQYzSZq+foeDqFcoLFZtevgWiNjUKCtU6CvNFgqZHCsTXEioVS1lHbCs1XczjTSZQVi+lSDtdV8X2Fyyu9XKrlOXllmGItRsRw6ctXiZndJCrL5RRfnn+YDSdGzmiwYqd4rrybBzJzNNsGqu5jD3jYuc1VzyKg17sJayIzBrKhEZ/R0CsKQUsjtihQOgIz277Jyrs7CINVlzAgvHveqnfn3eos/H22htuipa3ik1MbpJU2Hanz/dp+AJ7cmOKX+l7hbGcYXXhke2s8WdpHxY5QbMUozmUYfKhK3mowmShwODbLQWOF/23pUziBymCkyqHYApPZVV5oTrLhxlnppDi+NIJWU0GCkxAEBmgt8A0BdEd/E4BRFiBV9Jog0ABXIUh6+B2dwJC4miQSdWg2NfQGSA2883Hk/hqJwTr2mTTcY6MsWbyWGyRuOOSsJg8kpgnuF1yq5Vl6ZgTFFfjDHUp2lMPWFTa8BD/72CuMWCUWOllOlwcIpKDcivD42DkUIRk2yszbWZ5ZnsTUPJaqKfqyNXJW94ah5enke2ucXeqnmI2yupJBLepIVZKYVahPBCAFVkHgRcE7kcbp8bFWVZy05GJ9EKOoYvd41AV0ChFE3GP38Bqj2TL5SIPHsqf527XDKCIgbzXo0ep8eMc0l6p51tQEai7AP5nCi0rcbIBeUfASkuiC1r3piUu0ika7T+LHfYKOfss0eDtxq+Z/bhc36s+78SNMGHLj3Ehd3c46u914uxzk75TboqXtSI3z9iBR4dGR3Qv3q8Uh4prNspNhrpNjzU0xlVvHCxQM1WckWUaaAZ5UaXom37kyxcVOd3GKyfg6TqDhbbbcT3VGeDA6jS58XpzdQaduYlQFerPbCtRaYFQlIoDUZRB+N72mm5BITeKmJHafD4pEK+h4sQC1v01gbl4gIj6by1bjxSSG5pGNtnFT3WlcfjTAdjUq7QgHEsvktAa7o6tMpVbp+eAKwUiHdKrJ/ZkFpt08u8w1RqwSpuIyYpVoOga+FNi2Rly1iSoO83aWe2PzfHLkDMOJCr6v4HgavWadY3NjNF2TwmKaoGRSrMXQow5B3sGodBdLiS51U7ciQGuC4oBeU/Ct7vQtpaPgxSQi4qO8kuh2ZdsqS9UUk8kCWaPJS/WdDEcrXCj0AtAKTDypYGku+WSDiOFi9/g4/V43z7jR7QH3I5ujLBWJHwtwM9186NK9LeQYcovZwhW4QraBO/G3uVpTtyjV7ZaVdVu0tC3FpeFbfKdxAICLjV7ajs5yM8XvDH6Ps/YQ/1g8QLkT5eL0AEOjRYr1GIMjRV5YHmdndoOkZfO9lSkuNntZaqZRhCRv1EmqHVbcDN+p3cPXz96HOmcRLXZ/NN8EPypxpQApuu8tgdYAxVWRKpgbm8ErUHB7fbyUT2awihco1HUD52ISbayF1gAnI1E7gsqVNJmpFUZ3r7FcSmLNqlRIExuuc7HZyzeu3MP/z957Bkl2nWeaz7k+b3pXWZVlu0xXO3Q3Gg1PEILoRJEi5UY7onZGip0ZKdaMtLsxETu/NnZ/bWh3InbWRCxDMauRRpqRIeUogqJIgCRMA2h0A+1tdXX5yjLp3c287uyPBDdICiRBEkRXg/VEVFT6vPfmm/ne75zvfN+nJq4yb28RSoWM1SVvtWkHJi8055m3txjRa5S8NJ9feRBD8/mtqRdRheRad5R2YNIPNZ4tH2cutkPO6PBfHXkRRYRcbo+RTHRYLmdQoj6qGuL1NZQNi0hTgATFk3hRMaj01tFwJjyMsoYUoHcFvSMOyoZFaEgiNyykAva6iptQ8FMqFyujbFWSHBvbpGg3iFouy60sH09fYaOfoqba2JpLMdNkNT5IbgsrMWKHa9QrMcSWTj8rsXZVvLjE2hH4toriQe1eCvE+5/0WBX2vH9fvt59vd//9aDZ7he/MGbhftfZ2xn2/7ceeMO1WYGErLmcbB5iIVLm2NYiY/9uDz9MKLQKpsNJMU2/bIGCjlObE9DqXbk9gJPqkDYe04ZDQHB6NL/IHvSc5nNgirXX4/O5polqftU4auW3ixUOMhkovK/HjAWpHJXlbEhqgeNBPC6IlSWP2reIgSYnaFfTTAaKjEhtv0vc0gkBBuMqgopcUdI71MZdNjBq0krDTGsy1nxpf583ledSOQr+vsdzMMpmssdAZQo2FbPXizMV3+O9zL3HFTfOF2ilCqbDYL5DT2sykyzySXGbVzXHQKmGrLg9Fl3mhOc9K3yaZdFj08ny9cpCOZ1JqxWnXbebGt9ntRKmtJwflWTsCxQck9HJiMC/vCfyoBE3i25IwGoCiQcXEz3uk8y3qmRj6hoGxJfAe7KC8GafdjsNUyOLFGS5PBMhoQCMa4V9t/zKZZIfdjRTjk2VubA9jW33S8S79Iy4nhja5rIwQZhVysQ53VgoYmzq9IYm9IfCj906De4n9pKrvzw/TkOG7DVdKKTl9+vS7t3H3Ge9kSuH9rMfv1MKP64Tk3fpe7wnTFsDZxgF2nRgFs8lDo2usttJEFZdAKrRCiwdzG1wSRUodg2S6w/VSARSJrgdMRips9ZP8/cphSoUka/UUo3aDI+YGpUiKEaPO3VZu0KQiFHQmA/Scgykk5q04TgEIoTMRkL6m4OQG2eRShc6Mh9bSiS2qtA57eJ5Gr2WiWj5qVyE0JGHVRK8rePGQwBJYmyoPnCzR9k0220l+7iNn+bu/fAynabJejuBM6RzLlbAVl6zZoezG+B9LH2PW3kERIXHVYbWfIdAE/3jodV5vTxNT+9zpDeNJldfaM6T1LgcTO9xxhng8tYglPEpeip1knDescWq9CO3OoMe4XnAI61HUniCwQO0x+N9R0FsCqeooHniagjjQQQ0FCbtP39OIpbr01wcFbdy6iTvugwKKoxBYECmpiFBFhAahCg07QnJHUL07QhiXdN041UkXhOTlG8fw4wFK3MMyPFQzAKmjtQW9vMSf6t0zDe419udmfzj2j9e386NElD+JJ4/3QyS+JyYRdREwF93heHqDUbPOPx06w1SiQkrt0JUm19qjfH15DtfXQJG02hHyqTa5QpPPzJ7nC2sPUHVt/tWRr/Jk+g7/7OArfCR9lQvOFJdqo2TUNknDQXUE9mQTqUo0LaBfjdCaC/DtQVSteILO6CChTPFA+KDH+zjjPu2pAK2iIS7GsZYHk7N+MkAaksimih+VaJ23ht1tSds3+Vj+Gr9z4HkUIelnQwgFkU2VSjVGpR/l9cYUF3bHcAKd3V6MtV6G17anaAURmv6gGpot+jwUXaYvNWatLT5/5ySL7RxfWH6Acj/GY/E7XOuMkteafDJ+iVGzzoPZDaqNQdiqJDzcjoF9skr3uIObkDjDgwz4wA7pDYWYNYEfk0gjRNMC/L5Gsxmh27RoVaJ4yZDmwz1QQG+qCE+gj3bozzs4xYDOlD/IpE9JNGewzKsz4w2qw6XeahziqKSvg7WjET8XofrmEHLHxC16KD6ofYHY3l+n/X5kr/3ofSc/acb0Tnk/HZcfRYPfnA//1r9vve+9Zk9E2k6oc6VZpOsbKCnJiUhI3mjzcnuew5ENjsY2uBgZpda0EYpEUUIE8K8PfpnfW/sgUgpulAtkjC7DZoNjkXUyahtPaoPlXqsfYOXOEBFH0NmMgxUgBGCEiFhA5KpFZxxCQ9KPhhhlFbsE1eMhkUsxvAMeSs5FlixUVyBCCO9aqGJQW9tNSGTaww91zIqCMxwwH9/mLzcf5HR2lbIb48TpRS6vjeEc8tHWTa62JiHqI0PB7kaK+dlNrtZG8HyVdTfNbi9GKxrhgpckkApL3Sy7bhwhoBfodHsG6+0U/3f9GXQ1IKV1eSHUGDJadAKDT89f5lpjhFPpNZp+hFvNIWKmywYplJJFqEq0tkJoSrrFALWnkJltUGtEkT0ViYrSUwiTHkZNwfMMZNLHy/qgSPptc5CUFw8wKoOWmmofnNFg0DltV8MpBkgjxEfFqKo0Zhk0Vhn3EF0VraNAU0PrglRA+HviHHJP8YNEO3vZHH8So7a9wA+rie983tt1Bnu/8MOMar3d/P579T3dE6btBiqGEnC3FWc6ZvKl+gmq3iBSfLFxiKJZZzJZpbyRZHZ2i/nEDvP2Fp/bHcxDnRpawwl0Dkc3afg2V50xHo8u8EcbjzEbH8ytokk0B7SWQn5ml4Ld4sqdWfwsNOcGWcxKT0GkXPyuQvWEJLqiEhoQu6PTnhaoIz3acR2truHHAqwdDWmFyL6Cum0QRENCHR55aIFOYJI0HEq9BAWzxXonRdDRQA6MS68q6GsmXnSwHnuxOoESgDvs8WxwlJPDG5T9GOeqkxxObNH1DRYbOXKxDl6oMpWrMpMos9lNcnlllD9Zfoz4cIueYzBdKHOisEZC65HUuvxU/AZ/7D9OwWzxijzApq9gLZmEyqDgSWxFpTMeUq1FCX2F3Fid8m4ctaoiUyBCQWgPsufxBcJVEQmXIKJi5R3cXpQwG6CneqjLUbSZNsFiDKlJkINe5e7ZDN0JHyXmIUIBqHh5D9326HVtFE8gvHsowj3M+8Xw3i/78X7lXnWteq/4bjkN30+T70S37+WyuR/JtIUQy0ALCABfSnlaCJEB/gyYApaBX5FSfs+k4IjmsdlJEjE8zmweIG4N2kQeKm5x2r7LH+8+QamTIF5os1pOMxWr8vXKQRYqeZ4YXWLSqhIi8KTKrLXF/7v2FK3A4miyxGI7T79jkHlDozkj8RMBOxcLNOct/ESAsakz9vgGXqBSjDVYa6WomFEMw6ebNdFv2YONNANCV+WpB24B0PUNblfy9HZjg2peQz10NSQ102HSrvKrqbP8Sf1RSr0E2/04XqAyPb3N8lYWbJ9gWKJdtVECQT8XoDeUQRTfUek6Md64fIRXZx0M06ftmqyt5MiP1ql3IjwyuoomQvJGi59JXeZqepyXKzNY6sD1TiQ3CKXC49EFXu3M8dX+MVQh+eLiMX7j0Gucicxw0yrg71roTQXfBqOq4EoTo9ilupBh9vgGd/ojCKA37CM8gdowGDm5xWY5hdw2QZf0HR1jrEO/bRL4KpoPbl8DU4KQjE5W2FjLouRC0pdU0r+0xcqFURh1CNo6ihriJkO0nINYfGeZaO+W7u4n3i+Rz/1q3D+Jmnu32UsZ5z9IdL3X9PpujEc+I6U8KaX8Zvrlvwael1LOAc+/df17Yisu/2LyJQp2i6jpMmS3UITkrpPjfHeaM8sHcH0NKQVSwps7o9iax89OXefxxCKz1haL3TzdwOSNzgHiRo+qG+VEdJWE4ZDOtqg+5BM5WB9kTKd9Oi0LNe7hZgPqjsVEvEatZ1OwWxwZ3uJgdpditoFUJYoP1oqJ7KncqAyT0h2OJkr8yvQF9HgfJIQVk3yyzYFEFYAzziw3msO8dOkQr61MMZ/apu9rfPjgTX752AWClg4PNQgOtQdrwTMhzriHWVWRmqQ37mLeiBD4Chs3Cqgtld21NM5mjG9cPMxrm5N8/s5J/qryEFdbRaZjFT41dIkD0QoVL4qpePxJ+TF23TgjRoOc0WYyW6XhR3gsvcRjU0uYI128dIhUwGhAaAf4mzap2SrrL45j7qiYyybGroq0Qvycx/qtIYKuhn2gSaSkIrsa3mYU0VVRNgaJb+qqheIKlI5K6eYQ0WwXrSPof7jJ0o0RwkhI0NZRG4PnSkUylGqjuD/Ql+NH1t39zDe7Ct2PfZDvt+39Fu4bzd3rede34zsj3b2wXffjd+jHMYn4aeAP37r8h8DPf78neFLl2fJx7lRzDNktnkjfJWUO6ml/9swzeFWLk/kNhhODilsfHrtNxuhwNLIOwNnWDLfreUIEn0hepBhpMGvvUPLStD2TRjNKfKhNdyGFtINBQRE9QO6aREoa3Z5JtW/zWG6J4UiLrNnl2tYIrZ5JYIAbl/iWRG2pVMpx3iiPc6VRZK2XJhpxB209A8HGco5q3+bl7WmiSp+1egqlq+DVLW7VC/zc6BUeTyzy6s4BRCSg5xj4roZd6GAOdVFjHqEuUaIe8WwHZ8pDKAMxmVMt7HwHaYUI26ezGae7G+XF147y+sokd1o5bjhFrjVG+GTqInHFYcbeRREhNzojLLZzHE2WaPoR/t3FJ2m6ET45c5WDh9fp5wKcgkRtq8SXFJrXsgSmxI9KesM+mdM7qE0VpaGh9AdtRLttc5B41lCRGXdQKCUWggSzKgiiIQgIkx69xQRu0cO9k0AaIYSgJ/oE0QCZcRG+YHMnRT8bvKe62+fecb/9UH4X9rzmflBjfK+M9Juf/9sled0LQ3+7kasfRKPvpfn/qKYtga8IId4QQvzmW7cVpJSlty5vAYW3e6IQ4jeFEOeFEOdrlZDL20ValSgfzC4wZlQAOHf2IEZFRWuqpPQuJ9Pr5I0WE2aFpxO3OG5ucMTcYMqq8FtTLzJmVPm36x9hLrLDldYoX9k+TKmTwI72aO3ECOIBeArWuo7XMJEpD9WBuN2j7Zps9ROsd1PcqBXotUwaa0mimwKtO/hAw0iIZnmUGzEs1edTmQvYpou1paK1BOlig+l4hYOpXb6wc4JWZ9DcAyNkLrmLqXj80fpjtHomyWQXwxyUBf2ZqRukYl2Clo6XCJENg1bBQBPvAAAgAElEQVTNBlXi7UQIowGeq2FoAWghyraJ8ASEEMZ9worJ0pkJPvfyo9zdznG9P0qIwiP2Ir5UiagutuahKSGbTgJCwaXFcUaMBiN2k/RUDXWujeoIpIDYqsDL+0gFrE2N8pWhQS+PoT5BxgNfIGsGZlUQ6hJ9xURxFQ7Ml3CzAZ2pAHNXRaqSDx+5OVhq5yn4yQC9pqH2FMRilNhIG1Ex0NoKsqshzfA91d3u7u47fb99fkzcR8Z9X2nufjmu38vo9lI0/oPcv9f7aX9ASrkhhBgCviqEuPmtd0oppRDibfdASvl7wO8BxOeHpeepzE5tk1K7tIIIZSeKzHj4aghlk+fW5vn5qcscMHe46RQZ1yssennyWpMb3RFuNYaYTeyyVMtSjAyjKwErF0aRIz1CV0WPuwS+gqwZ9MY9Iqs6oNHPSJx6jAPDZZZbWSKaR6UVhbdM0YuBFxuUOJVGiGUNzC9ntvn3pQ/wWH6ZpY+16HgmVcfmxbUZFCXkZGGDfLpFO+IynqpzIFJmx03wO5PP8eX6cY5H1/jS7gOMRBpcro9yLLNFp28gpcDzVLz1KKEdIlVJaqhFoxale9eGEQ8RQvHwNofTW5zbmqC+lsJoCIyWityI8n8Fz6DpAUdHSuStNndbQ+SsDiNGnVbE4pPHLrPcyVJyk0xFKlwVI3zkwE02h5NcfmkOsyqwl3Tc1CDSRgFhBSiKpDhaxQtUOi/ncU+2GU23KF0aRukLlreyCClIjjeoG3H0skZEdfFjb0XQQuJlfYSjYNRV2jWbSFXBGfXBDFCr77j2+Luiu9OnT98fv2zvc+6TNenve83dy5acb5fr8F5uw9u9/7txHH4cORw/kmlLKTfe+r8jhPgr4BFgWwgxIqUsCSFGgJ3v9zqm4vPfPfA8AQqvNmcA2Lo2hEz5oAgwJDOZMs/Er/M3tVNca4wwatbIa02iwuWR+F3ObU+wrScIpODs9iTNS1mECkFbByERUQm7JvFVhW5RITAlal8QmpKgp7JaTpOI9ihvJ1CtAGGGSCno5UKEBLUr0OMu3Y5FPObw2vYUObvD1zfmSNsOR1MlzLTP5y+dAinoZgcFSfp9ja5n8OzmUVQhMRWfolmnEdgYis+HUte503yaX8u9yuFoiW5ocLszxCv+NMIdzCm76xmMky36eQWtrBPEQrYuDLM5nkJRQnJTVeSkoHkxi+IJQk/BqxtcaEwhrADZ1biTcHmNKSaHqpzOrvLpoYu8UD/IF1YfIGb3mIvsMGw0aTwaIa73uPHcHNauoB8OlnN5hYCgbuAmBpJxxgLU1Sg7t6P4QwEIib5qEViS9q00xmQHv63y7M1jGNkeXjmClunj9TRE2qfftxBdlf5bdcft2yZe8h0PRb0ruttnb7GXzft+1tw7MZ4fh2H9oNzr0YG3yy5/J8fhez3mu2n5Rzm+P/TwuBAiKoSIf/My8FHgKvAF4NffetivA3/z/V4rrg4qYeW1Jm6ocbU6AqGAQBCN91BSLg03wrONk7QDE0v1iSp9hrUGF3sT6CJgJN4kpvc5mN3lp4oLICG+AmbGYXSygluzCGMBbgK0riDUgRDS81XslMNIukkq4iDUgYmrOwYokuiGglFXkHMdAl8haOnUd+LsrqS5eX2csWSD0WgdgBGjQTrbhkBQ6w86a/m7EdZ305QW82xcK/DXy8d5uTzDufokw1aLc+1pfn3sFf68+gjLvSyvVKZxQ41Pz19mbKSK/VAZ52Afd9eGUCDHHJ548BbhhIMMwTB9/snU64zGG8w/tYQ82gJ38LGmh5sQCh594A6TQ1XCskndsfBDhUZgowrJE5NLRHSfuOpgKR5P5O7ya8NnyT9ZonO0j5f2B6VaVUlspE39apZQgj3SRmsPKqwBCE8hHJwf4ScC/A2b0A4R2ybBuo1UJVG7T36oSdjRiWwP6qCHSR+9ruKm35mA303d7bM32Wvz3fez5n4Yw97n2+eo32mG+ds97rsd/3u15KsA/NVbG6oB/0lK+WUhxDngz4UQ/wxYAX7l+72QRNANTb6xO0/O6LC5lsWcbGMbPs7tFIlDVR7OrBBT+1ysjvFU/g71wKYVWnhSZbE7xJhd57k78xwqbnOlXsSb6FMbFeihYGMliwgEMgStB3pL4tsCZ0jy6YnLrDhZzm+Nk4z0EFUdAfg5D6Wh0U9JtK7AL0eQZoiwAtQdY1D2MxViay6nEqtMGzv0pM5Uqkq7Y7FeSSE6g+phMgTRF0hjUM3tZGGDhXqeYqTBy9vTXLNGWK2l0dWAeiWGWtE5p0q00S65ZJt0tkVdi6IoktnhXR5PLfLoiSVagcXzO/OU3CQPptb4aukQhwo7xMb6nLkyR+dKBlIhPV9nOl5h/vEdzm1P8KW7R/k3D36OjX6KXTfGo/ll/s31j3Awt4OteeS0Nr84doE3ExM8nbrNV6tHeHNtjM5anGhZ0LyeRe2D0QZ3rodoGGhNhenHVlm4OI5V0uhNuADoDW1QTEUPaS6lUHsCDWjP+ujJPuFmBNURKO6gQ9p7qbt99jZ7KPK+7zT3zWP2o1YC20snT/eK77a+++14uxGLd5sf2rSllHeBE29zewX40A/yWlGlz6nIMnedPH938wh4gmyigxeotJI+Pzd5lV9IvMmil+dL3lF23Di6GfD58sMcim5xtVnk9nYehEQTATFzsM47l2/Rdky8QCD1QTZzPyUH/SGBsNgjkAq7vRgzmTIrjQxSl+gNBdnT8eMhHOzirkTRcg6eo8NbBVJEAEhYa6U4Frf4cv04n0hfJKb38ZoGSkcFUyKGeyRiDjVfQbd8TMsjrvXo+xpfun0UuWNR6QnMqqAxGTA5t812PE6/ZKPciLFjRyEEMd5DXYxwZ2OCPz5m8czwAqtOhtnELiejK2x6aaaTZW5Uhjmc3WJ+bpMFewhND7j6+jRB1uN/fuKvORrd4A+XHuO/eenX+MXjF2i6EXacOKPJBsVIk/Vuis/e/AD/w9G/52ishCpCjsU3+UenzvNCc57+Yxrnt8cJQ4XWnRRhR8feUHHGAlZemEQOBYOuaB0VFOiNeQgzQDN86BpIBYJ4iAgEXs1EBaQqkYrAqH9/gb+butvn/uBem/f9qrl3w3D3jfvb+UGHwX8cc/V7om5kVxr8XfM4w2YD2TQQgaDeiVCuxBGRgFUnw9c6h4krDh8s3MGXKl/ZPsyp+Co7bpy52A66HpBPtZmJlblRLnDqwCqaGmAZHlbewUz1IITouqA949Oe8ZENg8VujgdTa6w0MvR9FalLvGSIl/ch6eG7KiIEr24Nhp0DCAou7lQfqUkKdosvrD1A2ze46ozT9kyEGSKGe+SmqmSSHabTFR6aXeHY6CaJSI9QKvR9laCnofQEalcQ6CCSLpvVxKBMayAGSWAS9JZAvxXBLQ6S0Cr1GH+3eoSmZ/Gh1HXOtmZY62UAeLSwwutrk1iqj1Al0YhLkHPRd3TONOcY1hrk7A6G7fGNzVliep+PDt0ga3UomnWKdoNnJu5w0ykSSIWM2uaVyjSW4vJo/C4fT19hLlPmqdFFgniAVh+01xTuoGOY1ho0IUGAVVJBk4iygVcflIAN7BBrU0VrKMSWNcyygpsO0RwGUxb77PNd+HEMm++1ofh3i3drn96Px+bHwXfWTfhWXX3n9R/15HNPlDGtulG+tnGQ8mYSrACloeHfTEA8JDbRpOFamIpHVOnzWOwOf1t9kA8N3aLqR/nq2jydtoX0Ff6no1/ksjPOT4/d5lpjBNdXmcmUuVUeol2zyY/VKXsZ1I4yWEcsoe7afKVxiEyky8LGENOzW+x8eYxuUWCs6fi2HES6rkAaoPYUwkAHCTLpY6gBcbOPH6rYisuj6WXCAwpz8R1iap8L9XGGrRZbvTilToLmiwWePZgmcsfEON5GP+gQXkhy6GMLtDyLvq/RcXW6KY8PH7nJcjvD0naWoKWjNDTkuENQsWhULQIp+P3gA4xH6/x89g0udKd4aXeWYyMlbpWHKGSadPsGD86ssjMS57lXTvDm7Dg/PXqbQqTFN64c4kwpycXcKB+fug5A3mjxZPQ2W36SlxrzbLkJ/u3051j2Unyjfggn0HkqvcBLtTnGJ8v84pMXuNMt8KVrx2DbwEsEhBMusq3jR5VBsxBAjDkE1RjSCnFGJcIXePkQta6hNxRaB31EcM+HQfe5D3g7I/lBfgj3jejbudcjGT+J/CgjGHvCtAMpKK+nEIFAKysoPoQGREbbjMRbrLdSnDemyGtNWkGEj6SvYoiAM605+n2daKzHB0aXuOqMMWFU+F+ufpwnphf56NANMlqbuD7POTkBwKkTixhKwOvLUwSuws3NAr9x9DXO1yeYGK5iqj7tIy4Egn7GQ3YHw7xaUyVIuASugIRPNtciFXE4Ht9gRc/Q8CL8wd1HsXQfS/P58sphTo+ssetEufLGAaxdBacYEDndwPBVHv252wRScGZxBjUiWa5neKiwTkrvsuakyQ2vcLla5OHcClOxKgnN4Surh/AvpugPBWgtBfGNNAtTSe4WcpzfGudAukLc6LHTjQ/WZC/nwAi51IwwnG9Atk91IcOfb58mnu2gx/v4PR3XVfnbO8d4fGKZZ1I3+N3ljzOb2KUfqpiKwrneBCm1w8n4Ki/V5v7/NqodV+d8Y4pQCj557DJfbJ1CTXr80uGL/ErqdX7n1j9GU0Kq3QgfGF1iIZun7kR4uLBKRHFZaA9x7cIUbsZH29UR73iZ9j77fDv3qxHvpeHn+7XE7P3Eu/FZ7wnTllLw+AMLnF2aIvBMwnyfsGLgd0w2RJJcrMNEpMqml2atl2Euss2w3uC5tXkAPj55gwPmLg9Ya5xzppES/vP8q6TULjf7I/xq7jWiqkvVtVGE5EisxHllgnS+w1x6l4zW5rdHn+f/3PgQt8tDPHnoDhmjw7M3jqG2DPxkQPIW1IWBvSVoHRo01yiXkixtZ5kcqnJ3dQh6CkZFxcuEqB2Fb5RiqI5CdEOh86DDRKFGLtLGDTWcQCeiekyPlFm/M07reobnNpP8yw88x7XGCIu1HJoa8NLWDN2+QS7W4ZnxBb4mD3Iyt8PFS9O0ZkHtKgRbEbptm2sHDQqpFs8M3+Yrm4cGa6srOmbFYGfTIkz52DsK3aigvZ5ARn0IBV7dQtg+Ly3O8qo+hWH4pM0uT2cWOBFZ4XpvlFebs3w0dYUrWx/kmYk7HC3c4EprlBGrQdmNMW9vMfT0CzT8CAetLf6+9QAnsxvcbWdZ76Y4Gt3gp5I3+GrtGJvdJD+Vu8W1xgjk+ii7g5acftG9lzLcZ5+fePaj7r3PnjBt31dZqOXR9ADXCAdzx7EAfd2kWxQcKK6y6mS41B/jdHqFVxozlHsxRhJNPj57DV34lLwUjcDmXH0STQ/Y8pOseVlmjB3+svYQj8QXWXVz6CJgrZfBirhoasB6O4Wd7XO2O8NCJY+uBryxMc4zUwtE4z1GTu9ye2WYxryK3hbobYlZ0vBiKvF1he6oytryKJGOQO9AeyJEryt4byVb6Q0F/Zkyj2d3KPeivHF7iqeO3OZorMTfbjzAxmoWZcZB7JhYJY0/XXmInN3hZH6Dry/OYdywcVMhu5UkO59o8vGp66w5aZRsnwOFCkvbWcKehhsVKJs2G5s2f/LGMNGjNVAk+kSHxJEuLcdCCxQcVwFfYAx1CQMFRQ3x+hrW9Qje8Q5u16Bfs3hjO8bF2DhPTC+S0PokNIc1L8t8fgdT8aj6UT6auUrJS9MPNVb7WXb6cX4h+watMML5+gTrrRT1VgQZCC62Jjga2yBjdIioLhm1zc8PX+RL6gN8+qGL9KTO3+8e5cV7LcZ99tlnz0T/+/xD9oRpI6HWtNG0gMiGhjMOeqqHWTNInWgCkNE7bDtxjkXWqXk218rDHM1tccRaZ8tP4ck2JTeJpfp8cGqRCb3K7209zb9vPcGHRm5xqTPBE/HBUrFnq8eImi5+oFKw2/xvNz5KNtrFcQzkjoVacLhUKfIbs2d5sTLHaLHKhsxgbxj0soL+qAuKpG1qKCkX3XLpVm16PQVphLgpibGp4425BHkHgF6g8UBqk+1cnFI3Sdc32L5cQDEkoqGh9iDUJa1zeXbHk2zl4zw2tcwbt45glhV8WzIeqXEoUsL5ln7Z8WiP+ckdbpWHaC6mEIU+rFl4gcojM8tstpN8oniVshfDVl30+YDXa1PEtD5t3yRldKm7NmOH6jy3eBClohOkfIySDmWNc7ePEWoSNxuQGa+jCFCEpO2ZFPQm3dAgpvbZdeOD0YwgBkAx0sSXKvWmzYnJde62svRDla5vMGS1uekUyeltDie2eK05Q0JzsLX9SHufffbZ53uxJ0w7Yrmcnlzl2s4w9EHpKsh6lO5oyFNDa7R9A0+q2JrLZ9eeZq2WYjjZ4pPZS5wwBqbeCiyO2hvc7eYwFR+AI/ESl7eLLHby+FKhFbW43i2yWUmSTnQxNZ9qb9B601R9gqaBVVfopzTqnQitwGI+sc1C+ShaRccZkUhAMQI+OHeHi9ujPDW6yO3mEBtvNfZol6Okcy26MYOJVItSLUF1M0l1K0lr2qLRsGmsJZF2gLBDtGyPbKrNTjlB2NVQuirWikGrnKH9WJ3wSJv54W2urBVZbOf4m9sP8OTUEooIubU8AkB8eI1/PneGv08d5W4li+db9BYTnF+KUzg6KNJU9wb7WeolqfciNIWFFyoUrBa25uIEOoGnMv7AFl6oUNJTyK6GvaKhdQVGUyO4mcNJwuVolsCS3E4NE006OI6BooQMp1soIiSrdzAVj4LVYu7g4P2fHrnJipvn65WDLDZzxI0ed5UcbqASSoWvrR7kw/PfVhlyn33e9+xHtPv8oOwJ03Zcneu7BTotCznvoTZV5HiPSMTlsfhg+dEnkhf5g92naLgREnaPQqTFn249wrlYmVGzxgPWGtd7Y/R8neF4g2UvR82zOTm8wbXdYX5r7iXqgc1SZzAH3fM1fnPqRUpemrO1KW5sDwOD3tGEghPDmyx0hjgSK3FieJPLAjq1CNaKQa+jc60yTH07zt+WT0AoSBeaRAyPB46UMFWf2/U8Hdfg5w9eHmTG78a5fXcEtamSP7LL1lIWvabgaiaxoSqxYhlVhFS6UZoXsgTRkKuvT6NOdCjaDZwRnQPRCtVMlNv1PK6vkck3OTW0wScyl7jQnSSh90jaDpt5G6uk40egfK7A532NTKTLKmkeyqwyF93h1coBVhaLVJpRHp9Y5mZtiKMTJRQkl5fGGBupMp/aoXLE5uLlaex1FamAM+YxPFFltxaHLQt/2SQY9Qhdhc21KLXZCM6dJHKkh7Ju4RdcRkdqfG39IP9k5nUOxbd5eWeG/3LiG/xl+RTnlyc5NrbJJw5f5XZz6B4rcZ999tlnb7MnTBsYGHZfRWmpCF/w6IEljsRKTOhVTlrrXOyN0fENdCXgmeEFzlam6Pkanz3w11xxE/Skzh8tP8Jnps7xZnOCMaPKQnsITQRMpmr8/tIT5OwOQahQ7dh8auoKZ5pzPBhbZb2Vot8xUBwF1RFEjzY5Ei+x4mSZtbao+TZnO1OIroqXDNFTPepNG6Wjkpiu02xGGIq1sTWX1xamOTC2y/aVQcOfv2g8yIHhMvmpNo2+RbkRY/d6HqIh3mQfY82kUrQ5MbTJifgar9cPsHQ6oN0zca8nUa7F+Oryg/jxgOKpBs8UbvP81jy/PHmBs7UpDkTKKIQcjayTVB26vk6vqNFKWkRej+EUJPVrWcrJFOlig+d683i+SjLSozheQVdCTieWmbF3+Y+3HqbXHtRM39hNMZ/aYacbpzBTZkvLEl/QiKzq7EQTRGwXJy9Qp1zypovj6riuRrtmQ8rHvhbBOdxDNHRKN4cIrZD/59bHCKIhH3n4Mq+2Z0npg6mDxzN3yWktho0mr90zBe6zz3vHXsoa3+f+Yk+YtugNarwolk8YCNRUj66vE1d7TOtN/qTxIAW9Qcbocn5tnIzZ5Zmh2zxoL7PgRXi5PY+leNi6hyU8VCH5ws4Jbm0NMZWrcnuhiOIoVEQWs6LQKwS8EJnjWLrEhfYEjwyt8uzGcZRCj+Fsg7FYnQmjTCuwSCld6p5N2NFRfIE51aKYanJnYQR1qE8y0qMQb3Eqvca56iTalsFyrQjDPWTDQOyY1JMRGq0IXtvgoUNLbCUT7J4voLc1fFvivJnljJXhheGD/NLxN9l24hzPbvL13sGBiaqSyKLBq7kpMjMdvFBhrZdhONLCkyqbXprffflnOTgz6BJYb0RRNi06EyFSlyhdBWNXpbObQe0JnFGfdisNEoJoyL9Z/xjRlEOvbWBGXcJAwe9rvLI+hbeQIFTBcMHJS0JLEo31OD5UYtuJ83R+gW5g0A81howWV1qjRFSP1ENdmr6FEwzWaS82cuxcKqB0Fb7+3Em8nM/k1C7PzN7mQnOcUavOr2df4X+9ZyrcZ599vpP9k4u9x54wbamBsmERDLsITxD4KqVOgkyhzYKXpBfqHDE3KGo1ovN9nEDngLlLXm2RUlwu1MfZaCXJR9t8YfsEtV6EudQuQaBw943xwU6G4KcCvJggcUtlp1TkGw9F+czseZ7dPMqHT1zneGyd5V6WIaPF+fYB7rTy/MX1QaSsdBUUb9A2887CYC5ZUUI6rsEvjV4AQFcCQnVQwUypRujN9ImmutRuZZAqqAEcTZT4ZP4yX4wep+zEWC+nCMsmZlXF8xSeXz9IPtohlAqnJ1YBOHfmEEKCfi7OX288wtyJNcatKjmtxfPVw6xraR46vIQbamgiwI726Y6AUCXThQp1J0KzY8FCFGfcxyirWGVBe/KtDPcNHXnHwDIgVA1QQTEl/V0DAYRmONi+pGRofpcPFO4SU/tsO3Fe2p1FCMk/GnmDv9k5SbNvMRxtUrTq1D2b1VaGJ/J3+en0Tf7UeJiVSgZ3LQqhYGUtR7UbYSTeImN0ea59BDh3TzS4zz77/EPeacORfWN/79gTpq0YAeFoD9nVwAohFHy0eJNtL0k9sNnsJ/l6+wjzVonDkU1aQQRPqvxF/WFCKbixVeCB4ibFSIOI6lF1o7ywNIPctgijIYmbKs25AEKQCrRmQqQmiQrJ1VaRz0yc40anyGo/w4noKq+1Zml6FqEUBG2Nu5s5RCAIIiHa3ShkArSmirJjU5nQuDpUZN7e5oHUJnfGc+jnY7gpibpt0HIV1HBQ+9zcVTGFz1I/z5DV5uHUCmvpDM/rB4nciNEbEtQ2k5iTPmNWjS+sHuOTE9fQngp45ZUj6C2FMOVx6+Yoj2eX8KTKicQ6SbVLgMLZxgG2uwna9QhKQ2fsyBZj0TpdT8crR5h4pEQu0uby+ijx0y3SSkilY/P02CKdwODFhVnClj5orqJL4sMtOi0LagZSG2S3V5tR7KJLiCBpONT6Nh/ILdINTSqOTdLsMR/b5rXyAfKRNsVog9vtIQIU/uXE8+wWE7wwPk/OaPPFxWN4F9LcmbNIW13KWuxeS3Gffd4T7geTe6dNR+6HfXk/sSdMG0A3fTwB7Jokhlq8Vj7Afz3xNSzhsazl2OinsBWXpNqh6kfxpMr5ygS1bgRNC6j1bU4m15kwyiwqBYJNG6kNxNR8uIeihQRtnZlTayxcH0WvKegTg3XajbjNM8kbvNCc50xzjuOxdT576ymeGrvLLVFE1g3QJSIUBLZkdKrM5k4K7a6FuWTyFfcY2/MJTqTWyafa1CIxvNTgxEDpqsQP1misJukfclhychStOhHFpaA3mDW3eU4epPtMG/tCHOdwj62tFP/x0tP4sZC/Co4ThgrFY9usrWcRLQ1zpMsfvvQUMhKgmAEnJtbZ6cbZqcUJtiNgB0hV0nENFhs5SrfzREbb/NLoBcp+jPS0gy8VFup55nM7/HLmHJNak1/e/S9wYxrh6ym8pKRt2fz2w8/zh3ceo9tMo3YFY9k6bd/kcn0UL1B5urDArhvnbGWKT41eYaOfIqe1mUmUCaRgrZOm6xncKg8Rn+lhK4NlXf1QI273qEVjZNNtXn9zjteVOeDr906E++yzzz9gP5LeW+wZ03Z7OmrJJHaohq4F/NOxV7nrDlHUayy0hvi5oUuM6xXWvCwfiN2iE5pMx0e44RcYSzZYLGdZiWd5uTxDo2+BAL3goOsBHxxfJKV1eXF7locyqywkhwi7Jt2ewUfGb2GrfSzFZdhocrVVpB/qJCM9Xt2c4qHDS7yxMIW1ZBAYEi8VEkiBsm2idaEzFqC0VS5fnaI+F6HnaQw9tUnHNeh5GhHDo1qP8fTD15mKVIirPW51C+giJKO22fTSjGcH0fDmrIkIBSem17nkTaCXNeSZNM5IiH68xXCxhiIkm6U0Rt7B244Q9hUunZ8ZnCBkXcxdBS8p0BuCmpuhv6EQD6AdxDk7coCZ6C5Fq86qk0FTQp5I32XZy1EJYuSjHSrdKJXRgOiKSuxIm6+VD1HfiaNGJIz0iOt9NCUkrvfIx9u0fZMX12YoJFr87cYDTCfLfL17kLITI2U51HoR8naHZs/kj28+zGimQSHS4unUCtORXdaGM1ytFykLkMZ+HdN99tkr7Bv13mRPmLap+Ryb3GQxmsULVP7d8f9AK7QA6IU6hchgLfbzraNYioeleFT9GE6gkzB7JPQeH5q8zZnSARotGxkI7Kkm/b7Gk2N3iWs9bNXF8TQORrb45yfP8MLoHMVog45vcjKxSjO0+MrWYfxQ4fHUXaaTZVQhubRTJJbu0nYVtIaK2lHYWsugDPfoRAyQEKY90q8brPeGyR/ZZTjapKlbGErAg6k1KoUoTmBwoz3MZ4ZeoxfqfG7pQe62szydW+ADuUU2+0k+NXqFz555hitvHAA7RG8J1B6oruDuUgG0kH/x0MtcjRd59dIcSiAg5RGaCkIPkRKcSQ897iIPhIQ7Nq1jLpFFA60juF3L0/QsHF9HQdL1dL6yc5jPFEBZKKsAACAASURBVM9y2RnHUn0OZ7dYNVzWkmnsQOXKzXHQJEEkZDTT5Op6kbGDdU6l1tjqJ/nrGycYH6pxNFXi2RvHKJWTqGqIXLUpiUEX1ORDq3iBShgojEbr3KgM0/ZPkdB7RFSPk5l1Jh6u8dyFo/dShvvss88+e549YdpO12SxnEVVQ35q7A5rfobrzign7BXu9gsMm01UETJi1HmzOYGtuFxrD5LBglBhLrqDLgKO5rYIswptzyRtdvl09gJXnTG+vHmE3UYM0/S44RQ5HNnktyefQyfgfHcagHpgk7E6lDoJPrd+ipnkYHh3ON6i2bdwOgkUD/yoBE0yP7bN1KEq690UtuZy1pklUtKonRtiO5tD6iG5YoOE4fB06jbjeoWo0ud3136WjmdgGR6NvsWfLZ3iZ8ZvAFDQG/zvH/pP/OnOI1zbGaatRNGrGlpLoPZ03FTIf7j5CAcLu8zOl5hL7PJaaRKnbzCRqTERqzEZqfB6bYqE3mPm4C5/sXgStWMQRKD5Ro5qNAsjPR6bWubOZp7MaJdVN8dCe7BG+pWlaSIRF6FKOJNCz0m8gouVd/jViXMMTze46oyR01pcb41gRVy2G3G+eOsURk2hP+wj+wq6zyBxLyq5vV6AUCA9hTOvHUEf7TCX7nNxa5TpbAUn0JmJ7pIuNqjdGwnus88++9wXfF/TFkL8PvBJYEdKeeyt2zLAnwFTwDLwK1LKmhhkLvwfwM8CXeA3pJRvft+tEBJnI8YTp29xxN7ElSon7BUA/mj5EZ4euUMv1Cm5KQ5Gd3ihPMfDmRV23Ti/kHuTVmjRCiL4ocpmJ0kx2qDWt6kHNjmtxaP5Zc4yxda1ITqjJqesVV7qzhFKhaJRY9XLMGPs0PFMPjNxnt+7/SQlPcGp9Brb3QRTiSobiSxaR0Pqkky+yXSsgiJCUkaX1VYGPdOj79qEVohWV1FdheZOlnN+jjOzM/xnR98AYD6+TVJzqHk2G70Ua60UnlR5JL6EQsiam+VwbIuk7jA5UyVE8AdXHkesW4RJj37D4pYc4sGxdQIp6FzJgATn4Tar7TRPJheYKJRZdXO8XJ5BSnAToLcFRl3SmIewp/HKhXmQcLs2xuZEgt7NFF4iAAXcpQhhKqR9tE8s5fDkyBq1vs2oXuP19jQjRoPLnXHOLk0RegqKFqK4YtClrarhpwJixytUy3FGR2psLOewsg69uoW9odDrx7h45TDaQzXuVrK4fY31bIrheIu776Xu/j/23jRIsuy67/vd+/bcMyuzsvaqru7qZbpnevYVGwUQq0CIpIJByZJIm2GGZPmTwx+oL7ZlK8KOsC0zwkFRoiQLJMWdJmFAJEAsxHCGM4NZe53eqru69jX39e3XH16DaoIAZp+uHtQvIiOyXr18efO98+7/3XPvOeeAA76HA7s7YL8j38Q+XwQ+/T3bfgn4llJqAfjWrb8BPgMs3Hr9IvCrb6oVsUBzJZ3ApqT3uOmNcm4wy9OdE5RTfVpBinvsDTRiinqflO7zcmOWI84uh4095owajTDNmc0pNut5Nvt5plItUtLjcWcJS4bcN7KJ5gr6kcnLwzle6cyR1/o8117g19efZEIbUE11WPVKfHhqCSkUe36WhdweVauD7CdJX1CgScXmMAdARvfp+yZqJY0IktWW4UiIEhAUYvx8jL5i8/uXHuJiZwIpFHltyMXWBC3PYcQZcNzZYifI8/XGKVLS44SzwaPZm6y4JbqRjW6EhKUQ0dXROhrBjsPV2iiWDAlnXcKMYrNWoONbvNI9RFr6PJq6gVKCYdcmSiliDbyiwGxJjF2D9LKGvZP8JvdSAb0vsGpaUjdcA7IBldEOn527RKQEK60iS94orzZm+FbtON+8cRTVNJFNA6WSwiiRowhzESIUeIHB7GSdSAmOLmwCIDxJfyZChuCORfRaKfrbaQq5AUEsubb11zKivfd2d8ABf5MvcmB3dzUf9AplbyjaSqlngMb3bP4C8Ou33v868Hdu2/4bKuE7QEEIMf5mGhIbihu1Ef792oepGm2aYYp+ZFEwh3yscIUFvYchI5aGFWwtZKVRpBZkeG54hNe9STQR4/VNgq5JrAQn0pvMGTUiBI9nrrPcK6Ef7+BoAa4yqHtpvtM9wp6b4Uhujz8fHElOiFBUzC7T6SbDyECKmLPNKfTxAZoPSlMMPJO27/BqbZpLzTFqOznCfIRQcOzoBn/3oVf4yCfPI0JB7MToPYF10eHyC4f46soJtvw8nxm7iK2FfGzkGleG41zqjXM8s81ftI7yav8Q5/rTDCODF3YPMV+pYxdcPvvEWaJSgDaQ9K4W+dOrpxgvt7n3gZs8PJd4JhY7FVpRioGy+GhlERUL4pkh7lhEmFK41RDtcI/+bEToKJxdiVAwnAwRYfLwFE25fGjhOikjYG1QJKd79Icm//rCh7lxdopzl2cJOhZ6ZYg2PkR5Gu5kQDASIpTAGe8RRZLVxSqTmTb/aOoFKrkep+5d4fi9a8hjPcgGiJaBUXLZWyvyE5MX+PlT/zkf2vtldwcccDsHdnfAfuftzmlXlVJbt95vA9Vb7yeBtdv2W7+1bYsfhq7QJwYslGt8fvQcKemR0nxeb4/TdB3Op6ZZ90uMGh1erN/Hp6uv80/G/pzloEKgNAragKuDMX78nkvsuRl2B1naYYpL3iQTehNbBKR0n5QVMGG1+Hb9GHPpOpYM8WON59bn+freKY4c2eZoepey3iWvDUlJj6/tnWJlZ4RooOPPJcIG0OinMPSIWjtD5rJJ/z6XwlSL2UyDLy/ey4mxHT73oVcxRMT5hUlWvzNFWAzp7mT44+A0E8U2nx8/z5c27mcQGPxXh55ncVil4ztUzB7DyORkZovlzghXN6rkskMafop75zeQ84rFrx1G23aoZxy8R2ucGNnmH8y+xLJb5oY7CjZ8e+8o9opJmDaS+HdAZEKOje5yOa7iGxZInTAdI0KBUKD3Bdlij8v1MWpbebZyOQ5V6gQtG+lKxLiLvu4Qj7uYZkQ50+fQoTpPnz0BAUhXkLZ9Ss6AoNjGlBEvdI5w/8g6Xzl/GmlG6EbET548y5cunyasO1h1yZnONH9/9A2TmL67dnfAAW+OA7u7S7l91P1BWQ3/jheiKaWUEOItnw0hxC+SuJTIjKX5iYUL3Jta4z5rA4BBbDEzVudcf5puaDNutnixfQilBLGSREgCpQHw5+0TFI0BM2YdN2Ow4RXZ9nPcHJa51Kzy01NnaXopHquucMLeZNvLc7Y+RcrwUUpQSg/ot200ETNlNihoA84MZgmUxj25Lc4NZrDXDOTpNu7A5FR1ixOZbV5szFG7WcIUUCz2mMy2eb0xjpSKy9tV9ImIEavP58Yu8H/PlrGvOxgd6M1LljfS/OqLk0RzLgD/+6ufZKTUY75Q59sbCwxck9zhIRnT4zPHLvHNm0fJGi6PFm7ypY37EY+06e6mwYoIrpZ4adoiVpLD6WTx2dHyLiN2n/pDdXqXSmiuJMjH6EbEpc0xCrkBe3UbJUGlI4gE3lEf+5JD+2yZoBAj0iHhZoprNQeRDlF2xHS5RSPlcXRkj1gJ+oGFF+noLQ2rJfCKivbZMqc/cZ6S2edCa4K07rPYrmBuGICBXw35+upx0hmXbl8nmPd5eWmW+VSNv94Hvrd2NzMz81Y/fsCPOG/H7g5s7s7yQRHr7/J2RXtHCDGulNq65Q7avbV9A5i+bb+pW9v+BkqpXwN+DeDkfab6b0aepat0/t/2Q9znrNGKUtxrr3HY3OW3ak/wGzceQynBaKbHK+1Z/mT7FD839Tzr/gjPbhwmUoL/+eRXeLZzFC82CJTkm6+fIJUf8ps3HuWpiZvMO3uMaD2eyF3nTH2SgjXk0fwyhoh4LT/DqNXl8nCCJzLXKes9vrx9Hwu5PbR0gIgM3LUsIwt1BqHJYn+UnV4mSY+ahoV8kw+VbvBvLz+FOJ/FHw+5cG2BcM7lhewcQiQVxEYer1EQiuY3xglyCjZtUluCyIJW3uZVWcbZFkSjiv+0+FhSApMZ5OSAfmjx1e1TBLEk67gMUhb2oo1fiImvZxiMGTSDFE9MLjPr1LnYnaDXtyEGAYhQEHRMtJ5GY9PBHApiA4gElYkWPz1zlq9WT7JxZhxrV8MvJu59hAIFs5N1SnafmWyDXmDRcNOs7RRZXp0GHdxKTDwSIKyQnD6kpPe5sjJOs+rghxoyFLhzHuVKl9pqAbOuwZSP2LKJnZjRW2VW3y+7e/jhhz9Yd/MB7xXvyO4ObO7957sJYT5ogg1vbiHa9+PLwM/dev9zwP932/Z/JBIeB9q3uZV+IP3YZCXMsRel+UjmCq0oRVa6XHKneL6/wDAy+PjUNXQtpuNbxAhO5Hd4fTgFwH9//BsUHJc/b59gx8ux7WZ5bn2eiYkGU4U2hh4RKEnVaFOPMuwEeQ7na5gy5Ou7J/hW7ThepJPVXKpGh9/dfTSp+3xpgouNcdSuTZBTKE3xs7OvcrNRohdYTOfaoEGsKXYHWV5pz/KhmSXcsQhzxCU2wb7s4Ps6ueyAE8fW+R+OfIUfG7tG72iAEtwKI4PBbEhQCZI588kYuy7Q+4IoG2F0JEHD5vnr8yyuVQkijWqqx9++5wKjH95EBIJgLODyNxf4ypn7WesX2PQKdHybsGYTlEMiS6FKAcKTRE5MZlmCAumDkfHJWh4XupN8YuwKmeNN3DkPc7LPA/fc5NjCJoVSn9XNEc6en+cvXzvBjT9aYO3iGOaigz8W4OwKolzExFiTx+du8mp9hm/uHkcFksP5Os1mhpEntknlXKJY4GzoBKWY6YkGZkeg9SVf23nDOO131e4OuHsQQvzA1/vAgd3dRXxQxfq7vJmQr98BPgaUhRDrwP8I/G/A7wshfgFYAX7m1u5/ShL+cJ0kBOK/fDONiJFccKc5Zm1yZjhHO3ToRRZfKL7GWjBCKu8xYTTZKBZY7xWYT9XI60OWhmXONqY4VUjzodEbBEpjb5jhodIqo3aPM7VJ+kFSajKjeRS0Ps91j7LnZ6mYPRZ7ozw2ssymW+BSs0qM4PHCEpf2qhQcF2eix9rGCDKGsBwwP7vLlzfv4xeOPs8r7TlqbhrlRIRZwcfHr/Jo+gb/ZuNjyKJHsOeg8hFKarCWppmz0aTil9d+nJP5LY4c3ua6GiNdGXC8ssOFzQkMI6IvbcbGWnAPbK+VMPd0YkORWtMZTIPR0tgLChw9uUesJD89eYbfjjQar43ijUaIoeT6mWmuGVNoQ4kmIC76mEUXt2tRnGvhvTBC+2QIRoyZ8YlDjY5r0xraXGsmqU07OZurG1XOXDpEakUHAekQwlTykBKkkzCy2FTYqyaaC5lFg+1UnlonTTblsVDc4zNPfIulYQXdDKl10pRzfTY2SmgFhV5y2dgtIHIKzYflWul9tbsD9i9vRYzfbI7sN3msA7s74PvyTufH3610sG8o2kqpv/cD/vXx77OvAv7pW21ErARSxGyHedbcpOMes9pccKfZ8Io8klniS3sP8tLyHIfGaoyaHZ6uHWMm3WAuW+fvl77DBW+K39l4lMYwxbjZ5tHMEufrE4ymupy5PMdOMcdVd4Lfu/gQhhUyX6lzszZCy3XYbWco5/qMWl1e700SBDprzRKEEqRC8wV6JsmZ/dHqIl/Zuo+K0+P61igEgtSG5DfPPYZxf8RSfYS4aaH1EydGOOoj2wbGnk7lSI8oltT8DDe3yyAgDCUbvTx+3Sb0JWRDKqk+P16+zLfTR9mazrF7pUJkQeGijl+A9LrBmdIkC+UaOX2IpUUE+RgyIaKZFPwQMvFqW3uCXs5gZnyPftbkZGmLix8NsAOdbt9G1yPCrRRxrk9/aDE90uLc5iRu3UFva2AqZAT96QgRJUYb50I0OyTqGqAriAV+QUPzBHHDJIgsuhNwVVUoWz1iBLYd0NvIsb2SgUKI0RW4bQuz6OKPBEShoGAF76vdHbA/ebuj53ejUzywuwPeK+/NuzX6f7vu8XeVCMnSsMI/f/nzrA6KOJpPSvpc7o9zo1fmpjfK9VaZU1ObVOweBW3APxx/gS8UX2PPzXDWneH1wSQb7TwnRrYJlMYXN5+i2Xe4VhsFQ/FgbpVZs8Z0tUnK9pPkKDKmYA8JPJ3N7SLPbhymH5q4PRPR19FaOrKrExQiKvkeXc/i964+SGto89LZBaK+jtbT8IoKOgZfvPg4hdQQ5UREqZgoE3N6fp04G8J8n7LdYybTZLFVoZjvI1zJ0eoej1RWscpDRMVjeqrOqdwmv736MLYWMp7uQNlDn+0xmFDEJrgVCC/lWKyV+cbGccpODzIhhhOgeYIoHWM2JdIHr6yQruT+0jqjqS7PrBzBkDGNjQI/Nr+It5QjTkd4gYHXstlq55CvZdE7GkYnmdPuLQQYHUnsRMR2jNbUiZsWGApzywCp0AeCcMxHpSOMjiDYTJO1fP589Si7boafmT+DtaOBVMi+liyK62g8Mr1KujBE+BLXN+60KR5wB3k33N0f9BjdA/467+Y0yVs5zp20s32RxrQbWDy/e4g4lLy+Os6JU9ukpMep9CZGJuR8fxqlBA8U1nixMYckJiuHbARFplIt/mDrIdZbBaJIEivJa50Zzl+YSwpQxILKdJOS3uN3dh7lv559lhc6RwiURAiQKJy0jxCKSAmut8qIvo7ek4gIUkdbtDZybG4Xoacjh5KWkUYGAquh4Z0aotZtsosasZmi85THiUObNF0HKRQp3cfcNrAaJluVPDd3Roh6BtnRHsXXJXsLaZ4q3eATh65xpj7J2kqZZ5RACsXFvTF0GWNYIVzJkHmgTrfnELQtAOS5PJ2TPVIjPh86tsizF45hAGZd4hdjUGDvSSJL8UffeIJwJIBYsCdjZud3aQcOSIVwJf2WQ7o8IDqbRw9Bc0EZgKaQTkhka6CSuefYVmhdSWhHpO5tEl0v4I8F2DetxHvgKFIbks68hTs0GbV7rAxHqDy1lZQ7VYKdG2VQiu88dwJjroezoRFXf6iZHPAB5UBo7zx3a2jU223r7VMqd9Kz83bYFyPtMNJo9VKIgU4+P+Bqp8qTqRvMWzuMGW3WBwUeqa4yiE2m001eH06x5I9yZTjBsxuH2euncYcmU6UWxzPbXGtWIAZ700D4gr3dHC90DvOJkcu4scGx1Db3ZdaZH6nzU9VXMfWQINDoNtLUr40kq6wrAf6ET7uZJnNTR7lJBjGjL9BcgTHXw71nSHWkzfzDa3Tu9xiOKgY38qx8fY7trSJZ0+PFm3PMPb6GkrC0VUbXIwrVLqcq2/h5Qe38KI+lbtDwU2QMH9nT2Fgqs3uuSn8pT+dqCe1MlsgEP9SJQomIBOllHXc6IF5J8+z5Y/QCC72lkz1ZJz7aR4x62LNdhlMRZlMSFkJEX0N2NQZth816HoCJUzuoVESmOCC8mEtENw1+McYdDzDqOmLLRlU9EIooEyHyPrGt0OsG7fU8SoKRCogNlYi9BD+n6A0sSoUe28Msr+1OMgwMSs6A//XoH3P4xCZ6VxI7Mf56OrGDGwf1tH/UOBDs/ccdXvT3vnI3/qZ9MdI2tIhD5TrlqRXuz65zxNomLUIA6mGGrW6OEavPyfQGMxb0Ipus5lIP0vSHJsHA5OjsNsPQ4D9862OIqovRlUgP0qsavZMh804NVxnUwiyXuuOkdZ9TuU2+Vr+XsWyX64My6cKQYTubiJxvEJsK6QmMrgKpiA2FNxaiN3XcugMx7OlZWmaIlfbJjXaIYkGbElrd4GowQWWqRdEeUP2pizx77jhxIeLe0SStZ++Yj7lp8C/XP8mI1efa9XHMocC3AQXKVMi+YHjMg47OcGDxTx/4C35n+WHqcRH0mGjUR7YMzlyZQ4z6tFppTDvk4ell3EjnmgCvn4ixHPGJfAmBJOiYbPbyFOwhU8dv8PJzx4lzCulBlI6TdKZJETOYHMKuDdnkmsQDHVEIiJsGSlMoRyHiZNGbV1SIGIJ8TDXfJ2UE7AyyVNJ9ur7FzUaJf8knGU+1uTFVwV60CR1FeH8PVtJ3xgAPOOBHmDcrXO/VqPK9GOW/m4sTfxBvdzHa2/3sd9kXI21LC/nHU0/zZP4Gz9QX+JPmaa4EZephhsPmLrP5BmWzx+X+BFk55OHUEifNTVZ6JSZKHT5/3zkm0m3Wr48SZyIiV0d6guJHtxn99DpSj8lrA3qRzUvNOc5sTrExyPPH109zvVUmZ7oUskO8azmcHYk7HpK9CbEZJ/PCRZHUttbA3NOJUklREL2jJWlTz+cJ1tP0nq/QvFmkenKXqBAiBxqtc2VevHCEMNZIj/YJGjZ+rPPs5aMQJxfw4rlZHC0gM9rHr4ToXQ0Rg1EZElYCpBEzfnSPI+O7LA0rfGxiEb3sYq9YVKstPvPUGQgF0kiyns2UmixkdnEjg6zjEo4EaB2NqGuQKQwTJZawtlJmqT7Cy88dx2gLrLpM6pC3JUpXEAnUtIuUMXE6Qq8l89eyp6EGSd5yvZPkK2fTJsgl8/j6UFA+3OBD1SWO5Xex9ZAg1jg9kjysbHVzvLw+iwol4T19wkxMFGqExfBOmeC+5oeNfO7mEdDd2u4PEndasG8//p1yy7+d730nbX2nv3NfiHZGc3GVwaXBBACxkix5VebMGv9u5yMUzSGGiPiZkRfRhGLBaPMv1j+HGxp0PZM5u05Wd7E3NYQRI/SYMK0YS3cYBAZy0+ZifwpDRIw7bQD2+hlGsn2OFvdwQ4OiPcRqCfyCQg4k/QkwGxoyEnglRWQrpC+QnkAbyCRZCaC1dWL9tosgoPv1MZxlAzHqEVQDMks6Ly7NUc70+fyjZ6i7adKFIdIOic0k6Ula88g7LqhkxXmYjYmX05hpn6htMJ1tsdYsAHC1W+WeiW2CbMzOXp6z9Uk+8dDrxHUTfdnm2vVxfuPFJ7lyYRov0NGcEBEk89HutTxEAmknIV9BoBFmItyJCK8YYx7uoPeSHOR2ZZgsttNUkkSmEKLvmqhSAHoStx7ZMWjA5BARClQqpPrkJvVGhm+tH+VMbZKNRuKKv9EpI4TCDXTCpQzmlkEwMNArLlHXoDzefh+t7u7grSyMORDBu2s+dr/xw4TzjR4Q34ntvZfX7Ae16508JNxJwYZ9ItrdyObp9gk2h3l0GVEwBjyZWmTRG+Ps9iRTdpPjziZjWp+sHPIr9Q9xo1GmZPe5r7LFH6w9QKg0wlN91EDDSXssPLrCg/k16udGidIxf3L+XgKlUffSpGwPUw+x9JBJp0XF7lG0B7iVGG0gkKEgKMXoA4HVSEKnjJ7AHQ9BgtKTqllBLiJOxUTzLnEqxivHSFfSPRLiVWK0ZRuhKfqnXOKBzvZ3xvna4j1sd7J8bPo6nzp+GaMj0CYG/OG5Bxn4BjIdkikMscYGxJMuj0yvkqr2cbSAT89dZsxq81TpBp+uXKR4rIHcsdjYKPGxwhXGj+7hTwbkLhtgxDhbGr1LSQhdWPVhzCO7TBKmtWchBBhGBIbC3tYwp/tIqZCPtijcU0fXIzBiokggnAhhxYTFkOwZCznQkL5A70mUGSdhbmND7p3fYK+b5vTsOs3NPNsrI3htm6UbVa7dGKfbTBG9ViAshZgtgRhq3DOxjbOhc3/l+yYx+5Hl7XSEP4ri/d0O+ECw3x9+kKdnv9jd92vHe/XAcSfYF6LtyICq2cGPdbb6OQwR8fLwEK/25ui3bfL6gK2gyLODw9gioBU4SBnzodINHs4t85GxG7yyO83ESJuxQ3V+9YHfYi7T4FJvHGdboHSFvmfw9a0T/OToGf7W5CI7jRyDwKAfJiuxXzq7QGypJENZMcRZ15AB9CcVZlOgDQVaN6lmpSSICLS+hnQFcd1M5rytmNiKkdkAJRWaK8iesTBWLDKjfcyWIKzZ5B2XnD5ke5jlvs9eIWjY6LsmrbUCp2fWMbSIhybXODa5w8trMwy3M3QDi5zu0g4dGmGaZ5pHiRXEFR/Z0fnlxY8znW1x+vAa3SMRsmUwnIiwGgLrQgo8Dd0I6c6BdELiQojcM5EyBj1GG0J8JYPnGvRqaTp9G9/XSeddQteAjkH2rIVwJd2jUVLisysIShGyqyEHknDP5vKLh3BXs1x6+ggiEEmBFakQgSR7xYBY4JWS7xzcNyQ10WOtk8cvxJxIHySTerf4oIv3gVC/c37YKPTdPub7yXfbf/vv+EG/6W60oX0h2gDLwxEeKqzihzrf3l6gHaUAODG3RTtMcX0wylZQ4IX+As+tzxNEGlNmnTG9TawEn5m6xCPlFR4qr7MWjDCMDGpuGndEYdY0dFewtjHC/3Lusxx3tvjkwhXG0x2ud8u8uDUD6RCzIXErMdIJGcwF+Llbi8/KMTICOTVASwdQ8UBCbMUw5qGPDhGuRCiB0ZXEoaS6UMN6uMFgQuHsCYYDC29EofUlGysjGDLi4+UrtDwHo6URFkK0nmQQmqTMgJudEludHIGno1IhWcOjF1n8xdYRhpFBL7RwfQOhxShTYeohWd1jo5tHFn30XnLzaC7oQ3A2dLymTVgKUW2TbKlP7MS4roHo6/jFJImMXEyRu2gQDA3CzRSmnswzq3SIV1IYXYnWlUSmYjgZIjNB4nlIxchAoDRFXAgwOgI54iEKPsKIyUx16B4NEcNkLlz0dUw7pJAa0qxnidIxX9o4fcfs74C7h7utk71beLcEdz8I97vNfnpI3Bei3fBTOFrArFXjF+af4/OTF1lzS0RKcCS7xxF7h8+VzrHrZ/nG1nGUgp88dJ6Xe/Nc96octndZ7I0yjEwmrBbrfomF1C6nixv4kwHSF3ilCHPDII4kv7L4UYaRQTewiZSk20hDTyd0QPMFQiThYnY9KVdp1SSD8Ziga6J2bVTLJErHSE8SDXSizRTKiZOV1PMDhIBGJ023bxObimFFod20kUd7yUS4oXi9M05aepwubpA51cDIe4SVgMWNUbbrebKmd3SsmAAAIABJREFUR2sjh6iZlMpdNvt5vFjn8eoy17sVLlyZZrCXhroFEew0cjy/Pkenb3NorIZ5qp3U3Z5WmG2FvacwmjpiKDHayWVXUiFupKkerhEdGmJ0IHTAz4OxlqR/bS8VSV+yEF0dEQpkIAhzEUY3yR+urdpQCHDGeigJcnKA6Or0jgUUcwNsx+fTJy5RcFx+/om/ZPzIHlE+RElFyvb4u9Ov8dmTF9G6Go4e/BArOeDtsJ870LfSAe6nTvODwu3n9N0+r3fC7n7QKvQ305YfdA72o83ti5AvIaAXmlT0DgU54It7H+ap/CLdyOHDqWsAZGXAfxw+jhSKD00vYYmQlOHzezcf5JGxVS7ujTFXbFLz08ynalzqjFO0BkgzAgnm2ICgqHNktM5DpVXGzTaOFvDK7jRCKsyGRAkIZj0yaZfulI7SdEQkiByFDATZCwbd+Ri9PCQYGshSiARS59MMR5OKWaFvo+yYoOegUhF6IAiKcSJSZ7JEYxH6rsFrcpas4VE2exRTQ3qXSkhbofcNcqfrzGfrbIzneWBsnRdX55jNN9kc5rk/v87T7SMYOR+1ksLZFfSnY7QlB28eoq7B8vIUYT5COMnot3kKnB2Jkgo54iMbDsFrRUQ1Ikwrtm+OMH90m8rPrLLSKbJ7uQJAnIkwt3WG1Rh9dEhQlmhajLaewq3GpGY7fGxqiY/lL/Of6qd54cZJgoaNAB46fjPJ6Ga3yetDls0SU2YDP9Q5eniL5VqJ1o0S18bGWO6V0DzY7R3Eab8X3KkkEG+G77brvXDVHvDW+H7u5Hcivu+23b2ZcKnv3efNuMhv57vJVvaz3e2LkXYUSVp+iqvuBNthgQm7hSSmarQ4603TURbPDudp+w4TmTZ1L83iYJQvXnmc5laO5zcO0d3LcGWzyosXD/NHi6c5nNkjrfmotkmsK7y+CQIWr0xyrTfKhNHkhc1kZKrtmkQ2+NXEFfzExDLZSo/QgWjMY/LJDcJcRJgGbShACQqlftL2HYf2/T4yEBhdkYykv3u9XUk87mI2JM6Wjt4HbSBRGtDTOb83ztVuFUsLYXaAqHjEOtRvFpEoJvNtam6Gcr7H4UwNWwtZc4t0dzKolRRhIcIbURhdgdJBLjtJSFrVJ7Wio3SFCARRJoInWog4EXV3IsCdCDFaEukn885LN6pcq1f4yNgNtIkBoyf2mJ6pUXlkByVBu5JBLjtwLU1UCHnqsUv8yunf5peq3+S6O4YmFGE5SMptAhNOm71hhlaQIiV9ptNNXGUwm2/wZHmJ794Tl5pj/Pzkc4RpRat2INq38150ePuV7x317ccRzt3Cfr/W75Q3Wq/xLuSff0eff6/ZFyNtXYt4tLjM5f447cjhsLXDuf4Mn8pfYETrseSP8rubj5A1XErmgFd2p6ktldAGEmkp+mtZcGLUSgpNA20ly9nSFOOpDkqP0QcagYDY0yhOtwCwpc9TEzf52rV7iFMxxICCdNblhc05ems5VD5ECsV8to6+ELNcn0ZEoFZStEom9qaB4cHAlrhzPqKnQT5A1k30vkAdHhC4On4xxmhJvEMKe0fiVmO0gaSxUeBYaY+H8ysUzCFupHOmewitq/FqbYoPVZf405v3MOxbLDqjtDyH1e0S1o6OEmDuJSFpYSoJyZIqeajwPUn0QJeS49GsZ9F3TfpBFnO+x0QuSXhyc7tMEAmcDQ0/L9EbGmFVsjEsgBLsLJaRnkQGoPIx7kRAcazDfLHOP5n4NhtBkT9sPAJAqDSePnsCo6EhVJLE5YXtQ+RsF4Aps85L7Tk2vCJt36FsdHlwep0L547jHdP4j1tPYE714WL2TpngvuWdpFk84EeTd1N03umI+90ctX6vy/t7j/2jcq/si5F2xvCZMWt8uniBXmhxw6syjE3WghG+1r6Pl7rz7PYyfGRkkY/nL/HTM2fJLGvofQEKrLqGvWEkcdMu+AVFa2hTc9McPbKFe2LISLkLQKfncGWvyj+/+nkmrBaRL7F2NaQnGZtpMJlvc9/oFiOHmugtHdU2kSLmU9VLHH5yBbXQx94V5C8Y+LmYIK8w8h7GdlJdS9u0kL4g1kFqSbITZcf4Uz7a2IAwnbjizcMd5FDyncV5BrHJ58rnGXO6pEf76ENovDJKJ7QZ7KUxVi3OvT7LI+UV1EBPSnAqSJ9u4DxYJx53iU1FOOMS5BVaT+PR6RWa9SzZsxZhLgIBubTLeLpDa+jwY0euUZhu4Z0cJovGPOCZIs+/eozUC2lK5yVq3GXkgV3Kcw1+4fFn+eVTv8fPVF/mhf4C5/oznK1PUfMy/Nlz95Na1RGH+xhdQdwyqaR7FK0BU3aT3956nAdya9SDND8/9TxXB2N8euQisQG186M0hikmim3ie3p3zgj3Me/WqPNHoUP7oHM3JtR5L9r6w+agP+jsC9EGaEdpnu8eYcvNY4mQhzLLvNQ9xNqwSNXscHxkl+uDKlfdcb6ycS/dUx76AOJUhDvnEdpJ7DQSlIDGRoGlnTK9wGS03CFt+hQrXfLZAeVMn3Kqz5V+FdlK0pXGTkzG9PlI+TpVq0NtJ5e4nZ2Ir585hRsblO0e0+UW3RMBQQZSm5KgECGkIn2yCWUvcX0LkAH4AxOtZiL7GpoVYZoRmicIsopBLZWstnY1fuvqI9giQKKYH6kjbmVKe/rmAseObhDMeJgjLl9evJfsNZ3Uqs7oY9ucqmwxX6zzUyfPok0MMK87hPmQ1Ibk4t44SMX4T6ygtzSMpqTVSTEITboDixe3Zjg9ukncMBnOBFgtRWSB0hReEZqnFJ86dpmPjN3gxyYWCZTGv9v5CKaI2PQK/PGFB9g6O8ZL3zmGsy2JdfDbFv3ZCL0tuXp2hu1+jnqQpuU5/O7SQ2hC0Y1suqHN7289nEwlAB8fv8qDpTX8un3H7O9u4EehQzrgzfN+Cvdbtb2D6Y33jn0h2o7wyWt95uw6g9DElgHf6RzmVHoTP9J4Ir3Io4Wb9COTP7j5AH6kYTgBSgctGyD1mNhKilWIKEmGYu5pBG2L9sABoO+beIHOZK7DTjtLbZDmwu4E9q4kmPJRqYh/PP0XtCOHZ7cPY6R93NGIzGUTZ9XgmdoReoHFsfwuDxxbJnqgy2Aixt7SCXYcWjtZ4r5B7MQoAWFGYayZyYpyQ6EiQb+eQkkwOwJzV0d6STv99TTnh9M8kFlhJtXEfqCBPhT4TZvdXoaRUo8fn7+K3zORAQwO+1h6yD+ovEDW8Piz1eMcqjSIHIVZ0+keC2i3U9w/t8ZmJ4d+uIfmCdRqitVmkdmRJlnb46WNGX7yyZdJVwZ4RfFXIurOecS5kOVeiZPOOrYM+MrKKXaHWf67r/0XfPXsvRhrJmElwJrr0j/qE93Tg1uZ06JUcrOOprpMWi0W8ns8Or7Crpvh6eYxuoGFrQUgIBr3kCh2vCxGS7tDFnj3cNARHnCneCu2970PFPvNM3C3eStuZ1+INgLmzBrHrE1+fuI5/sPi4zyUXeZbteMcz+6wHebZ8gtsDXK01/M0WhkMI8IrKdS2zcLkLvZMlzCTGJUMwK9EiEBgaBE7i2VytksxPSSl+wCEkaS9nidyFNquyfzMLhGCE84mJWeAWk1jtCWxAelNxeL5aY5nd3hxe4bDmRrzlTraxCCZr+5IZC+pFa2PuET5kDgdJavGLYVecikU+mipkCCjiCyFDAVhJqmPHedDvrl17K9Oxyemr6I0sDd1To9u8ktHv0bDTyE0RZABoSlO5LdZ9McAmMh12GjnEYf6hLMu9paB3LA5vzZFwXE5NrpLZCkyq4J+LYWjB+QtF02L+fbGAsOBSZhSuPcMyV7XMVMBhILr2xX+xZnP8VsXH6W9VOTqlUlEkBj6oadW+cTJy3xh/gKnD6/xhaMXODK3Q362TWzHSE9w5vos5zpTvLI9zUqvxJjd5VR2k6I5ZMQaENoKY9XCEBEP5laRRw7c42+Guz35xQHvHvv1en6/1dv7kf16/n4YbyjaQoj/RwixK4S4eNu2/0kIsSGEOHvr9dnb/vfPhBDXhRBXhRCfejONyAmPtWAETcT8Hzc+yS/d82c83TyGLiNmrDrtKM1JZ52ll2ZQmkKu2RTSQ8JchLMruf7qDIN6Cn1iQHhkiNkUGA2N9FSXcqaPM9lj+eIErYGDGxqcHNtiJD1AaeqvVojPZJrsBAWeay/Q9mxiQ+FP+rjVmGE1SRry+5cfZDrX5ptrx7i2mRR/1nuCMJ0kFzH3dLQrabS2Tu6Sgd6RHD2xjtRiuj2HuGmiD0HvC2QAcSEgzCaugd3zVX599Qkezt6kFaQI0wqjB4utCmtBiY8Ur/HxE1ewGwoVJHXDX+9PcqNdZq+f5lR1i3K+RxxIvHKEDEGu2Ww3cqR0HxkKBmMK4UnOXZvBlBEPja0TRBpCKiJHoVom/akYv2VhbesEbYt4PUUcSJSmmD+6zVNPXKIw2uUfTn6Hq61RMprHz088R0bzyJtD/s7ceSrTTaIxn9Siyavr08wWmthaSM1Pc6k7jqPdenAaDYgcxWvtabLSZb5Sf1/t7m5mv3eGdyMHNvfu8MPyl+837sb76M2MtL8IfPr7bP+/lFL333r9KYAQ4h7gZ4GTtz7zr4QQb+jz9JG81pvlgjvNg+U1/mD7YWZTDf525TwL1jZZbchWUMRoi6Sms63YeX0UNJXkC/fA3NXx2xbRUCdMQ5iJ6dXSHMvtcrhcJzZjokiyM8gwZndZ2StiFl2MrkBqitPZNZbdEb558QSNV0eJrZjHjt5k7Pgu/fmAqaO7xE2LxVqZaraLYYbYdoAMBek1CVaEfrxDkFGYLUGQBaMruP7qDF7bJmhbyGEy9xumFGFaQSyQvvyral8bl6u81ptN4pYPJyFne69Web03SVZz2XMzdA+BcCUxgqXuCJESlFJDRq0u23t5DDukerhGbEBQiOBmisVmBXc0CWfLX9Zwlg3OXZnhmedP0tvJoGJBbCq0nkQfCEQgCeZdZud3SS20oK/jbGos3azyl1cX0LWYf3XzozT6Kb60dh//eu2jfH3rOH+v+hJXe1UGnonhBARZRbDn0A9NasM0TTeFLiNerU2z3Cvx2LElpCc4vz7Jmd4suozfV7u727kbO5x9zhfZZza33xaefe9q7dvnrr93Hns/tft23o+yne8lbyjaSqlngMabPN4XgN9VSnlKqZvAdeDRN/qQGxt8OHeNv2wcoeZlcCOdlUEJScxGUGTdL9EI02gepCsDYjNGjXqIoSQ2FWZHEOSS9KMAkaWwahp6U+erV+/h9dVxTp9c4fHpZVJGwOqgCIDfN4lNxdhIm9d7k/zRKw8hzcStXZjsoIuYgWcyMVNn41KVn37iJTzPoGQN+Gf3fhVLjwhtxXBUwVAjiiRMDvFLMe5oRJhKBNzY0yEGuy4wOwJlgD8WIFwNVfLJXDUJRwLiXMgwMqk6XbyhgTcSIyK42BijFaXY6OaJNdArQxY7FUrWgLzl8onRK9S8DI/NL5PPDtlrZlESMGNiA9xABzsmTtKsY/QgfdNIBNoXULNQdlJSM7LAGe8xPdrkvtIG3UYaa1cjchRGXcdashBCsdfKYGgRtaUSQayxvZdnL8wyl6pz/9gGubRLPOtCJqTWS1NyBniRTi+wGE93OJHfRhcxwVhAtONwpj7JRif3vtrdB4GDBT/vHvvd5vaLAH4/m7s9NGy/ivXt3M33zDuZ0/5vhRDnb7mUire2TQJrt+2zfmvb30AI8YtCiFeEEK8Mmh73mtuMWH0mnRamFrHeLdCO0qz6ZSIlWexWGI4qvOu5JO93oKHM5MT3jgSQC2HPIlMaMPbQdlIPGmDXIh7qTKTaREqw10uzVB+B5TR6zcBsC8pOnz03A4YifcZJYraBvWGG/sDCkDGUPf7wpUd48tAS3zl7FFsGHCvtUjhVJ7YUSLCey3KoWufRx68iCj4yEsSWQkQgswFhSuEXFEHVTwRbj6FrEBkw8oKBvmcQKsnxzDa6GRJnI1L3N2i9UOUP1h+ivlJE8yD0ddK6T8kcMJlqY8mAGEHJHOAYAWOlDrETI3oasRXTa6QoVTo4R1sEORiOK0QMwYyHXnGRnkBv6Ek4WkvgLWdJGT7XOqOgIHKSaQRtmIzIa8slou0Urd0sVk3DC3V0M+J8f5qy0UOKmOlck4fnVjA2TNwzJfxIYxAYnF+bYjbV4On1I9TcNEImJT53z1ffd7vb29t7s9+573kz4v1BEvj3WRQObO5N8GauyX4Q8ze6B/b7g8fbFe1fBQ4D9wNbwP/5Vg+glPo1pdTDSqmHraLDn/ZO8kBmlUmryQOFNTquxbdqx9n28vzh0v2sdwtE6Ziw4pOq9EkXhghfYLQkwpVJutJRj/5GlvVro/hzHvG4y+iJPcamGxT0AY4WEAQ6w75JUAwJMxF+TnFhdYJz16cRA43hqGJ8YY9O12HxyiTxpsPapTE+dfwycig5sz2FWRlwzR2nZPb58ckrjJ/YRW9rDKuKld0SLy7NMV5p444HBIeSBCP6ip3EV4cgujrKjNFbOnpXMpwO6RwBsyW4WBvnL2uHOVKtIfsaPza5SJhSBLGkMN3CL0eUnrE4vzLJ6qCIJUOuDcb4qcqreLHOqdIWzb6DsmKUHZOa6qE1DE6Wt/E8A7cSE0259E545PMD5qs11JRL9fQOAJGt0IaCy1enWGsWMLcM9K4gyodEViL29qaGMtRfeTp2zlcp53s0/BQXepOsdkucuXSItW6BoBDj52Lank051ceyff7o/ANM5DoEscbx2a0kVawd07peel/trlKpvNWP73t+UGaxu12sv18pyPeJfWNz+/k67leBe6fsR/F+W6KtlNpRSkVKqRj4t/xnt9AGMH3brlO3tv1Q/FjnN5cfxRARL7UOca41hSYU529O8Y2lY/S7Nnu7ievU2DHRtJhqrgsS9IFAlj0cx6eQ7yN8gTaQiLpJ3DXY2SlQb6dJaT4TVpuPz10jlxtiNHXQFcG0j9y00RoG2kBy+NFVgkhjvNxG5HyiYogyFJuDPPP3beAu5vFqDv/+xQ/zt/KXWR2WUICc6xOUIuJNB6Epmn0HlEBs2wgF/ngAmiKcddFHh+QuGpgtgTYQSapRMxmF11eK7HSzNN0kVC2je6iZIZ2hzePjK9gjQ7yiQA10btRG6EdJYY9vNE9xtTVKw08xUehQHm+jdTX6u2mUrmj5KfyBkcSR71ngaRwq1pFCEXkaJ0tbqEmXMK0IM4rUqo6pR0SHXLyRGEKRuPdbguFckLjVRTJvL32otTN0fJtnFo+w+dp4kh0Nkox0fYEmFE+OLDGW75IpDHFDg6zhcSS7x9jxXbSBJE5F76vdHXB3cCfrIN9pm/thD11vRcTvpPh8EB4e95Nwvy3RFkKM3/bnTwLfXW35ZeBnhRCWEOIQsAC89EbH64Umth6y7pfwY43zN6fov16Ero66mUZqCsMO0foSvS8IzhZZvjiB2ZAE9/VRURLa1djKExeDpFhG1SU70UVoMVGoccLeZMpssDnMkXdcYkMlccldnbAQIqcGRGMeDxbXeKCyjqWHmHaI1tQxWpKK3eOjlUVOPHaT9KqOsCK+2ryXWAk2N0sEuw5aVyM2FNoNB38xh9HSsA938Oc8UoUhwoixUz7BwGQwkazYdqcD9MoQEQmspsDe1mjVMniBTmq2w2889xSlfJ/+RpZfKD/DZ+dfp3ePh1nTGOykefrSMb6+eJy1fgE31Dm7MclqrUi9liX6/9l78yBJrvvO7/Pyrvvuqr7PuTAzmAEGwAAEeEA81iQtSlxJ3KVDx0oKS4pV2FqHw+G1w0eEIzbCilDY6w07ViuHvCtr5ZUoUdZSIkWCJ0jiPuYA5u7u6bu7qus+srLyev4jh1yIJgmAJDANsj8RHVOTVdmZ+erX+c333u99fzkfFIksuFzdGkdt6khVkl5oI6wAS/W5uTsGnmC1V+TszCbapE2YCLDnPTIxB4SMlq31VLwUBBYQRDXKRRAVSfFyIV41xsnMLqoe4KUDgrik0UswOdtAswV7V8Z4cv8ItV4SS/eZSTVxAo1RqFGI2QTJEDXpv61xd8ghr8fdiLnvJxCvfe8HEZK3Snzu9gjPj+Kh5PX2PyjC/bre40KIfwe8DygKIbaA/xF4nxDiLFFpjDXgNwGklFeEEJ8CrgI+8NtSyu/ffQIs1Wcs3uOb9UU2G1kUPSSYcVAUib4TJ1jw8T2NoOAj0IjtCjRbYTATIDsmVmGI7RhRFnYoSIwNiJsuKXOEpoS0N7L8Ny99nP/s3q/R8yzSpoPeUzDaCsNpD2tHJ2hoyJLP9V4ZRUgcXyOfGrCrxzEbCpuDLI9mbvGHy4+hnBqibVk8/ep9pH9qDyQobrSMK0hJ/DkHVQvxHI1waKCoEkWRnJrfZquTIT3ewi2ptFpJJsbafGD8Bl/NHWVzq0D5qxpGx6A3kUfqklhTodMoErMF/7r+bt6TuY52NuSLhWO4e2nEUCUAbl2ehhBCK0TEA0RbR/Gi3vEop2EsdRkWFERTp7OZQSs4LLeLqCsxgkmPktVno5fjvqktXvrmMRQfthJZVDUkM9OidTuH1VBxM9EfoTaI3OBAIf+yQuPBgBmzyXypya6VYrCWoZAa0HVMpAahKXm8dJOpyQZ2aHJ5ME0s2eSh1G2eZx5Or/PKtZm3Ne4OOfi8nTfKuxlzr73ON1qN6pCIH2U2+PeLt4PS5q8r2lLKT36XzX/4fT7/z4B/9mZOQhUhv1h5lk23wP9WfRwZRgYiihJiHx0RV0O8HRORd1EWHJwgieoIrF0VZzxgVIujtxUo+SBASujZFkvZOgDDcjSE/EJ3Fi9Q2WxkCaw72Y5uVLLS6Ar8lIKl+jScBNVGhnIhqkntlEJ6rknTT6LHPRAS1RaMspKdtWJk4tJRcGZdjKSLrgdRJrnl4480svk+mhoS11zS1ohRoFKM25STfT4x/iJ/s38vU8k21WSKzpKBZoNUIbQkw1kPZaAS3xW8VJ8iRND3DfxQIVG0cYYGqeSQNklUy8dQo3XW6kggFaI57JyPKSCb79PuZRGuIAwV9qsZcjsw9UiNvm9iaj6aCAmSIda6il2zEBMD2u0EqqMQ6BDqoA4UvHRAfF3Dy0h6c6D2VJ7rzLPeyPHIzBpPtuN8cuYF/p+NB9mPSfTSkJ1RlgmjxRP1e1hM1nmmNs9CrM6xeJUXq9MYOedtjbtDDnkt74SYOyjC8VYgfsDiIj8phUK+xYGo8uUEOt/oHuVdqWXundrGlyqvXJtBOgoYIW41jYyHaHrAQ9PruJMal754PMraliA1iVsIQA+xki6LxQb7doJxq8ORZI29dJr1fp5b7VI0h3s7iV+KllwRgpsL8VICFFhuF2m2k0yVWuhq9OCsjtvULpb5euwIYjkOCljnmvhP5ZGaitGKhokVIyCdcPj1hae4PSrxle2jdITFufIWvoxmIvLWgOOpKhvDPKdT28SVEZ8ov8C+H83Z7+QyND8/QZC6cz0bBoEpGRXA/0oZ7+f3CKXCz81f4o++/m6KC02K8QHzuQY362MM6nGMuoYfkyiuuJPxrfK+08vc6I7RdfKEJZd4fIS9n6Y/DZ3LEzx4/ibXd8pUzVQ0l6/HiG8r2GEClGju2k9J9I5gOB2gN1XMlowy5DUIFoYcT+6hTIcUjT4TlRYXezPsbOeh6MPAYLVfoOtH6866vsVMqsWSWeUPNt+D7ZikEw7VuxOChxxAfpJuxN/irRblgyz6P8y5/Siu61vi/90eAg5Sux0IG9NACoahwR/tvgvbN7ixN4bwBYor0NsqfsFHGxvy3oVlkprLL5Re5MwHr3Ps3bf54PnLFKfakQe5HnJsrIYmAsrxPlc649zqj3EqsUNzGKfVi1PvJPFTAYlbBoQgfIHWi0xFlKxLMT4g6Gs0vjRBKAV+3ifYiRNMjGiPYrhlH7fkE0hBf8EntQqqC6nz+4S2xniqiyc1HkqsEtM9MkmHCavNe7M3KBp9Hsuv8Jnbp9kfJnmuNceD5jYqkqxq87Oll9HVgN5Rn9J0CwB5soey1Me/Z0BgwJefO8Wl6gS3BmOIQFBfyXNzd4yS1Wcy0+F9915HO95l7MQ+ShA9kGhFh1vdEivXJxASpKOymG9gTfcITYneFzy/Mkch2+dsZZvpcgsvI/FSkuS6gtlQED6YTYFzZIQyVKLa3JZABJEX+qmpHa72xrlSr1B3k5zIVVmK19CrOmpHI5EdEkpB3zP5UPEqa70C+06S5VGZh4u3eWxmlfr+YWnOQ/4DB+lG+XbwVl3vT+LDzw/Ct9rpoLfXgRBtIeBLy8fYtxM8UrhNuJ5AxgL8ZEBoSow9DcvyWIrXOBrfw5E607EWf7/8MpcbE9w/tslsucE/OPkSigipxHpc3S1zY2WC640xeoHFQraBuxfH7ZqoQ4XBjE9iXUXxoh62NhDkMoPIlUuXDM/arC5XWFio8sjD11mc3KfrmCwt7jEx0yAMFVKVXtRDv/O3lp/oMB7r4EmVfT/FqfxuJOKhSknrklRH/On6OeztJDdvTLDVy7Lup9n08jihzt827yWlR0PE7W4cPeHyWye/wU8vvcpDs+toD7ZQPIF/IcvTywtM37PHxNF94vERBX3Ax8YvsdHPMZ1rM5nsMPPwFtIKsWIuA+/OQ0oIRs7B0jwKSZtYVWE07iPqBknD5WarxEyqiZ/zCQzoz4e42TDyJi9KlIaO8AVeLsSekAwmo0LeA9/gTHqLn5q8xVysQWMU55XeJF7ZA2BQS3B/bpP5RIML/RluXZ8kpnnUvSSfXjlLVrfJ3ymfesghb4QfJ1E/FOy7zzslng6EaGsi5L0Ly3x08govtWcIxyPhElLw8CPX0e7pYuk+p2KbnLY2cUKdUajx+cYpdCXkybUlthpZvrB1HICmGycZH3HfsTXihkdcHfHi2ixSk6htjSDrI5I+w7IkeaxfmklaAAAgAElEQVSFV/CRAhrNJJoI+OjpV5gdazK7UOPxsZuEUhBKgapICtaA/VaKR6dWSZgu/SMefgKkFEynO3w0d4nHEjd4bzyq/f1ofoX3pa7x/GCRl9oz5KwoU1xJedRv53myfxwVyV/XzpDXBywm62CEBL5CKdvna/Vj/HT2AnUnwVyuRf54A6fiQ0dn+8I4lUSX900tM2m2qHlpfnPmSRp2gvowyccql/nQmSjZdXs3h0z6eAUf19a52SiRt2z6S15U7GRsxIP5dY7m9gmlQnG8g9EVhEaIakfFTYJ4iNGM6myrPQVrXxDGQ/LFHqEUBFJBEZJXuhM4gY4iQhQjQO8JUCX7boornXGWuyUeOnuL7shiEJiYusf/e+0szjPFuxWChxxQfpLrJv+oOGyrN8dB9zg4EHPagRSs9fMMA52kNuLM7BaW6vNAZh07NJhcaPNUdYGvdO7hVn8MTQRcq1b44Px1UtqIYqzPrUaJ5naW3sDCdzUWJ/dZbha5d2yXz+6dJmwZqKNIZJSOhuoKzGMdOp041qaO1EHaGjf2x3jVncAwfc5Wtvlq7SjVbopickCrk+DCwMKvW7yYnCYfH6J2NNT729R3Mnzk/BWe7S+xaNVQRciWmyejDqloPfq+yWqjQD5hR5nm6xYcGfCp5fsoJG12Xi2Te9TmGytLqA0do2uwY2vsUOBXX/otxk7sU2ukWRivM3XqNq9uT+A3LK58+Sir9ze4lqigIHHyOj8/e4HtUZbfv/4YR4p1ejspsCIBlbaGlhohhOTStVnOn17muRsLTBSjEYKENiKrD8mWh3xuMgeaxJ30wFFAgeHSCFwVRYH+oo9VGHKiUOPnSy+y6UZFX6y0x46T5RvrC6jbFm42RLhRBv7p7A7VUQo31OgMLb5QPYF5PYbISBTvbkfiIQeV19pkHvLGeG1i10ETnkN+cA6EaLu+RsexiGkePzN2kaqX4Z7YNtteDk+qfG7tHu6rbDFtNXl2f44PT1zlTGabUaixM8xwu1WgX09g5By8WgwZD1jeGAMpeHrrWOScZke+2jLmI1WF/NE2oYS+pxCaEqlCqtKj14qTvGZiV0IuyEnipkc2PqQY62NndRqtJMdPbXJtdYLmKIs6OcTSffqh4C+Wz/KPT3ydqpdhydojkAoBgutumRfqs9g7SbJLQ4LKCLlvYOkBMcNjc6VEvK7wtVeOc/roJldqczhjIfE1neFkgOoKqstFpC5Zf26KIC7JLLQYaiFO3MTtxhk9WwAJt06MoWghU8U2zmaKVzZSCEMiXYVMsUfbV1BVSbOWRk15PHdpCSXlYY8MPnPrNOO5Lvfmt1mI7TO1VGPvQoVg0oG2xuTJKroasF7Lc/L8JjnTZszsEVdcdOHjSZXHk1e5PhrnbzZO4tbiWD0BKUgdaVLrJ3nOm2PzdgkRCKSQoEtGpRDhCezJ8PWD5ZCfaA7F541z2FZvnndCmx0I0ZaBYOAYrDgFNrIF7o1tohDyXGeetDbip+deZdUusmyXqTYybOZzPJJeYcfNUR8m0dSQ6Zk6W9UcIuciuzrqQCW2L3AKUaKVMxYgrRChhZTHW5wrbqGIkIvGFLv1CnpXMOhZTE80qW5VCK2QiWyXktXnSLKGKXxeujWHsa1zrT+FtRtlaAfSpD7QQQ8ZjXQs4bERRG5mf3rzHB9fusQo1Km2U5g1lVq3jKZAOO0wHBj81MxNvvTMg4QGKD2V6ztlRAixyT4zp1p0RxZj8R6KkPRci5Th8NL1eUbPFHAWPIrjHXq2iT3noadcZMckDAS7K+MoBvh5n8SKjpuWdBJxjs7ssdXOIvQQZd1CxiWFfJ/9rSzCV+jFHb65s8BlaxJT86O12D0dYUh26llOTe1QyXdpj2Kst3PM5xpkDIdZs87qsMQNu8yTa0voeoBM+IwKAtUVtFpJ6On0OwrJpqB/zEOxIgOb+aUGo0DjgcIG/+oux+IhhxxyyEHmQMxpC1XieSqVTA87MFBFyJ/WzhNKhS07y6pdZNJqMwgMdMPn5do07SBOy4/zoco1NDVgq5pD2hphXwcrZPa+bQb3jPCzPoEhEZ6AEHTTJ657PL07x7PVORYzdUJdIiSEjsZipo5xqkNptsWJzB62b/AnVx7kj288FBmZLA5RBwqjQkAwMYp+ryei97oGF/qzZNQhn6nfR+ArXO2OE1dcytkoU9vLB2RP1wnbBomUw19fOMuoGOJMeSiewHM04osdPjp/helEi2JswIVX57F9A1PzeXV3nIX5KqXHd0ALad7KYz6dQon7lHI9fufdT5CZ6iBVEDM2YqQgBXhlj0qpg6EGTGXbTIy1EQEIT7C/lQUZJdT1+jHmsk2adoxQCpLlPlZNQyZ8lE2Loa9zJLtP1hzi+iqb3Ry32iVuDivsDNN86akzxL+SZHQtg141CFMBiRMtRNOI7FpjklFRkit3+Z8e+gwfX7qEF6rkTJuV/uGc9iGHvBm+05P9oBe7+HHm7WrzAyHauhrw88cu8tHKq8RVlyfap7B9g+owxeX1SfxQ4UisyrjZ4bGZVYJQYAcmM2aTdSePKiSiaYAqwQiZnGhS6yVRjACjrhGaUXY4UuAODNpDi3Y7QcocsdIpEmZ83LQELWTM7HFfZYufm7nIlp1lp59GVi28jQRGQ0FdjaFMDJEpH0ULOXnfGno3Wu+tdVQKRh9L8bB9HX/fohzrMm00KMb6vOcDl5mcq2OoASR8/BdymLsaek8gHIXEloCRSik54Iubx2iMEjiBRmW+QRAqvHJ9Gm87wWY9y8cmLvN7j/45Dz50k+HDfayrMaqNDFf6k2RiDvPnN3lodh2pSKymxFo3aA9inEjvEddc/ouFL/E/fOJTxJY6JEo2SsKjON/EczQyhsNcrkUp1qeQsPEtCW7kgHZzdZyY6rE/TDDcTdJsJQDYcrKEUkH4gu5iVM9cKpAd6+H6UYERwsgrPnu6TiXVY31UZHeUYX0/x7VamVAe3mgOOeSN8lonsLciaepQ/N84b+dysQMh2pbmkVRHnImt8/7UFS43JqgPE6xeniSbHXAyvUtJ69H24ygi5P1TN7k9LHJrOMZar4Dt6oRWCBL0mMdeM02/niDo64gjffSeILEDmAFqS6O9nEf6CqvLFXqOiZF0UTwQtkbTTfD85iz/5+XHaDoJKskeMucRJELUk128bIhYjSNsjXh8xNDXIQSl4OLnffq+ycXeFLdbBWQi4KmtBf5i/wHeU7hFyegx9DS2NwrQ19CGEBrRj+Io2OORn/dCqoEXqGz3M9zcqJA2RnRdE7OqQXEEa5FQZtUB7VGMjx+7jH+mTzBS+ebnzrDz8jjrjRwzsSYfOHeF5pmAwJLY1QR/fukcNTvF84MFPKnyq0eeZSbXIp0esr+XYWK8xSjQGPo6690c69uFaC13SwNVoiY81vp5yvEeMhbAvsn9xU3elVlhp58mjIUoHph1FYDhSEd9KoPeVgjjIeMP7mKPDLY6Gb5eX2IUaHhNC+3rGa5VK3cxCg855J3HD1tI5HtxKNZvnO98eHqrORCinVYd8lqf5wZLlBSb35j7OudLaxSONtDUkHlznyfaJ3m1GS0XutEr03JjtL0YdTtOq5EEPSRRtPE6JkHbQE14/P1zLxEzPZxygLiT4xSkAsKMj1bXEa6gs5XBbVkovkCxFb6xvsB/f+Zz/M7Zr2CqPq+sTkZlP4VkuJNEtRW8VIiM+2RjDvdmt0EBWTWJbeh0/RjjVhdNDUleN3BvpnECjb/evZev7h2h002g9tTIxe3hHr/8ka+iH+mS2BYoPmh5h/dlr/PeqRVq10tICTtfmGFvvcCo7COlQFnoM2vU2fQKeKHKZ2+f5OT4Lo8cWyF2roEIQN5I8qkvPcqE1ebMyXXuf+8NrJqGWjVofqOCHyrM6XWqXppQChKmSzJv4/oaIYLltTJ7OzliqyZSl3g5n3je5vHFW9TtBFU7BYokjIds2Vme6y5gqAHSDPHG3W+vfed6kmFFkj7T4B898k3Ol9YYdCz6m2mawziX9iZQHIXe0QB3O3F3A/GQQ94hvJWieijYB5sDkYjmhDp5rc+F/gyfkg9wrV/BUHyanQQfOnKdXhDj0fQtTMWnYnT5cu0YheSArz97EsURaEBoSJyYTna8S6cTh+0YX4wfo9dMIAT0ZsHcNOB4Pyo+klCRsYD7lta5sjuOa8cRgSCdcPha+ziPZm4hhET0NIJQoLWiptLurFnWqgbVrQp/NZ/F6gi82YChFTLwDfLGgMVcnUvxIlpPcGFtmljCxd5OouRdgnSAkR7xqyeeBSAIFOx7XWK3DdyRxt82TvNY9hafK5wk/bJFaACKRGtpJCs9iskB/+vqB5hJtVhdHyO2ZnBhKs5H77/Mry89zeXKFE+8cpL4ssGnbt7PifIeY2aP93zkAl96+gxSE/zlxfv5XPokcWtEs5ZGqJL5qX2q3RTPvbJEfF3DT0iGcy6KGZBMRkPmigjpDixGfZPYbQOnElm9Pnn9KIoRIPQQaUfVzkItSoRTYj6fnHuRz+6dYr+fQPQ0lJFCuxtHbsaRsRC9raC4hzeLQw55o7xVvbqfNC/vdxoHQrQ7noUdmnwsf4E9L4uV9tgeZXl88RY1J8nRuOAz+2fxQ5XlXomuY/G1zaMIVaLZCooHXga8tkG7axAvDZg+V+XGzclvHyN5qon8fAF3mOKhj71K140x9HUyhoM7MBCGRAwF7x1f5mJrim37AQBkygdP+bb/dmBI1KECAvx5B6FIRsWQ+LrGcDKIsrx9i4w+BBk5kCHA3k2iDhXEpkVYcZkqtFm2xxiFKumEw/7AYDjlodUMntHmOX1mm2KhR6dkEuogRgpBIsR+NcfKdJxcro8TaIihimaDiAWktSEdP46p+Pzbx/+AX/R/k/iFFBeWTJbzRc5Vtjhz/wpX9ypQj+HfTtIfJbECgZeQrDoVMMKoxKgJel/g6SGhpzCR7rLVybDdTWMYPmIjhVRB6iFNJ4EMBMFAR+mryIyPP3tn0XVfZ7LU5pvNRXafnMIpBZw9u0rPs9hqZsEWhIbAmx6h7pp3IfoOOeSdx9sxDPtOWP50N3mzldl+VByI4XHPV/lK6zibboFLg2n+Yv0+dBH14OKaiy4CXro5R9VOstHKEUpQOjqqraD44IyFeNkAdaBy+sQGU9kOy3slfv1dX0fEffSmQquRpH3OBWC1U2Qxuc+7iqtcqk2gmkFU1jIWElddMsaQazemaA7jlMa6UYJbCH5MYvRElGg95aBqAVPFNkHOR0hIrqocT+7xT8tf4uXaNO7RYbTe+nIMraNERTeSke3nRyuvElNdkprLmeIOxVIPa1dHmR0gOwZNP8HxfJVjj93GXOrywfOXkfEALx0ihyofn73MwDMpzjfpHfeQvsLT+ws8sXeCi40p/vMr/5D/+t2fo/S+HVQrSnp78vl72Ozm+MD8TX79sa+jzfdxp1yc2RF6T6C1VYxtHb0vCCxJqIMcqpw/ehtFSMaSfcrJPqYWoN7bQTvTRmtp7H9tAnNbx6hphGaIGKjRA0vVRG+q7LVSJPURXiqaswdIaC6ldB83E6JWbAr5Pn7p0F3lkEMOOeT7cSB62gSC2jDFijnGmNHjwfIG39hbBGDo6jy1vIgYqAShgql7tFfyyKxH2NQBQRgPyFZ6xOdcVhsFBnsJlJTHil0imx3Q1UL+u/s+z6XBNH8zuB/n6hjDd+9wRK+ykGvw8kY2Oo8QnmvM8Y+nvxotd9JHtN04+14OqxGJjVOQaJM2pUyf3XqGUaBSKnforZeQAnQR8Kwzyf1jmzyxfw+low3qhRTpFy2cokT4gl89+zS7boaCPqDqpmm5MTp9Cz8fUE4PaF9J8s3qAh8Yv0EuvUHWmOEThed5MrnESBgwUtkbZQgRZCyHuqMQ21Vp5OJU0j0agzjdXhxL8fhPZ7/Bp637ubq8hNlUadsF/radoFLscN/EFm03RtHqc32sjD0ycBwdt2uQuarhJUCYUUZ9w0mQMYZ03Bjny+u0vRi7dprNWQ13PUGsJvCSUUJdmAwwTB+3oBC4CnRM6k6SX/jgU6zaRRQkKd3henUMddzGsjw+Mn2FP+k8dJcC8JBDDnktP0zP8QctsflO5e2+1gPR0xaapOeaJNURgVS42qqQs4Y8MLaJ56nIjoHZUPEDhf945goy66HuGZElqRsNDStKyHy6iaH5EAuQXYNnN+dob2YJRirviq3yQPI2E0f30QaCv714mgWjxnyiAWkPra+geIK8aUdWpMk6phJQtnqRe5cK6giCeIimBezuZxgrdNGVECkFwo+u5VRsE0MErPaKPHJ0lU4/hmgaeAlw8yFSlUwZTeasOroImDDbLCbrLJXryETAfjON4sFuLYsXqvzZxjl+vvgil4azTOY7JLNDkuU+dTdK2lqv5TErNl5SMnJ0AGzHIHAVnukusu+nOJ9bI/dgDTcdovggdi2avQT3pHbxQhU/VOkOLAzNx7I8hCfoHPfRbNC3Db6wcoKddpqNbo6V7RKr/QIX9yYxVR9klEBndCXOlIc2FCgxn1E9hqKHnD+5gjBDglCh4SVQkGSNIQV9gKqGlLJ9zpa3AdAN/67E3yGHHHTeSXPMP+6CfbeGxb/FgehpCyFxPI0ndo/zWHmVB4vrfPrph1gZTaE6AhGXCB9URfJCczbaJwR1oOCUJNJXsB2T6jBFzPAQxR6DoYmUoLcUrFsmv1z6RxzL1ziRq7JdKZBY0fnC/adJaiMMy2NUVNGaGhu9HPekdun4MUzFx1Q8tE40b96fDdHGhhSSNtubKWr1ErHZHoOOhTjmIBoGv7vyYX528hK6EnBpbwLX1tFGAufkENnXEYHg/1p/FEVIHi/fZMpo8sTuI8T1KHu7X03inemjriVYXSxyKr/HU/2jtL0YDxQ2oAAD3+Tr2wsM1jIYTQVnwsdyBeVCB12JphWUls4w0BmFOq/0JplNtyidG/Dq+gS0deS1JP9m7XFCM2Sjp+AWAvx0ZBCjDRUCK2RYjobI1ZsJhtNu9ABla1x/dRrFFdwOFLyeAWM+PTSUnhrVNXc0UEDVAmbjTfankhSsAev9PF6ocixZJUTwkfmrXGxNcTK5ixPqzORb7N7NQDzkkEMOeQPczdGE1+1pCyGmhRBfFUJcFUJcEUL8zp3teSHEF4UQt+78m7uzXQgh/oUQYlkIcVkIcf8bOZFWI0UoBTe6ZbaHWaQmUUaCYM5BcQWqC51ejGo/SeKKidmO5paFBK2uM6rFKVl9AIpxm+PlGpP5Dn5SorjQvVTgqRuLnEjsEs/bBAb81bUzfDz9MnPFJkcXd1E8qHcTFLUeK/0it7olLram8Coeo6xElkeYps/uhQphygcBrqsiBhpCSMymwql8JEAn0nuoaohaNwhNSaXY4cSxLRaP75C1hpzK7WIpHgWtz/srN3i8dJNMzMHMD/HrMUJDcixZpeXGKOtdQqnwN6snaXsxKmaH4c0sMu/iZULUgUKoSTZ2CnRGFu5+HLOh8I2rR/n0xlmy+pDVdoF9O4H0FIyKTe7BGkHGR1ohXiYktq0R9HUqsw3SJxrcf98KqdMNmBzilgI0y8OyPMz8EIAgGeA0LYSrQBC5qZktBVSJ0lMx80MyySGfevFB1mt5LuxMcWNtnGo3xdP1BeKKy8XWFCNfY9keQxUhE4nO2x53h/x48oM4hB3kmPtx772+Ue7miMNBMZt5I8PjPvBfSinvAR4GflsIcQ/wT4EvSymPAF++83+ADwNH7vz8BvAvX+8AYSjI5vtkTIf/qPQqr9TGSd3S8MZdwrZBOOFESUwrcbpXCwQG+BZIQxLODKO55OKQEMF8uklCH1G1k2zWsyyc3ib4UAu35JMv9vjXtx7mE0sX8DIh1Ez+ya1/wM9WLrKYrpN/oIa3leB3v/ZRnEDn4+MX2O8nSF8y0E92Ma/F8C9F89/CUaEwQgiQsQBlx2I46bPWz/Pl2jFeqM/iODphLEQtDynEbD48doVfmnyGY6kqdTfBlf44n22e4W82T/FCe5aY7iFvJUFCYqHDhfY0cc3la42jvLg3jbuc5okXT7M+LJA+0UDfiLKtQ10SzDtIV2FnN4diKzjlAGvDYL+W5mubS1SSPfZbKfAUwtUk54pbPHJyGb2uQTJyhKtMN0kaLqXEgNPpHVKmy2K5zgfuu8Kjc7exdB8hQMm7CFdBGapofQVrV0Ozowx0pa9iTA8Yy0R+5kpPRb8Zx2laqA2dQT3OzRsTrA6LLKTqbG4V+PK14zzfmuPJ60ff1rg75MeT73VjfQM33Lsac4c2pK/P3Xp4OUjfx+uKtpRyV0r58p3XPeAaMAn8DPBHdz72R8DP3nn9M8D/LSOeBbJCiPHvexBPob2Z5cZ6hd/725/GuZVh9FAfpGD+2C7hQEd1BG7JJ0iEeGmJ2QapSGQomLh3D8PwmY61ePapE1y8vECtnmYs22fka5wtbzM508Bxdc6Ud7jWr7B4dgujrbC+XeC57gJZzWYx0+C+B5cxmirrT8zxu1/7KEGgEOowXEsRmhJndhSZqQiJUCXjuS56wsXaF+QuqYRSkDGGbN0aw+uYKEMFf6TRdmI82TxCWnWou0liqscLW7O8uDdN60ae2+08JatPqMPU0Rr2SoasYbNrZ7i6NY6iRE5jWl/lSxfvYTLdxZsZEaQCZCKgXOiQLffI5gfkTjQoH6lHGdwChgMDP1SQgUBxFLwxD1PxeCCzzvz5Tcw1ExFCux8nlILpRJvP75yg2klRsAbMxhoMA52lbJ2ZfIt4wkFkXYQnkAooHjj3DAkNCRJcR2Nzo0h8TcfaV/ASksRtHdUBtaeCFfLVr5zlRGKX5HUDgGvPzGNsGG9v3B3yY8fr3Vy/3/t3M+a+23kdJKH4See7PSx8r+/srX7oelOJaEKIOeA+4DmgLKX81hTkHlC+83oS2HzNblt3tn3n7/oNIcSLQogXw96AxG2V5BWT+I6CCMFtWQhbZauRRe2p+DGJta1j1lSkAnpfYtZVpK/Q6Mc5VqxRd5Mo0wNUW2FuvEGjl6D+zXGeXZvH1Hzipsf5zG0Uoi/AmfDRqgZXGhWerC6x1c/ScWMUH6jipSSZ6xp2PQ4KZJZazD66ybHZPT78Uy9y7vQqYjPG5pUK6tUkbk7ixwQ3bo9zaWOKxLqKYqugSKSt0ujHAfg/Nh7n+e0ZWqM4Jyu7CCHRpgc0t7Ncb4wRxEN6jkmQDtgeZFndLcKORW9g4ZZ9Qk0SL9pce24eOVIRIwU8hXPFTc6WtxlPdzlfXuc/mXkRZ8JH2iqVUodr16YYL3WQWY/fevDJaC36KEvLiaGfbSEkZJM29+c3yeo2p/J7eK6G7Ru0vDiOr+OGKqeyO5haQNjTCQoeftYn1MG4GSN3TUBpRDjQsbZ01BFIBaQmkSKyawXQ9qOEuW82l+gveTx27BZ+zmc0Frytcbe/v/9dj3fIIW93zH03//DDIfGDw/cT4R9iZOcH4g2LthAiCXwa+CdSyu5r35NRdL2pCJNS/oGU8gEp5QNKOsHwviH2mSGDs9GcKWaAkh8xVWgTW+pQfLCKU/ExWxDfFXQXwEtL4mkHZxipwbjZ4eHZNU4/vMwDhQ2crslw0ke9nmB1tUzCcLFDg0+MvcDQ1ylNt0hsC1Ql5Exhh5+bvMCD+XXeNXab977/MqN396L5WsB5oUDLiRHXXAr6AEMJELMDKidquLnI99zNStSmDnUTpyiRRrTEy2ipTOfa9FyL9RemCC9luLQ8zau747T2U7x7dpXKbINTpV1kPGBgm6BITNVHNg3C8ojpYhvhKJgNBe9WlGGu9FXMukpltgHAXKzBQrLBUrzKU+1FPnn+WT70wCtYms/04j5p02Fxusbvv/geVlfK/Psb9zKR7HJPqYo6FFRXiuw6GQaBSVob8q6FFUIE63ae9ihGwRzQ9BKMfBXMkImJJsIIcbNhZCBTESDAyDkAeEkIYhJEtJZe8cFoK8SqAtUWbPczpMp96k6SidkGibX/f17kWxl3pVLpzex6yE8IByHmDgX7YPN2+Yx/N95Q9rgQQicK4j+RUv7lnc1VIcS4lHL3zpBQ7c72bWD6NbtP3dn2vVEkYSBIpBw+ufgSf108xcjTiBseXcfC91WqjQyKozAqgFWDwITEXIe5XIsjszVW+iXafpwP5K7iSY0n20fJj3VprecINYna0djYy/NCbJbreoWzhS1e2J/BzcLwxTG6728QV0Y0vASm4vMPi5HF6EY+x019HK2l0XqlyH4uy0VzhpmJBpmkQ1J3CZMBga9hdAUkQkIrRGoCLe+glEJ0PeBDY9f437/6QcSkQ6hKRMtkhIle1flSeA/njt8mrY3QajpeCXKlHh8tv8LPVV7m0mAaXQT0FkwaQQGtL1BHAn/G4ePve4muH0MXAbNmnWv9Ci/Vz9HoJDBmfXbtDEGo4PgavzD1Mp5U+f0XpqIecF/lxs1F3KUhYdkntaLxTGaeDxy7zq6T4bnVOc4vrNF2YxzJ7PP87izzuQbO1SwUfHY2C8Q2dJxygFQlUgVlx6J0b5WdQgy9q6AORZQsZyv48cikhlDgJyR9x+TdU6s8szNHMTlgZ/Hvmqu85XF3yCHfwWHMvTl+0tZkfz++s2f9VrXLG8keF8AfAteklP/La976DPArd17/CvDvX7P9l+9kVj4MdF4ztPRd0Q2f+Yk6AJd7k6SNEccLtahuc2zIaGBgWi6JbQXV+Q/DrKORzm4vTXWUZibRZClWw5MaVS/Dr4w9RTFu8677b+BlQoJUwPxEnYubU4wCjSvtcXpDi1EhBAWe++YJPrt/mmmrRU63aQRJluI1fKnwe+/9M+bObeFnA8RIQd0z2H55nMZajltXJlHjPrLiEJ7uEd9RMBpRhSvT8vBcDdfV8KRKYb4F+yZsxxAZF6Wn4ZV8COHy9gSfffUUUpckbhmYur4R3lcAACAASURBVM/2KIeleByJ1dh3kzxcXkMbtzE6UW3wQr7P9V6ZuptgFOr8i5uP89z1BaorRdTrSV75t6e4/fIUG9fLtC8V+Vc3HqMTxPBKXrS+PRB4qZDQ1lg6touXBPZNKmaX5XaR0zM7JDSXIFTo+Sbt3TRXdsejtd6+AhKGM96dUYYQKUDrC7bXiiSme/gJyagQCbZmC/SeQB8IhIQgGfLP7/0zmm4cP1S4N7vNh8++8rbG3SE/Wr5bxvbbPS/7Q5qCHMbcm+RQsPk70xlvRYnU7+SN9LQfBX4JeEUIcfHOtv8W+J+BTwkhfh1YBz5x573PAR8BlgEb+NXXO4BE8KHyNS7FpqgOU5wvrPH0/gIzqSYxzSORGTIaaQQZSXIzGoaVqsQbadQbWe4f2+Rap8K1ToWmHWM63SGlOsylGqz1CujlIW7H5PaNcYQneGa0QCpnM1pOExY9PEUFBSqxHi0vzkJsn14QI6k6LKQaOFLnwfw6R87t0/UsbrZK9J4roXgKXjakXOhQiNkALMdTxLcF7WLIoBNDj3n4u3GeKJzgkcptvhEoFJMDUrrDhdEsKBI95qGqEqoGwgM/LtlvpTg6v0dJ7XLTqfBgep0tN0cmOaRvJTEb0LhRoD0eJY9NFdu0qmm0ZvSVutkQPy4I0pEBCkTJdH+8+xj5mRbOcpFRLCTUJcIKKFgD1hKS1JrCrf4YluaTNoYsxWu8uDdNKdYHIQnXEwRzI0TTQG9reNmQoye3uLEygbQVhAuxbY2+GYNEAJpEDlVCQ2DtR/kK3n19fu3E82x7OfKGja4GNL0Ewd+tp/2Wx90hPxreSPLX23lz/14FL97AORzG3FvMO7VnfpCKqLyuaEspvwl8r7N9/3f5vAR++82cRBgKLnWnmIy1yRpD4qr7beORLzbvwV5LI1WJGQqGxWiJk9FRsBZt/JSCqfh8uHyFqpfmRTnDpZszWJrHpNWmbsdxOybCU4htqwyPO+g7JvceW+GpRgKtphNOOoQDnautCudLa7T8BIFUKOvRuuEvNE/SduNkDZu6k2B/OwtzLmKgog0U9i+W2ckGKEkP8iHfGsA4u7DBhVuzxPYVVm9WKJ3pc6JY5fm1OYKRirBVZNLH34+hNlTiDRgVQHHBCwWBVPir1jnOJdeo+ymmjBaVZI+rx5P4mxaZW4J2XiN202RjwkQdKmhDgZsOScx18DwNSwsi85qMgboeR/qC5l4G9dQQ9kx+7rHnOR3fRBWSi84xQj3yBW/ZMU7kPDadPCdLezyzMs/CYpXV22VER0cbCIy2iJLv1sbBi+ap/ZhEGwjUuoE2hMrDuzQGcTIxh9ERjel0i5qd4rPbJ/GDyOUubro8vz3DyPk72eNvedwd8sPzRm9kd0O4f4B9fixj7m4L5WuP/6M+j7drSPpbv/sgCPeBcEQLQ4WdQYbpeIuHU8v80da7KMX6hEnB/jAJgGYraAPwE+AnJLljDeq1NEuzVcaMHroIOGrtUUumWJVlXnrqGM8nQsRIIIouoq/inBii7Fl4Yx7Prs2hdDTCKQfZMUAP8UOFJzaOc7a8zUY/x+NjN9GVgBOJXV7uzvBKbYLB0IiSrbZ1kmcbzGeb7A7S7GwUkE0D1RV4KYkS96naKT55//P8Ox7C2NF5cX0mKjAyUlG6GhRGqLsWfs7HGQ/xjnqIrRi525DcsqifSZFQRzzZPkpaG6GIkPFYh6t7c0gBvTlgoOGMhaRvqvQWQpxJH72hMbyZRYTgjHlMTDRJWyP2pCDo68RXdexpwSd/6mmu98p8MP0qf954CD8hMTqCJ1eXWKrs8/T2PMeKNSzV5wPHrvP09jyzs/t8ePwKf7V1L/XLY+h9QTjuoW4kGBWDqPpZBqQRIlWVzSsVlJHAd7IoI7icLyBCELMDvLaFsa/iBAKtD4yHdzMMD3mLudvi8U7ih22rg9TWb7VQv1XH+V7c7XY9EN7jqhqQNYfsOmlCFM7mtnjuyiJf3j3GTitDGAvRO5EYOhMeQToglJAvdVFFyOd37uFyf4pOEOfx7DWEEZJcE1h7KtKQ0NEJcx7T5RZhPESr68iahdlQoG5GuaChYHc/Q285y5PXj9KyY9wcjHE0vseCWUMRIQnTxRsY6A2NzP117i3tspiM5uJPHNnmNx//CvFdgZ/xUbYtAP7y1hmSeRtxrI/cs9i4WQZfEJ/tYlg+ftYnUbBZWKwyVWzzi3/vSRpnJbXHXf7Npz/IjV6ZZ9fn+OyFe2l7MS43JlCnbPxMgLbQpzDbwqoqdO7xEaURqJJQl1Hd70TI5EST1jcqtAYxFCGJF2yGkwGpFY0vbB3neKrKjp9jGOgE6YD+QsDDc7e5uTuG76u0RnHKZpfVXhHPU/ml6Wf5e8lXGYwMQl2i9wRey8RNh6iOwpF7trn/3hXylQ7G9IDQDL/dd7GXXIJUgJ/zkWsJtK6KlwkJVUn/5Ah9ZnB3AvCQH4gfpNdxEHoq7wR+WGF47f53W2QOv/MfLQeipx0ECpbm4YYan9p9gNv1AsWJDttrRbSuSnpHMJgOEb5AGCGa6SOloNuPcb6ywYTZpuPHeLk7Q1Yf8iv3PcMf6+dRb1voHQVvegTDqNenjaKa2EZbIYhJjJYSOYrFJKGlIM1oXXV/J8/LxzUu7E1RSfeYSrQZjAy0fR2v7KKrATuDDI1RgneN3abrW1zqTjE8P0DZi6G6ULtcJhx30LSQUcuCRIDaVwlMGOykKC/U6SohM7kWZ7Nb9AOTrm9x5twKF67P4S4NaQzj+LUYQoWnVxeJJxzK2R75SpWhr3O7VoCMjOabGwZKKGDcQU4HxNSQ3XoGJS2JqSG2rZNMONiaxJ4ICXYznDy6zZ/snOf6lWkwI0vUl3enMU0Py/D4temn+OPth2naMf6r01/EDk2+MjiBPbAI4yGBpWC0VKSIlnfNJFtUnRTvm1hm2mryL199D8WFPnv1DPnMgCP5Os+9soSfDUAPmZ5q8NGJV/nszil0NTj0Hv8J4CD1An+S+HFp9+81TP3jcn2vx4HoaZu6z5VahZ1+Bk0JUZSQnm2idVSMlqC3GBBakvGze8TTDp6t82Blg1TCoenG6fgxHk6uMBlr83jmGk/sHief7Ufe4CWfXzv7NCh8u8cOEKqRUIsQFE8gyyNEU0dvRSKk+GDvJrH7Jh+rXOZMapN2M0FoSlI5m4dLa/hSIWvYKEKy7yTZ6OXwOiZhLMqk9tMBsm0wqCUwahqKrRIkQtTu/8femwfZdd13fp9z7vr2rfcF3ejGDpAAQYiLRImyacmmrLIsW56RZyoele04qcQpOxkn8YwrKf/jqSTlyVQlTjzWVOTxTGnk3TOWJVoWJUoUKZLCQiwEwCaARu/bW/vtdz354zU1MIsLIDW25v1Uver77nv3/O7vvm/f3z3b72goTbG2lqWQbBMqgRPq5Iw2e2PrPJqbg1CQz7aovDyENdwmeU3Dei3GZK7KL068yMf6L/GjAzMEvsRPhghfYg230boCKRTeSgJvJo2qmgSDLs2lNPiCfYVecocgFUAoWPcyrDeTGLVe3vDho2vkE22CQLI7W+F3X/8YM1dH+C+nX2TcKHO+OYanNKaHithrOloX3D4fPxWitwXPnj3E9UqedSfN8+W9/Pj0ZfpjLcS6RWUlw5nFMYQrwAiRZsDqq0NcbQ/waP8cs4vRvOn7haj2dH9yN0b3345A+k6jtN8PurwnatoCGEo3aHsGF66OIRs6Rl2gEorugEIZCi3tciS/yiUxRD7RJlSSHxufoe7bLHZylNyjpPQuf1F8GIDNZgy330draPzhucchEGgNDS+jsCcadNaSJK9puFmFWwjRlu3e0psmWPvqtDYSCE9gXLf5xq4DdAOd2KyFl1R8cuIio1aVTmiy1kmxL7vGs0v7aDRj6JsaSle4Qz6yoRHGQ7SUB7kuo9kGAPuzG5wtjlJayrJczFLINWkmLaRQlESK/7TwIJ97/AW+NPMwQkEy5tDIJjHqgqXNDP93/aPszZeoOTHCloEQYJYln/7gOc4UxrlybhyjIQgseilX21qvhVrCmYVxhB0gKgb6aJurnQE0qfATCivpUGnF6bRNBgp1Xp0b5yN7r7KeTuGpnlQ+1/8d9hodvnjtBChwCr3++1DooCTJKwZuKcNLc2nyeytsujFGEzVCW6HXdKjq2A1BZ7qX/UxpUOwmuVQd5IGpZZ6/8/KLiHhfs1NrqLfDr3vhOt0TQTtEMF/MYZoB1rKB9ASdcQ/Z1AjTPqKlMZivEyjB/zL9ZX5/5Ue+f2zBaNHwbKbjRQIlOV0a51BunW9c6QdDESRCRM1EAOn9FX5h+hX+buMQ1y6n0bq92VDWhtZbj3rcRV83MXWfth0gOgZeUnH+wiRKV9gS5GSLVSfDycoEx3JLLNZ3cSkxQmU5C2aINBVDBzcoxNo8lF3kYn0YN9TxQ8mP9b/OXLfAS2u76bgGaAqKFu24iyYUTqiz2M1RWs5QHkpQSLcoa0kqV/M88OQsr68PEJwsMPrRRebrOfrjLbS0i/VaHD+mKLopAiXRW73+f224japb6FUdzQEvJSClQKreHO2OwaulUcozBQCcSgyH3pKnbkbjl45+lyeTl/li+YNIEfKvVz7Kx/su4alVLD2gk9jqO1cCYQcElk77aAfD8rHOpag5BUp5n+vOMCrpEwQ6RkPSmXIxVw2kZ+JOd3hteRi5EGPNuvv/EBG3n3vhxncvcS8EzXvhHLaTe6HGfeM5bOe1vSeaxz1f49DwOr4vcScdAltBKDDGWrC1lOSR/CrFbpI/XP8woRJkjTZOqHO2NsZkvMx8p0CIIG54NHwLvb+DWdSwC720qHpLMpbpTeGaSpYJYor2aG+9aKX1msmFAHNTUF1PI40QbbiNUCAdQXxeR4RgGAExzSOme9R9m/35DU6XdyHbEnvBJEwEjKdq/PLI8xyOLaHLkLVmClMGvFCZpuImmMhUGMvWsLNdpCNoNy1Oru9iqZ3FECHJgRYXa8Mcya+idQT2umSlmebA4EZvXXERkrM7VDpxwpJFaIKfVLR8k7ZnEJoQZj1QAnvJQPrgjLuEGR/DCEikumgOmHGXettGH21j1iTCF4xOlpAjHQaTTU7EZ/GUziOpWc42dnEiu8CCU+Dza09SuZpHbwn0Nuimj2l7HHvsCod3raJpIe7hNkEqRNvUUYZC1gzQejVrzQ563QdxRdgw0K7H8LIBYfztc49HRERE3G/crkQr90TQVo7kwundeMsJVFvHLfRu3mEgSQy0eHzXHN9bnWCulud78xOst1MMm5sstXvLZB5LzPOT+XOU3ST9dpO2byKuJQgt8DyNIw/Os/sDi4zFa3yrtJ+Y5mJsSrR2L0OX0xfg93vIsoHT15t2JBdt/G5vPnJqVuJmFJ0ph75ki/PlET7Rf4GHkgv8ytC3sDSfMB7iJRTJ/hb7k+t0lcF1Z4AjqRX64i2kCPGVRts3aPsmG80kblfH7/c4MrHCZrM32nymPkAh0WZ+vcCzMwcY/9g87XGf6sU+zl8fozMWsFJPM1ss4AZabz3shEK6gpMvHmDt8kDvooYCcS1OaCmsskAI0GyfdimO4+iEOuwbLNJpWfiuhtMXoLUly4sFkokuTw9c5Eulxzjb3UVKdpEi5Csrhym6KU4tjqP03piAgY8vMdFf5b8+/B3avkna6PKZPWc5Nt5bOzx/qARGiDIVSlOEGlgXY4QGpA5UkF2JmwvQ0i6PH7l658UXEXGXuVdquDtlSdAfZqW3+4F7onkcM0Tle3mnRV1HhAJztEXgS/b1bTBgNZjOl5jfzMN8nLXVGH/YeYzfPPQ1zrZ2cbY1Qd2P8ZHM61zsjJHTWxSPJ1hbySHXbNYyKX5q/AKBkjxz+kEu5waRDzQIZpIEMUV8sEU20WGl20d8USfclLjZEGPRREkQgcIuC5pZjc2OjZQh51vjvFYZZiS5yUIlR3xBp9sf8uTYNQ7HlljxcjwUm2PNz7CSzPK3Fw+juhpGxkEtxAniIceOzmJqAW+U+7Ftj+lkiVGryu999WmCPhfR0Jmz8iSGWrTWEujrJmqsS/dSluSRCnuyJYrzOeyyoDMYEsZ6DxxhDPAFQayXD9wd6qUaNd6Io6Y7BGtx1JDL9UoefcnCH3HRuhK/4CHrOgcObTDXLdBnNgmVpKsMHkou8NzsXp5dySOaGmiw+wOLvDE/xKP7Z3lm7QjVbozXF4eYG8izUU2RTbfxfI0PHbzKtc0Cu9MVziyP4Y1JgoaJUoKhQxu0HZO45bLUzN5FEUZE3FnulYQz92PT+A8TeO83X9/KPVHTJhDQ1FGOJDHeILRDnPU4ibhDXPd4Zv4gp9+YpFxKITwQCtpNi5TskNPbTNu9edQv1PdhCZ+qn6BcSyK6GggozeYB+NLMw8i2xFuPkYp30ToC6Qg8T0MTitRIgyCmkB69UdiBwEuHVI/7hDrEF3TqjRj5eIes3mYsWQOgW4zhphVhxudgYoWsbJOSXT6/+iTXnQE2uklUW0O2JUP5OqGpsIoar72wB4niQGGDqVyFkpvkTxYeJr4qMOMeelviFuN8aGwWEQpCS6HN2nh9Po3LeZaaWUamSpibijAZML67iJZ2Ea5AuBI50kFJhRH3wJN0h3ziSQezJrESLs1Kb9lR1e2N0seTHH34Gimji6c0rjX7yOtNJo0iC06Bnz94GjvloBIB+qakYLfYN7HGlUofb1wZoXGyH7lusbLWG0VfvlKgPpvllRcOslFK8725SUbzmximz+OHr3JscJnH+uf4jQNf5xcnvkvSdO6mCiNugR/0xne/3zC3i3uptnev/ibbcY3upeu8XdwTNW2hK0TWxZizafkptLYktEM2FzOc7Jq4VRujouEnQ/ykQhVcHty1QlcZvFCextY8rlcLOKfydCZdfubYGcJQsu/gEjPzQzwwtUw7MIlZHk7WJ1to0hdvUU33EVqKoWyTI/lVKm6c0Z+c4WvzB/E2bZKFJgXT41hhma+ER3tTlTZNGIYz1XGmUmX6zQanm/tBwsHdK2S1NpoIe9OikiVerY0zX8shu71FM1bOD4GhcHMhYcbncmmQiWwVKUJeWpgkFXfo9im0y0kCW6FiAc/P70HmXFQIoWOTmDVw04q100P4Iy5yjyI+a7DcHEQfaRNYIcKVBOsxMBSZVIfSpoWI+3RnMgT5AN2XGOsGekcQmJLOcMDjD1zhUGqVB2MLzLoDFIwWS26eip8kQOIFGp6rI9oaR564ykorw+Klod4Djq1w+gNI+MTTXdrSYnR3laXVPGHVQK7YxFcFs4cGIRS8Go4hZcjBgXXqfozDyWVG45t3W4o7jjuZ5jHi5nlzrvH9WMu9U7xby8CtspOu8z0RtDXZW4/aTyj0TYnX76PVNYQn8IiRn6hS3ywQH2siZcgTo9d5LHWVvyw+TFx3sTWfTKzLckIh6zpOaPCrx57DCQ0AZssFLi0P8eGpa3yrsg9DD9BliBrvkHopTmk4SZAX/A8jX6MR2gyYDc7Vx9BlwJhdY19sjcLjTf7sz5/ESypqnRi/sPsVrnQGeLm0G70lUIcbfHb4e1ztDnIxHGXUqvIPst/j95ynuHxhCpIKpYNZE4DAyyjkhoHoU1S6cZZW84iKQXsiJNjVxWv3fppEtkNrI4HWkhQOlCkL8Hwboyno9oeYCyZeSuH0hUhHEM4n6D9cwvM1GlezgKC01Gt2NuYtpCfwBwL8og3pEBFIwniIke1yKLXK06nzXPP6cUKDdTfNUjtLrRtjLFljf3KdsNLLD35xdRh1LYHdEHQHQvYfXcDWPBbrOUorGX7s6CXOlUZQgUAf6jCUr7M8miV5NobSQV5J4WQVZ2fThPGQZ8VhtIz3dvKI+AG53QkobjUX8065aUbcHG9q41Z+95vR563qbqfVtu+J5nHf1dEWbZTR64OF3qIgoalQRsjm6wXUeIduxyQb6/Ly6gSVIMn+5DqlTpIXL+ztDQYb7TJ8cIPH01cZMao8V9xH1zdoVWMYM3G+deYghAJTC4jrLulkh/reAM/RObm2i6/Uj6GheDR+jWF7k1I3yWPJq7RCixeK07hp1VskI5AsOHl8pXFleQC7CBOFKs9WD9EMLFadDOebY/xp7RGqThwUmDWJAjqTHt29DoQQKwripsdaNYXqakhP0K7bpFMdhsYrmEWdTttExH2ELyiVU0wOlQkmu0i/N0LczYdkZgRB3sNo9BbxaL7cT+tyDuEJ9IbA2tDQWpLABu3YJqLd6zbQ2hIv38s0d2h4nWGjhiFCTBFwJLbIbKNAxzcwtICU0eXc5ihmVWLUJIGvYZcE7T0ujz4yw2CsgRQKx9eQTY1L1UE8X0MvGYjZOH2xJlPDJZJPrdN9sE37eAd30CdIBcSGmsiUh1y076oO3y9s503sZm/IUcD++9z4G+y0oAK3J8XtW6dQvd3rndhJ+rsngrZheQRxhbJCNAcShTYi72KMtTA39F6ikLqJHXNpuQZCKFKyS5/eJGt16BvdpGC3eHz6Ov/rni9zwFzl69UjxHWX+bl+EldMuiMe9nqvafd43yIX1oaprmRIzWpQM9C1kAubIwQIDOEzaZc5nFklq7UZN8oMx+sIBW5O0XUNvrG0j7rXCzLNXYpSO86YXaPmxTmQWOPMxjhx6bJYz2DVBCIAPxtglHW0dRNlKJycwtJ9jo8vobUkRr3Xr/yjY2+wfrUP9rQI6waxyzZ+KkA5GkvlLGEgyPzoGvqGiXQErVEwVk38Iy3akx6d3S5aW/SmsSnQ272+exFAa9PGGmyjDEUw5CBzDrsPrPLPd/0NC26BhPDp1+qcak0xkazwj0df4XB2lXG7SqgkWlfgDvioDQsEfOah04zGaugi5PzyCIYWYE80WC9nqF/LgoBgsoupBWgiJG06BHWT/nydDx25woePvs4npy6yf2ydIJqnfcfY7sD9frlh3i52YuB+k5v17WZq2DdTxtutb72TuCeCttc10BsCc03HSyk6cymUL9H1EH93F73bW6O5VYzzualX6Iu3KfkpAOK6y3SuREJ38ZXk1c4kf1p7hIlYmY12itSMQWvaw8g4vbWjfYGvNLrzKYyMg5NXpK9q1Opx9qaKnOtMcMUdQoqQVmCx5meoBEmeyF5BOr3UpN1iDE0qYpqHFfMILcV4epO45tLyTZJal0cH51l301SWs/h2b31ro6KhJOgtQZDojfS+PjNM3mxj724Q2ArhSS7Xh1CGwl+JI5SgMxIQW9WJ59u4dQttxeLR/jn8AZfYqkRpYB3c5PiuRZ5+6ALjo2X+wc9+m+NPzqD2t/CPN/CGXfyCD57EaZkIO8CwfMKqxS+Ov4hJ73z+1cZT2MIno7f52fwpTjV2czw5D8BsNU+3LwRdff8h4JXiJBm9Q9mJY51OkjA9HhldIAwEylIQwmBhk2InSdO1qHZjjE6WqLdtvvvGNDU3zuHYEr80+gIPnYimfG0XdyMI3GrtJ+Lvs5MD982yHXp58zrulClsb+WeCNqIXnIQeaAJgPQFomLQKsYJmwahBp1Rn6npdUp+kg/3X2Wxm+d8c4z9yXUkit2xEhLF660hrjT6+U5xDy3HJLDAKOo8smsBty8gzPh88/pehg9t4DVNQhOaEyEjhU0u1EZ4Zv0w151+EtLhJ3NnsYVHv17nfGsctxAgOxKjplFv2VzZ7EfKEGO0RTfQeWblEPuT61xsjdJvNngsdbX3kJBQBMmAiUeX8NMBXqbXJB3EFARwrjxCX7KFn1TEljRK7QT6pkZhX5m9B5bR2hIlYSjT4GeOnyYYcfjRzCUe3jMPH6ohAmiuJolpHs8vThPTPZ5ZOsRaK00m2cFfTNA/UMfKdDFSLlbCZXCwhgoFR47MM6TX+GbrIE3fot9scNEZYcSoUgvjeEry7dp+Nv0YtuFjlSVG3MPPBvgxqHVs2oFJXPfw47B8cRBdhDw4sYwyQkJbMZGqcn2lj46nM5Ut0xdr0VlJYiybvHZ9lFGjStFP8UQ+CtoR7z924gPO3fRlpz80vmfQFkKMCyGeE0JcEkJcFEL82tb+3xZCLAshzm69PnHDMf9MCHFVCDEjhPjx9zwL1ctKpmkh9DsE8RAkpGYMssN1uoc7TExtkDBcrrX6udQY5mx5lAeTS6w4GU4tjvNvLz7G0fQS650Um24MX0k653I4hRBv0ON6PU//eJWPH7nIx6deR5chSIV0Icj69MWafG70RTJmh5zeQhIyqm3yWmecc+0JHk7OIbuSMOMjAkgnujw9fBHP1XGqNoGSCKDu29Q9m3Zo8gdzH8Eq9RYfiS0YSBSy22tiJoQgHWCva6wsFqh3e83N7T0uR/tWeODxq2gyRJMh0u1lDxuMNdgbW+eThy7wzc1DAIRhL0GMWdZ48VtHaK8kuXp+jOJ8juWzwxTXM6gBh3I1iRAQrMfIp1rUXhnkxK4FfnfyL1jzsxyNzfPjmQu8VN7Nc7WDnGxOYYqAR1LXSWguJ0sTHO1bQYQQrMbQ0i6hAc3FNEU3Rdro0t3lsvfYInmzxT8afpnxiRL5PRVeXRlDX7Kozufo+gYfKVxhbN8G7oiLEfNohRanG5O8XJu6s7qLiLiBSHPby40BcyfWeO8WNzN63Af+qVLqjBAiBZwWQnx967N/pZT63Ru/LIQ4BHwWOAyMAM8KIfYppd45R6UA2efQvZ5CBgK/4KE8SXsUYqFk/+g6oRJUOnE6vsHsuVEK+8u0Q5OvXzoELR2tJdk8ECOuuxzOrHKhNkJgQ2gqNDtAEwpXCQpGi6Kbou0Z6OVennPR1QiV4APWMtNjRS46Ixy2VshrHoPGJo3QZsnNo/IeqQsWzamAtN0lLl0M00dke+J8aniG6+0Cp5fHOauNkk+08W2FAJxxByfQMWsSFIhQoFV1lAEEgpjpUZO9vOBlJ07BalPqJFmtp/FyIcoMOfnCAeSHFbtiFYbN+QY8IQAAIABJREFUTc7XRgFoTfq95C6THQwzwNuIoXUkfp+HNAOEVDy1Z4a5RoEFYPVaP8ljVX6icIGT3V2kZIeU7NJVBknD4dTqeO+hZhw+m3uFkp8i3d/hz2eOYbu9fvKRwiZr8Rj2msazlw4gjRBzzcCb0Jhv57Glx1NDM5zbHKURs1kIkyDg3OwYUoRYuk8y2+F3jvxHusogprk0fOvO6i4i4u9zxzX35kjonVgjhFsf6R3x3rxnTVsptaqUOrO13QAuA6PvcsingD9WSjlKqevAVeCRdzWihWhaSJDoLe+I31u6MSx4NNeTOIHOzNwwK9f6mTs5BgKKS1kCJfnl4y/QN1khHOky1y4wYDdJag5N10KbbCILDpbtUm7GeXzoOicrE8w185TKKUQIXkph9rdZb6f4ausgtTCGLT2y0iVQUPJTLHbzlL0EI0NVOv0KpYdcX+njTGMX47kaQSCptGNUvXgvg1g5hncpjRdK9K7A2BToRRNNhnipkO4uF3u9F1T1FsikR/2bQyhdYcY9XlsZ5ptX9lHr2OzOlRnbu0Fs0UBOtnj5xYP8+cwxXqxNczCz1mudsAJQoC/Y+KtxshM1YlN1jk4v8ujuOQDOl0fYaCbpFmOY/W0+OXGREImnNGzhsegVKPppfqQww0CqyWenTgPwbPMwcenyWPIqB4Y3CMzeg1CtY8NkC6c/JHbVQluyST5YxpABU/ESz67uB+BKuZ+1egp30Ed4gtHhKj898CoZs4PnaRT9NEU/ja80VpqZO6u7iIgbuBuaez8FtPeTr7eTW+rTFkJMAg8Br2zt+lUhxHkhxBeEELmtfaPA4g2HLfHuwgdf4jZ7839DQ5Ef2URaAbJootc19qSLpPItUBCkQqQrEFbI661BnivuY1+uyNP7L1Fx4jyWusqKk8HxdZyWSSrRRUrFE+OzlJwk640klXYMFQi0rsBPBvz6kW/yz/d8lX69Ti1I8AFrmUU/TQg8Gr/G3tg6k3aZmOHhF3wmdhfZNVTh5cVJslYHYyZOZTVDqGQvFacVMPbYMj83/ip+XOGlFMIHS/NRAox1g25/iGhp+AmwYy6BBdKRhHMJ/FIMTQ9oVONUugmWrgzgHujwU3svEMZDMskuA1aDmc1BGuUEctOgPekRTHb5zJMvc3RghRPDi3R8g1OL4/TnGkxnymxWE6RGGhwbXcaSPnHpcMxaZNqoMqTXuOoMEirJYKzBQXuZSbtEn95gwcnz7foBXl8dwKxDYqzBJycu8uDoCmE8oDPRm19dqyW4sjLAl85+gNJmksvNIQCapURvZbGBLqvFDAnpcvriFL6n83J9mrON3mIplu7fWd29z4luou/MndLcTq1hvxs7dYDYneKmg7YQIgn8BfDrSqk68PvANHAMWAX+5a0YFkL8ihDilBDiVLjZQi8ZmCUNvSWoLGfRtBC51ci03knTKCfQ2hI930Xb3URbN3nx5UNcvTpEN9CpuHEGYg1ebuxhtZOhtJRF1gykDPmH02c4mFhlpZUhDCUxw0fWDIL9LfLjNRacAgnhcrI5hSZCZv0MAYLvdKa46IwSIDliLxJurZp1KLfGz42d5tN7znEwuYZ+rIa9YvCV00f53K7v8vCeeVaqGc7UdyHG22hdgVCwUM0hXYHSILRDVDygO+QTBBJnfwerJPFTQW+a1Eoc0dRZeH2Q5FgdOW/z1T97HK0psXQfX2n81PA5cCTK6P3j/+yhVwHwQo31ToqH8wsM5Rp8fOR13qj2A+C8liWlO0xYJZ6pPMgXq4+xHCQ5253g1fo4J+sT6DLgcneUZSdHSusQKoGnNLyKTXtIcXhgjTeaA7R9kw8/MEN2sIGXDohdjCGXbGTVwK1bdH2Dx0bm+bEHLzE+ViaV6DI1UuJL64+wf98yx3YtsjtW4lhqgZZn0nTNO6q7YrF4K4dGvE+4E5p769Sknc7bTcWK+MG4qYxoQgiDnoi/qJT6SwCl1PoNn/8b4G+23i4D4zccPra17++hlPo88HkAa2pU+Tkf2dLwciFaQyNsxVCmorC/zMzGAEbRQHhwcGSNxXqGSs5Gr+iElmCjncILJWurOTQrwLJdHj48iykDfrLvPK80pvj25l42OzYH+tc5fXEKsy0QV+IMfrhI2Uvw+bUnKXcTTNolUtLmmL3EolegX6/TCGJ8qfQYs7ODyD0dzpdHeoPKRMjJygQ/P32aL37vKYyKxpnmBMvNDMGVJC+W95EcbBIoMBqC7vUUYao3tSo5q9Md6C0J6iV09owUub4wjr2m0x310Dd1lC/4uY+9yGv1EWoPd6l1bA7mqnwof42TtQlW2ofIjW1Sb8bIpdtsOCk2XZu2b1JsJagnY0ymy6w5aY72rfCKp9O1fOaaeT6Wc/BCjZnGIK3gMVJ6l1G7xtHEAt/Z3M9sp4/XKsM8Mj2LJX2kUuhNDb0j0EVIn92i7lustjM8MLBC2L/Gy5ndqKJFmAgYHS9z+fkpLiQVex5cwtJ9lhtZ9vdtoIuQ6WSJffYaWa3NIXON5UKOv7xy9I7q7sSJEzv2zhH1Jf5gRJrbfqIAvb2I97qgovef/0dARSn16zfsH1ZKrW5t//fAo0qpzwohDgP/gV7fzgjwDWDvuw3OEEI0gJkf1pmboA8o7RA7O8mXG+1MKKX6I93dkzZ2mp0bbUwAA9x+zRWBFpEe7jUbd8vOhFKq/5aOfqeECDc0YTwBKOA8cHbr9Qng3wMXtvb/NTB8wzG/BVyjd0N8+iZsnHqv72zHayfZ2Um+vJ2dSHf3no2dZuduaC7Sw71p436y857N40qpF4C3a2f76rsc8zvA77xX2RER70Sku4g7TaS5iPuBeyMjWkRERERERMR7cq8E7c9Hdu5JGzvRzt2wGenh3rRzNzR3p+xGv9MOtfOeA9EiIiIiIiIi7g3ulZp2RERERERExHsQBe2IiIiIiIj7hChoR0RERERE3CdEQTsiIiIiIuI+IQraERERERER9wlR0I6IiIiIiLhPiIJ2RERERETEfUIUtCMiIiIiIu4ToqAdERERERFxnxAF7YiIiIiIiPuEKGhHRERERETcJ0RBOyIiIiIi4j4hCtoRERERERH3CXc9aAshfkIIMSOEuCqE+M1tLntOCHFBCHFWCHFqa19eCPF1IcSVrb+5WyzzC0KIDSHEazfse9syRY//a8u380KI4z+knd8WQixv+XNWCPGJGz77Z1t2ZoQQP36TNsaFEM8JIS4JIS4KIX7tdvjzLna21Z9b4Xbp7nZobquMSHe34M/7SXNbZd+3utspmnsPO9vnj1Lqrr0ADbgGTAEmcA44tI3lzwF9b9n3fwC/ubX9m8D/fotlfgQ4Drz2XmUCnwCeAQTwGPDKD2nnt4HfeJvvHtq6dhawe+uaajdhYxg4vrWdAt7YKmtb/XkXO9vqz72gu9uhuUh3t+7P+0lz97vudorm7pTu7nZN+xHgqlJqVinlAn8MfOo22/wU8Edb238E/PStHKyUeh6o3GSZnwL+nerxMpAVQgz/EHbeiU8Bf6yUcpRS14Gr9K7te9lYVUqd2dpuAJeB0e32513sbKs/t8Cd1t0PpTmIdHer/kSaA+4T3e0Uzb2HnW3z524H7VFg8Yb3S7y7g7eKAv5OCHFaCPErW/sGlVKrW9trwOA22HmnMm+Hf7+61VzzhRuau35oO0KISeAh4BVuoz9vsQO3yZ/34HaWf6c0927lRrp7Zxuw8zQHO1N3963m3sYObJM/dzto326eUEodB54G/lshxEdu/FD12ifUdhq8HWXewO8D08AxYBX4l9tRqBAiCfwF8OtKqfqNn22nP29j57b4c5e545q7neVucd/q7n2iOdh5urtvNfcOdrbNn7sdtJeB8Rvej23t2xaUUstbfzeAv6LX7LD+ZjPH1t+NbTD1TmVuq39KqXWlVKCUCoF/w39uRvmB7QghDHri+qJS6i+3dm+7P29n53b4c5PctvLvoOZ4l3Ij3b2DjZ2oOdh5urtfNfdOdrbTn7sdtE8Ce4UQu4UQJvBZ4K+3o2AhREIIkXpzG/g48NpW+f9k62v/BPhP22Duncr8a+AXtkYiPgZs3tAUc8u8pU/l0/T8edPOZ4UQlhBiN7AX+N5NlCeA/w+4rJT6P2+XP+9kZ7v9uQVui+7usOZ4l3Lf97p7v2gOdqbu7kfNvZudbfVHbdPoxR/0RW+U3hv0Rs391jaWO0VvVN454OKbZQMF4BvAFeBZIH+L5X6JXvOGR6//4ZfeqUx6Iw//ny3fLgAnfkg7/36rnPNbP/bwDd//rS07M8DTN2njCXrNQeeBs1uvT2y3P+9iZ1v9udu6u12ai3R36/68XzS3E3S3UzR3p3Qntg6KiIiIiIiIuMe5283jERERERERETdJFLQjIiIiIiLuE6KgHRERERERcZ8QBe2IiIiIiIj7hNsWtMUtJMe/IYPPbWUn2dlJvmyXnVvR3HbZvMnzivRwD9rZLhv3ou6i32kH29nuaQ1bo9FvKTk+cOp2nMdOtrOTfNkOO7equfvJt3vFxk6zsx027lXdRb/TzrVzu2radyM5fsT7m0hzEXeDSHcRd5TbMk9bCPEZ4CeUUr+89f6/AB5VSv3qDd/5FeBXAATyYXvPAFmzgxvqtH0TpSAMBYSCZMyh2bZACaQDoQkIECG9aewKhAKl9V6W7eL6OgiF8iVIBb4kaLbQkgkM2yOuezRcC0MLGLFqBErSCi3cUKfjG0ipyBgdUOApjRBBXLps+jF0ESKFwpQ+MeEigI4yqHlxbM2jWgzQ0wmUK3tT9PUQXEks6eAFGjHdA8AJdRK6ixdqBEqQN1qESlDxEvihRuBKhC96Pkog5PsdGmZQQaVTuJ6GEKBCgaaHxHUXJ9AxtICWY6FrQe9cNR8n0PFcHeELlK561yUU6GaAQCGFwgs0DC0grXdRCNY3QLNTIEH0ThulA1KhGwG27hMogRtoKCXIWW2kUIRKYEuPTmgiUPhKI6E56AS0QgtPaaS0Lp7S0QhZLUriORNvvUaz6onbobm36s6yrIePHDlyq6ZumWKxSH9//31vY6fZudHG3NwcpVLptujuRs0lEomHC4VCpId7zMbdsnP69OmSUuqWjOq35axuAqXU54HPA6RFXhX+u98gtEPMmE+qYhImAxAKraYT5HwyFQM53oLZBEFcEaZ9cCXCEyDAqElECH5c9YKKAukJREAvwAe9z6YeXOaJvmscjS/whZUn+NTAWcaNMpUgyZ+unyBpOLR9E4APZOcxRMCCk+dYYoHvNaaY2RxACsU/nfg7AgTLXp6SlyKuOVxsjrLYyrIvvcHfXjmEUgIxHyPUIUgGvWBpKLSUR9DRGB/s5at/dGiBF5Z302rYEApyHR2jpuHHQ/SmRPrgTXXR9IBMssujg/MkdIfnVvbywaHrXKiOMByvkza6vLw6gVKCE0OLXKoO0nZMfnTsDf7y7HFy6wZewceo6hh763iexqf3n+c/fuVxAPyJLmqz5/tnP/QSc+0CL70xRfKShZNTeNkArSPRx1sYRkA61mU4UeeJ/FX+fPE4x/t6i9VM2mU+nTrPv658jF1WmazW5o3uEI8nrnKus4tVN0OoBEcTi2wGcTJam2/X9nGl1s/Mr33hjunuxIkT6vTp02/9/Lbaj7g3OXHixG0r+62aO3Xq1G2zFXF/IYSYv9VjblfQvuUk6GHSB19iLFooDbSujvR6gVaaAen9DZKWy9BHljm7OEYh3abWiOF1DEaGq9RaMdrrCaQriU/USce6rJczZDMt9uaKxDSPhO6w1k2zx17HFh674lVebU5wTowjhaLlWexOlEnGHZJal6qXYMCsE5cuF1pjDJp1nq9P89Hxq5xpT/Jk8jLL5Lne6eNz/d8hVJIPpK9T8lJ8+sA5XilOMr9pYuS6hI6OLJoYJY2gphFkA6qzebSu4Jn1NPgSmfDI5ZtU53IYdYFR1+gc6KIbAem4w0CySaUT56W1CR4dWmBPtkTFjaOLkEGrzvnaKLsyNcbiNc6WR/nZsbP82eJD/NXFY+BJ/FRI3+gm1XoB39cwzYDn16Zx+4Jebd7RMPs7uFWbP75wAtXRSF82EAFoXYHvSYYOb5A0HQZiDX6m7wy/e+3jnNIm+cTIRb66cpgPDc4yZpb50/pDPBhfpOinmDSKNAKbM+1JrrX7uVQdpOsapCe6PJ0+RyOM0fQsglDi+D+wJLdlsYJe6uAoeEfcNLd7oZGIiL/H7Qra30+OT0/AnwX+0bseoSkIFF5KoYwQe60XtLWOwPNsql2ddqZLxzNAKA7k1znV2UWmv0GoBNN9ZfT+Da5XC3x49BoLrTy7d1cYjdVo+DYTdplGYJNMOHytcphfG3qWum8xbNc5GFvhcmeE+XKOI9kVXihO82hhjkm7RNVPkDNaaChObU6QT7T5TP4kg1qTRT9DM7D5XP93WPQK/N3GQX5i8CKbQYyDsRX2ja/xB96HAUj1OcgxxdX5reVaFSgzRPUFsGkgXUmIQV2Lo7Ul7XGfqb1rSKFYbyRpd00SOYeM1WG5maETGHy8cJG/KT4IwHc3dvNw3xKtoFdTlkLxZ4sPUa4lkRsmQdYnPtChtJRFGgquJGj1BbRIgFCkZwzCj9QIQ4Grh8Qu2ygJTg5ixyoczJUpdZLk7TZj8RoTsRJzbh8AnyycoxwkmcqUGDZrhEqy315l1hlgwixx0RkjQGJIn+PpeSzN5ztLU7zeGORgrJ/LnRF2JarM1fIodcstlD+45t6FN4M3RAE84l25Zd3dqK238n7SmhDifeXvdnFbgrZSyhdC/CrwNXqjK7+glLr47gcJtKSP6mgYFQ0vHaJ0MGu9fmFzQ0fOp6ilk4Sm4oXSQZQdMDxZRxchV4t9HBte5sTQIi3f4kOFq7zRGmKmPkjHN5htFPgfJ/6Wa+4glvR53R3m0cx1vl48xCvFSQwtIG67fH1xP5/efZ5howbAifgsGopr7gAfzc+wmsxysrObjyUukZAOR2PzfKn8OHXf4tHCHCNGlX69sdVn2+HDQ9dI612utAZ4ILVMQncxNZ+mZ3F5ZoxQC4Fe873sStiMEcRDcqObzF4dYmiiTNp22OiYtDyLUjtONtal4Vn824UP4oUSTShcXyOtd3goOc8fzn+Q5dm+XreAL7Cakv7DVXanK5xydhEkJKpjozU0wgGHwYFNgjFJvWXjVGKYJQ0EWDXIfGqFI7lVrtT72Z/doOrGAFhzMqT1LscKyzxf38+58gjTmRKHrGU8NNa8LE8kZvi9tacIleQz/adY8zJMmiX2mmvsi6/RrzdY9zIciS0hRYg17nNl63rcEc3dJFHtO+Kd2G7dvR8C2bs9tES8N7etT1sp9VXgqzf7fWkGSBlirPdGWomte7eTD0jOa7TGQ/SmQEmFWZG4+RBzxWBWDmAmXHQ9oOlbdAMdX2k44Th9VpPX2kMcya/x0ezrfLn2EHtj62T0NktunpcqU1xeG2SsUGOllmYiX6XYSvJqbZyDQyvsNdcpBwlOdSaZ7xY4llzg6fQ5ikGK5SDDnNtPv17n6dw5uqFJLYijobju5hkzK7RDi5oXJ6k7HE0vcsheZmyowr9bepy6axHvb9GuxUBCqIPRFCgJyg6pLmdAgePptDoWXsfgyqVRVCxgM5ZgtjkIRm8E3p5dG/z06DkWnDxf3jjK8mwf6Ss6bhoCW1F4bI3JdIVTS+P4JRtEr7lbHGoiAokfaGw2bbTLSUxD4Q55+E2dbj8kQkla77A3XaTuW4RKMFMf4OdGTmMKHyfUMWRAf6yFJQNqYZzLnVE8pfFM6QjLzQxxw+M79X0MmA3qoU3RT7PXWiMhXJ6MzTPjZfhy7SE0QgwZ3DHN3SpR8I54O7ZbdztdZ3far532IHTXBqK9ldDRCIVGWAgJkiGyKxE+kPFojwhCMySICZQOmgPxZUm4NeCMKwnahYALtRiJXIePjF9jrpmn7tlYWsBPF07zUnMvJSdJqARL7Sy6DCl1EgznejX16b4yB9Nr7Bos82J1D39dOsZP9p3HUxo5vYUV9xg1Ksy6A8x0h5mwSsx2+jnjTbDcznA0t8yGk+KJzBVOxGfxlE4rtFho5fi5vpNc6o7yTPUo/WaDg9k1zpbHeGriDV62JymuZEEqlNYL2ulLBvW9PsQC4qZHdT0NmkJpCmkFsGqhh4LQVIR2yNx6gef1vVx8eQqjIWDEpzEVYAx0ODG2SN5ss+EkUVeSpNcE9b0B3QkXIxSYF+JspmKoyQ5uNiS+KnH7JGEsAF3R8XQCJFKETMdLVP04e2PrVP0EY2YFKRRlN0nLN/n1vpe46IxyJLbEt+v7GYlt8ka5n7X5AvrekF3JKlKEfCxxibUgjas0/rf1p/j5wksciq+QkA5/oXfvshLfm51+U424e7ypKSFEpLNt5O0C9/16fe+ZoI0nSQ42aQYJtFrvtIK8x/7xdWaCYURb640MFxDYID1wswrR1lA6iECgFw28pEvJSRAqwWO567xc3c1XqsdI6V2WmlmuBQUO5DZ4ZWmCH5ucoWC0WOrmcEKNp9PniUuH58r7KXWSfE0eZtiu0/BtjiUXeKm5l5oXpxMYLHTyvLIywYH+dfrsFpfrQ/ih5GUxTSmeYo+1DkDK6PIvrn2CI/lVZjYHmBEDxHSP3ekyOaNNxu7yyLHzvFoepe2Y1IpJ6gUYHa0QKIHj62hxH00PcIVB2DQwRjt4mxb6pobwNFTL5rXV3RhtgZdSYIZkBxoMpRr4SnIksUQ7ZnEyN42XFiQWNJpTCg8DaYPeFvjzMYQOfgwIQToaAG5e55vL+zjSt4oUil1Whcdi17jiDvKN2iGqbowBu0lM9/ifXv9ZPj76Opt+nDOlcZ4anmEkXWfO1VmppxmM12kHFi1lsOAVGNDrPJScZ83PkpYdVrwcntLulgJvmajfO2K7eWtwuTGI3/g+4uZ4u+t2vzfP3zNBW0t5NKtxtE2NIBUgPEE82+HKygDSDFANHb0tCA3QuhBYvcAtPYneFPgxgXQErqOz0U6xN1PktcYIq400F66NMTRcZTxVww10TqTn2Ltvg0cTV3nArPMvNp4kL326ysANNNZaaQIleHVtDH9glSOpFUIlWOjk+M6lfcQyXXxPI5XsENddskYHS/p0gl7f+aBVp+ineMBeRApF3HD5xuw+BrMNpFAczy/ydPo8z9QfRKJ4fnkK39folOKgKURLo+WYCKFI2w6dmIHr6IiWjt7XIfC13rSxuI9q6khX9nzPhmSmqzw2PM+58gjHskt8e30PC4kCr9VHiA+2UK9maI2FIMBeMCHcmg6XCkFBNxtipBzCxQRBKuCBgVVefnUfpzydD4/NcqE5ypS1gS09Hk7NcaUziC5DHstdp50xeWbxIJ/cdZEHCyuU3SSVTpxcqk3S7F2nYbPGH6x/lOl4iVAJzrfGyRstMnobgPAHH4gWEXHfopT6fjB5u6By4+cRN89OfMi5Z4J20DD+8xsrIDHYQZch7ZaOnvIINEVoCPSWINRB74BeFjg58FIKqyoJDzbJxbusVNIMxBtstFO0HQOhhWhCsS+5QV5vMdMeIqZ5vO6M8B+Kj9NnNWn5Fn9SeoRvz+wll2/Sn2jxUF9v5saXl3sJOCwtwIh7HBpcYzpZYtreoBnYfKu8j/9m9Dn+pnqMYXuTTmBwqT1CO7RIGQ5uqPOxqRm+cu4BfuahMzyVuoghfE6Vd3GisEDLm2K1lEEmPChbyIEugRKkLJfNjk023qHkJ1C6IpPsYuo+D/ctUnETfPfkAcyqRLqQe3KdE/0LfCzzGjHp8tzaXj44cJ0z1XGunBvvNa9nFMkFSXO3Qh1q0JdusXahN6JddiVBPEDXQzqJ3jSwl96YYurAKv9w9BSX2iNcq/fxPWuKSbtESuuS1B2eWTrE/7z3azy3eZB/vPsUAYJMrMOF5iiPDCx8f0753xYP0pq0aPsmg8YmXWVgSh9PaUyYJZbcwg/Vpx0Rcb/y1oD8dkF6Jwagu8H9/gB0zwRtPe3CUgw12kX4Audyhu5kByRILSQ7WaVcTiLnbIwmdPsVsXWB0iA0FZojiNsulWKaPRPrXFwf4uGRRUIl2D82x5hdJaV1OWQvM9vpp+ImuNbsY8BucrYyxkhik/PFYY5PLWDKgD6ryVyrwJH0yvfPsS/W5OOHL3Nmc5zVbpoX1qcYjDdwA43/d/lHGLQbjNsV/uT68d6c8uE6XqjxYGaZMbPCq2OjjNsV0rLL39SP8V/t+jYVP8lfVY+iLdj4Yw6JiTrN9STDgyUG43Vqbpxd8SobySQr6Qw/v+sk7dDkeqeXRCf2/7P3XkGSZtd95+9+Pr/0rjLLu/Z+DDAGA08BWBIEQVBgkEGJlCgtQ7Gv3NjVKjZiHzaoBz3tk5ar0MpQsSIpkTAEgSFhhoMBxjRmpqfttC1vs7LSu8/fffgaIHZFADNAz0x3o34RFV2VXfVl5s3z3XPPvef8z1QPbTmL83QfUwsIIpXvDRZp+zZ5a8T5+hz1TgrFF+AJSmf2cI7onMq1qQ+TeKFKmIxFU6JEhBioOP0U+kjg50KOzu5iqQHrbpGeb/GZ8UsU1T5fa55GFxFupHGyuMu3u0dZSNSp6B2+un+GMavH45lVvrV/jNPZbT5YXeK54AiX9yfIJUasuGVGoc6v5C9wxZnm+miS44ktggdoe/z7HEymB7wTHNjVAX8X901rzrBuERR8wo6Osm+gBBB0DMRQxa8l2F/PoW+YACgB2DsCvS/jZKyyR3SiTyE5JF0YsN3O8PTUKinN4x/MnOdkaotfz77GCWuL84NFvnb9JDUnzeWtCbaHWfaHNq9uz/C7iy9TtXqUzD5NL4mC5KX6AkGocjhX59PlyywNy6y0C/R9k7ThstouMPTj2uiXNuf405VH8QKNgjWkoncomX0K2oCC1udIrs6Ol+O5/gle3p+nHmQ4313Ab5n4uRBoOjuLAAAgAElEQVTRNOjXUpSm2qzUC5xfn+Pq2gSH7Bq/ULyOqcXOU0WiIJlMtAmvZXCLkqlim09UrjOb2MeJdF7enOPW6zPUOym8gYHiQTTpUNvL8mhlk7LZpzNI0B+ZsRVIMBoqRluJdy10iZL0MdQQTQnRRcjH8tfxpcqGX+CJ7AqKkHwof4vL9XFe35+mEyY431vgQ/lbnEuuoxLx+1N/DUDV7HC8VGM83aXvGew4GU4lt7jtVjlhbpHVhtxxqg/c9vjBxHrAAQ8uD+L9e99E2jIdIAYqUpVEpkQ6sTyptEOEo6C4CtZ+/FhggRKClxF4Yz6/fuYCF5tTjAKdj03f5lhih7+oneUfTb7I64N5fi33Kv9q95O4ocb2IEux0Ge3n+aDc8usD/IYWsh0psOfbjxONdnltaVZjkzX2GjlcEYGkafSz7T4d2sfoDmwydojFCFZqRcZz3fZqOXRx0NUNWIq22G5USRjjPi/lj/I0DWwTY+5bJOOmyCUgq9snUJVI/7r5mOsrZRBj+Va00datOspGit5jp3a4PqNKY4e3eJCd4YpK64bf2F3kdpeFivpUUoPEIHAz8aZ2V/aPEPK8Fh7dQoRQpSSaDdSiHyIN+4jQoF0VFpegv1RilTCpZrqcXV7Fr0X18OHelyf7RYk0lcZ+AaaEdIKbJxI51Jvmt8svUIvSvBkZomi1kdVJD3H5Fs7R3mivIql+FzozzJtNfnu4CifSF/h2e5ZTDUgqXkEkUJOH7Hj5fCliqX4TOgtMqaDqQTvsSW+dR7EG/6d5EA05N7w8zRW70Q51lu55oM8xveN08ZTSGzHoh6jYw7RwER4AqQSK3bdVoj0uH47tCCKIExIhBGyMcwzlWxTMbvod6PChVSDa6MpBoHJ/3T78/Rcg27P5om5VfadJJN2BwBdCQlClf1Rks7Iwgk0hCK5tVFBKJKzs5s4oc5mL8dUOnach7N1Wl4C0/SxdY+TMztcXZ3ATru4gcah4j5X9ibIJhx63yvTNiVXB2X8jOSOKbFqCm5Gsj2nowxV/uAX/5T/9bXP0t5LoyQC5FDl+tIEWk/lbH6LfTfFm91xTuZ2ePa5x8GUjEYaG10Lpn2qU006nkX9Wpn9UCAkaH2B1o8T98yGimwr+BkJeY+LlxaYOrJHyR5w5foM9q5KpIEIQPMFkRpn459Z3ODN7SpOXuOJ/CqXBtO4ocZftB6l7SeYSTR5xVvkg9Ulnl05gSIkJ+xtBpGJIiSvtuf4H8b/hnZkM260Kek9LnRn+O2Jl1FExF83T/OLhcsAtEObbT9PUrn9npng2+FBvunvNW/lfPAg+/lv+f9nhP88cy/t4YfH82Grzf5h7hunnar06Yskxr6GUjPRhrH2tlTjyM8ZA60Pbin+ICJNkjnSQlMjaqM0HyrfYWlYYt9JMT9ep+0n2B5l6HgJ9vtJDC3g5OQOq90CSd3j1d1pDhX22e2l6Q8s/K6BnnVxXQ1lxyJMRChDhWvGOF7DQsn46GqIKiRbwywp3WUu38JQAiIpUDSJoQVU7C7n1+eYKbVYenMC5cgIWTcREiJTxpnuKYk2EMjrSeY/vM6aV+KDi3d4bWeafi0FmkQMNDLHGwBcrE8wmekyCEwiQ2JN9hnt2Yiehii4dAYJdnfyWL24tl31ILDjcdWG0F8IsGoawgfrhoUzFrF9tYI6NUQZKYgQrDa4BUBCkJKkVxSuBguEJY9PjN/gxeYiFatHQvV/ILLyZnccL1JJZlw+MnuH5V6R73YOczq1xZXWBBv1PH+TPh5nyNcP8cvjl1GF5LozwUv7C5StPvUgTYhCVetQ1dsPxJn2wzoZ/DQcOJ57y4FtvX1+3mzwvnHag54FCngTHvqOgVRiR+KUYTAp0bsCpyzjxhW2JLHYJWV6bNbylKYHvN6eAWA80eWbzRNs9nPYusfnJt7gK8oZ/EjlTqOEEJKt1RIIyaWehb5i4VcCMCKiLRt1JEjsC7ycSpCQqFdSWBqEBYft7QLlSoeRr6MkJUcye5zfm+VEvkY6NaI/NNkZZjFNn0cLG8y9v8ml/QkeP3Kd87sz+KHKXL7FTi/Db81/j+VRmUmzzayxz+udGRKGz8ATSEOSm2/x63NvcGNQ5ddmL/Ht+mF2ogwihNG+TWpVw320z4fnl/jmhZOYexoiAK8QISsuomYSZkL0ukaq2qevJdHr2l1td0lkh0S1BEoQR+aRAWYz1hq39gV+CvSeIKpIvrR6hnOVLUwlIELwvuQGL3UWuXR7mnRpwIdLtzEVn5w2pO6l+frecXY7aU5NbnO9V+XixhQA+kTImNnjuLXNil1kb5TGkTpzxj4njBrN0CLi/r4B34mtvHfz+e4lP2+T5b3iR9ViH/D2+En297BG2/dNIpr0FJS+in3LxGwJFA/8FISmRCowmgoQEXj5ME4+iwS6GqIZAZVEj89VLmAoAUvdEidSO3xm4jLncpu82DpEx7VY2Sox2E0yXMsAoHU0okDBLYWIREjqTZPkpoISCEaV74u4SIwuONWAcMdGNUOCMB6y+iDFldYEXhCfEYdScKiyT0LzyVgu40abpOby2enLKEjmc00W8k3KZp/JdIdhaJLXh/RCi26U4Egq3q6eP7HD5Nw+f2/6JhW9w+lUXHYWIei6FlpfQR0ouDnJ49MbXKxPIrz4CMHLR4S5AE0PkQooVkBkSgZdCzFS8IvBD+RhlY6G1CTa6G8/g0iPo2w3L0nUJKEl0ddNOh2b7UGWX8hdI6cNcaTO6fQWwoj40OQyT9hL3BlWuNieouNb9DwTy/DJGg5OqHOoWifwVL5aO83tXpmbzjjDwKDjWlzrT2IJnz9uv48QQSjvG5P8b7gXE8D3la5+WPHqJ/3+AQ8vD6NTuZ94O/fag8J9E2mnrxtIFbyMJEhKjI7C8KiDaBpEVoSW8fB1jepkiyBUyVgORWvAE0dXqbkZ/rJ+hmPpGuuaxwv7h0jpLpc2pgj3TbKzHazbFiKMj8jtPcGoJDDaJsOpAOkpuHn5A4cmQoh0SXJLwU9C+rZGaAIzHoORyXi+y9Z+jqGr4zoGdnGPj0zd4XJzkjG7x7niFhN6i+VRmRuDCrqI+L3xb7PsjfG1+mnqwyTbdo4zqQ1eaB2hH5o0PRtDCdGUiOPZGkEUbxm/2DnMK9uzvH98nedfOYXdB7cSYcwOWe/lcXyNxK4Sl75l4wkgXE+ieeBLQWRH4KgoeQ/aBl4lwNzWMVuAVOgthkS6gt4T6P34LNzPSty8IEhG6D2BsWqyVJ/iC/ajpDSPi+0pKoke+XwfgGe7Z4gQrDXzHC3vxcpue2me30+TL/Zp7WQ4e2wdL1L5UPE2w9Ck75t0hxarRoGtTJ5WYPPt/nFC9t8T+/tR/CyT6sM0URxwb3kvbONHPeeDuHB4u+P3IL7HH8V9E9b4KRhMRhjt+MPQz7VYnKzzyGN30HMOzywskSv3CUIVx9dYXhvjzb0qf/z6+3mzVeHqzjj/5cYjvLyywMY3Zrn08mFS37WRuqS9ncHLR0R39VuapyTDmYDhTIDwFZSeht4TqE4s3qI6AsUXsfKaFdeEB0mJu5LGG+qs36wghKSa7RH2Nc6vzrE5zGFpPsfTu0QIhpHJ0+k7LNr7rA/yLHtjlLUeo0Dns1OX2XXSTOpN/rviFbxI4+nsEp+tvMGT+RWW+0UmzTY33HHqTorTYzs8d/EEkRVhNSR2eUDS8mgPE/T3ktg1iVuKKB1qoBghYSpEBALpxxnh6UofdcPC3lRJrOqIKD7zdouS9IqKvXO3UYkC6fX4vN0tSpIzXbxKQJCU6D2FfSfFlNliLtUkofqU7CHPbxxixmywPcxSTA0Z+CZCSJS+Cq6K62sgBVcuzLO0V+JLW+co6T0+VblG0vIoW31uOVWCSGXXy+BF7+46Ukr5Y7/eDm83ij7ggHeLA3v80Txo9+x9E2lbjzZxtjP4aQWpS7xLeZYXLNRNi0iXvLB7EgB1GJd9pRoCt6ijS+isVlBDkClJclsQ2HHE2D0cNx6Jcj6hAHM/jkilEZEoD4kigbufQFoRYnaEvJBlOBPE58MRdBfjSFMdxefoyuQIIoVQkyRtl6Gvk670eWZyBU2ELCTqWMJn0mhxZTBF3UvxsfwNKuMdTlsbAHyi8iZZdcSvjr3Bll/gfGeBv5e/xhvDWXqBxZ6T4rcmzmMJnz+vP0aE4NLuRNxAxRdEv9qgbHoMfR3fVzH2NfyUQOtDfTuHMlAxBgKpSkQ/TlTrNZOYQZyUNpyURNMO6oqFNoydtVOSiCBWmmudABFJggmXrB7QDwRhwUdxDUpWnzf74yRUn/dlVgBIG3GDD00J+d3ZF/nXSx9GVSTWTI9R38QZGcwu7LG2UsY0fWbSTXypctra4H883OLZ5hkGgYkiInQR3rd12u/VDX2/Rgg/zXjcr+/lYeFHKagdlOL9eB40hbT7JtJ23ihg7WooHqSXVCJdoi8nUDxBal0hc1tB8eIuX8g4UtS7caer0VRApEN6BUZjcQTpZyNk0UMbCtSGjpLyGc4G+BmJCAXjuS7eSI9HwFMY1JLofcjc0jBb4Mx4GB1BZBA77LkBihqh6XHSmq6FOJ5OJd2n61ucsLfxpcqN0Tj/fvUpNkZ5tgY5/vfXfolXu/O8NDzMql/mhLXFd9uHaIc2q06JcavD//LS5xiFOgrxDfRc6zh/0znO0VSNK3emcB0DqcUJZGnT44nyKp+fvcATM6t4Ex5+EqyGwNrQkSJe2ISWxGwqKDsW5qZOcgu6h+OzbvNagtLlePegPx8/JkIIksSLmsUBuhWwv5VF2AGip6G6gtVukclEm7oTd0v7bP51nsivcHNY5ffGv40uQp6srPL7h79BNdtjqtpC2bLYrOdBgdHQpGz0OWnG5/Qv9Q5zIrVNNzCZNNtUzQ5CvPtt+97K13vB/Tyhvt3Xdj+/lweBH2WLP85Gf5LtPsifyYP82n9W7ptIW/jgZyRhIsIRgABlpKD3Bb2FCClAFFyiQAEpiFoakSkx6yrcjc46h0EbQPWRXTZWygjAK8QtJk0jwHfM+Dq+YHl1DK2pIxVJNOYh+xqD6YjUqhI3I+nF27ph1UH6Ch+YXgfgn1Ze4NnuGS42p3issM6M2eDV7jy9yGJlVOY7mwucrWzjRSqaiDg9vc3tTpmS2WfXzVL3Uiza+6hE1NwMO6MMR2d3eXFnHkVAITFkvZunvpfBWjNRUxFW3SBISsae2KXrmGTVEbtuFl1EJNIukWkSEJeUmU0FqUNqTYl3HIbx2LROhhjVIf5WEqsBzeMKig9aVyEy4lK00JYERZ/JXB8vVKkPdeRIg3RAOFTYqud4TZ3hieIqzSBFWesxDE2qRpdLzgxf2DhH2R6w62SYSzW52R5DnY/PvaUFCdsloznc8qp8be80i6k6K6Mynyxc4/poguVBCXj13Te+A94xfp4n17fCT7MgfJCiwneKn1T3/3Z1AR4kO71vIm3VA6lJkusqUpeU5puoHjizHlEmAFWibljgKXFnqnEHva3gLjqgSPxMRDju4hUiNnfzCD8+09U7KqgyjqpLLmZTICIQRkRoSrSBgrJngADVEXjZOIo32gqqA0j47cdfRldCMrrDq6N5NoZ5PjN+iRu9Ci91FvnO6gL/8daTPHvhNIOeRUL1abn2D6LGgaczCnV2nCzzdoNLnUmuDqZYtOtcvzHFzRuTOC+V2N/Jsvz6NM03S+g1g+ydCLOhIKL4vDmSgg9NLqErAXUvxVSixaMTm3iLI4bTAUjwchFSkXGOwFGPIAn9xQCt7OBvJTEbCr35eKvcmfTxKz6Kd1dpLikxdnQ0JaK+m+WpI8sgwb5log4FUVenPbKYMRu82R+nHqSZMpqoImIYmjw9tsIny9fouAncSKOQGPLo5Ca+p5HNDnFdne/uL3J1MMlThWXcSOdkcgtfqlzuTPL65jROqP94Q/k54UGYRB5m1akHjZ+3sX4rOScP65j8TJG2EGIV6AEhEEgpHxdCFIA/BeaAVeDXpZStn3QtPwVUXQaGAaqkeaOIIkDpakSpALOu4hYi9JaGX/bjv5lxUeoGkQYoEqVuECYjFFUiMz7qnkk07TBdarNzsUpoSfyzfcKRDkMNvTJEnwnwNtLobRWrHiuIKR50T/kszNdI6h6mCEhrDt9aO8J2KcvZ3CY3h1VSuosuIkwz4P3j67wiZ7EMn0P2HidTW3xl5wyTdodL9Wm+svkIWCG3y2XCSHBxdRqhSFAkWlsDAYlVHdW/K4wSQf0xSZT1wBfkqj2afRuvqPFycwGAebPOtpMjmx3ip1RkVRAMDdyETmGyzfvLO/QOm7Rcm+U7VTRPxEcLCcmpX75DdLe8qj6ZZPf6GMXDDeobebYujiPsiGFggBkRJCWRASgQRQrrbpFPFy+x7ecxFZ87wzEqZpemn2TM6PF0aZmXG/PUB0kqqT6aHtLazJKsDuh7Bm0/wdPpO3xl6zSXmxNsrJf44KmbzJcbNN5Cl697aXf3Iw/SZPMgvdafhfvd5n6es6n/Lh7m93cvIu2PSinPSSkfv/vzPwe+JaU8DHzr7s8/EalJDNNHBH9rfMqhPpEVoSZC3FIIqsTPhChdDbljkc0OkQpoI0FiW0VxBUZDRV23kKFCWPSxEh4b2wVCO4oj7DtJjC0DvaUS7CXo11Koo7gnt58ENy/pnvXQ0y5ZY0RGd7jQmeZ6p4qpB0zZbTZHeaatJp8sXKNk9vncwiWmEi0+NXedpOFzpTfJv735AZY3ynzn+dMgQc87ECjsb+bo3iygbZpEIw3COFvdGYvwM5LBZERgxzsHIgTNCnjfyWVOj23z+cNv4IYal9amWG0XeK03T8O1eWZiGd9XGfZMor5OqtLn0zPX+GT+KsPAYLORAxlLwEZmnB2+M8hgqAEZY0Q5MaB6PK4TT1X6iBBE1mO7n0GoEdpAwNSIj5y7zmJhHzfS+MO1D/NC4zD/9vYHaLg2WW3IpwuXSKkOWW1IyRrQ3E9T66fIpuJubaOBwe5OnkgqhCgsZPcZs3sIM+SV1XnO5rewFP9dtbv7iZ8mY/2Ad5UHwubu5wj03draf5iPEN6JM+1fAT5y9/v/CDwP/M8/8YX0BeG1DKopiVJxu818esjuwCDs6qieQOvHkpvyVI9oOYX7agE1JVFcQWSC4gvcsQC9pWLs6PjTLoOGDYrEaCm4YyFRxYtLkm7bSDPC2tLRRuBlJWFCEqZCSmNdfnXmEt9rzeGEGrN2k7qW4jcmXuX1/hyjUP9Ba8xFa4/L/Wk2hzk2ulmau1k2jTxyoKG3VfxyAJEg2rQxBwrutIcy5RL4KmrNxJjvEe2nkZokSAUYaY9M0sHxNfpNm8emN/lw4RYXurP819uPMNq30boqfT1k10kzZbf52s1TSAnGmonqCKKywI9U/rJxlju7ZeS6TaIncKohekchMiV9x0TLRHFJmigwCnRublZQ9TCuU+/rVGd61HeyhBYIIbnWqNIdWERVQSnRp2r1iBA8U1jCVHxeH8xhKgFn7XUOj+2SUH1e252m1zeZXdij5xoMXyvxcucYb8xMUkwN+VeH/4x/Gf0SA9/gdq/8rtvd/cKBs34guec29/1M5r/LHu6Fet67YWcPa/Lb/cLPGmlL4OtCiNeFEL9397GKlHLn7ve7QOXv+kMhxO8JIV4TQrzm4+IWJIlzTdSRQDgKRILWq2OIgYawA+zFDl4xxJn2OVKpE0y4sZOdcvDmHbzFEe6UhzpUYllODbStuJUnfuws9aaKdstGv5LEK0QIK0RqEj8tUUeCU4+v8NiJFQqJIUvDMpduzdByba53qzyTu8ObwwmO2LvU79Yrp5W43OnZGye49Y1F2ncK4AuM1ViSNZh0MXc0xFBFmRzhzrjgKWh6rOQWZgJG+zaqIyDjk8g5fPbIZYJQod9OgIC9YZov7Zxj0a7zifkbTMzto8wOMM24G9b1TpWpcovxUge3EuCn4vrxupfmM6U38Ac6UpU4RxykKgmNWDhmsJVmpVtgGBn0gnicLNvDNANEKMCMuP7KPABuOUBRI7oDC9vy2BlksNQAU/F5Mr/CV3dPcW0wycX2FE8kl9jy8ySFxz+v/jW/NHuN3zzxGgVrQDk5wBkPkJpk2LTZbWZ4rn+CfzD+Ml3HIpIKTvSWzrTvid3V6/W38lzvOAcT2QPBO25z77QdvFPXfyuVFu/FLtLDGm3/rJH2M1LKLSHEGPANIcSNH/5PKaUUP6KGR0r5b4B/A5ARBRmZEe3dNKIQoQ0U/GxIYCtoXQVfVzl3ZIvv7KbRUx71YRIZCrx8iAgFSt1ACQRRNkQdCfxMhN5VUHxBcarJXiNDJj2iq0UEkUB6Kvayjt5XGUzJWGP7bI/lVgHP0/iVw1e43SszO1vHVAOOZ3Y531kgrTtc6M7wvsIaf7VzgubAJggUzBsJgqRE8QSRLXEnPVLFIb6vEhkmiZrC0DTJXtPonAzwl9KEiQjVVVBnBhTne3xq/E2+un2SjWGeD04ucSdTJpKCz4+/TlJxGUQm/dDkE+M3+HPnLOXUgDGrz1KzxFiqz0RywMTJDld3x0nqHm6k8qX6oxAoKJMjtNs2UgEEoMQ12futNC+KBTQlYszuUawOeHVtFt0Ha80g0iWJVQOnGuKNdDQzoNdP0PYVdteKHD+6yUY7h6EFjFI6hhKSVkZ8xL5FWY1YDUxOJTb5WvM0v1H9Hv/iL34TFVCmhhhvpBidDtjz0+hKQCExxIvUt1qnfU/s7vHHH5fr6+tv5fneMQ4c9gPDfW1zP64m+91YDHx/d+BH1Yq/m/wsGfnvRZvQt8vP5LSllFt3/90TQnwReD9QE0KMSyl3hBDjwN5bupgAtashJkcETRMt66Fv2nj5iPJUm9e2ZrDLA7ylDLW9BKoniBIR6q6J3hOEp/voEjzTQGgRSsPCz0QMXANFkWhqRDTUsLZ0pCaJ9FhoZPKRHT47eZHlUZk5q8F/uPME5+tzNIcJFvJNPlW+ytf3T/DG1XmsmoZbDlELLnLHQnUEUoC0JUEmgrRPOjuiv5bF38phtqE/E6EaAoyIzskArRO3HwVIHOowkelyrrBJPzT53dmX+E8bT/LZ8gV2nQxjZp8rwyl6vsXN9hhba0WOHNqht5NGm4w4P5ohm3C4tVbl+Pw2j+Y3yE47JDWXW90x/EgFMyTaTiDUuN48siL0lgpSIncs6mrE+6bXWe/lSWh+3PjEThDaEqlKpKrEwiuOSgDkC32iSCG6UOB2Z5bMiQZeoLHUKfG5qTd4tnuWgjbgmeRNVv0Sr/QXWe0W2c7kOfToBrcvTROFKoNjLjgqNzoV5ir7nCtsoouQ772FOu17anfvEQfO+sHivba5t+qI3iu7+v7z3m92/Vad5jslsPJOjMdPvT0uhEgKIdLf/x74BHAV+Avgd+7+2u8AX34r1zOaKkoAYj0BaZ8wUHDGQ0I7Yn+lgDM0sE2foBSXKIWZAK2n/EB+Uy4l0fUQfU+Hto6fikVUevUUYd2i/70SwldwyyH+goP1WJNTT9/hv5/9DreGVZ5O3yEkbkKy30/ykak7PJLb4PaowpWXD4EZ8fFPv865M8sYpk9iV0EbCMKEhEMDkpM9KmNxj+6pYzXcsYDgmQ6TJ2rIEz3Uhs7swh7RhEOQD5g4Usf34zaUo1Bnx81yy6nyz2a/zf+98UFWOwVMxeevlo7zZqtC4+UqykjlzpUptK5KazNLr59g6Ovkin0iKai5GVb7BYJI5frNKe6sVRBdHanGjVf0yQGlV1WkBkZLQesrhBs2r27MkLNGBFIhYfj85i+9gFVT0DtxDkHmloLe0lD2DZKGT9py8XJg1QVp0+N4uYate+x5GWbMBrbi0gxTRFKh6dmEUuBLlSOZPaQmCR0VtamjNXQawySrTonPZC8wCnVy2vBdtbt3k59WHvWA95Z32+Z+OGp+kOQ1HwYehLH+WSLtCvDFu29SA/6zlPKvhBCvAv9FCPFPgDXg19/KxYJkrA0uIqCjQ85HmhHCiZXQlE2TppAQCiIrijXDfVA8Qe6pGvutNEGgojoCPyfRmwKpSKxbOm5e4sx4CD3iM6cuc9repBkmWTDqvNQ7xM3OGLe7ZbLGiLTpUbBHTJptNpwC395cpHRmj09NXKfmZdjs5Rhtp9AKksiQiDEXKeGR6iZTVpvzjTn8UKU03ebvz77By80FbN3jZsdir5vCejOBd3rI9q0yiquwspzi9sQYQkgSSY8vumc5VK1zrFDjuc0jHKnUUZA0EmMoriAo+UgRf2x+22TfUzk3v8FvVL/HmleiYAzYc9OYhRHeno1MBqh3RWSUy2mcIohAEpkSPyORmqSS7RNECs2BjaJEZNUR5Y9uU3txAsWDwYzk0BNrtJwEe50UC+UGG+PxmXp/o0Q9l2TYSWCoITNmg9ujCutukaw2Iri75b02KgFQnG/RfrNI+lgTP1TZ38pyQZ9mtV/kVHb7rZxp31O7e7c4cNQPNO+Kzf2oLeYfx4Fd/X/5Ucpw8PCM1U/ttKWUy8DZv+PxBvDxt3s9xRcktwSBFbeIlC0Vf2GEfTNBfzHAaGr4vorSV1FdQWhKRCRwxgJ2V4qkVjSGExFmANaOhlsKsSf7DIcGRydrGEpISncJIvUHYiB33ApL/TKmGrDZyeLbKmcKW+y7KZ7dOcnmpXHKp/b4+PgtLnUmeXO3SrScQtxtF3ri8VWm7DZXm+OcS2+y76c4l9+Ms6abM9wZjnF7v8SwnoQIgjtpNBWSr9gMx2MVsuRT+zi+RvBGDn0/gTclub0xy/WiT6nSJaM7NF0b82iHfjvB0dldniiu8ic3HkO/kEKqGvvVFPUggx9p2IrHzjBDwvRx1XiRE1ZcRMvAy0fxoqYckFjVkXkXdddke7NAtzhksdBAU0KWR2U6Iwu3ECHTAWpL48a1aUj7JDMOLSfBocM7NIcJvEDjyYk1XnkHG6sAACAASURBVBZzLDeKrGTKpDSX2/0x3p9biTt7VZd4xF5DERG7Tpq2LDIYmSyO7XO9ZbP1ZoVzH3ydbmChix9fp32v7e5e87BMDAf8Le+GzX3fWT9MnbgeNB6UMb5vFNHMpoCIu6VbICQYdxJEOqgDhdGiR2LJQIRxn2u9qxAaEnWgYm9qcVa0GTGa9VEdSEz0kRIOT+wxaXf4UPE2f7/8Gk3Pph6kaQU2V3qT3KqXuVMrsZBvoioRJ+xtmq7NXjeFrDqoQmIrHoFU8V2N0JJQclHmBhhKwPYwix8pfLe5yJy1z0Kiji9V/EjlWzePMuxaYERo/VhPPUhKuo858ZZ1QtJYyTOW7uNM+rh5SG7GAij2ksHQ1Tm/OsfSXglLD1D0iIzh8O3aYZ6ZXWZ40mE462NqARe6s/xN/QibTv4HY6oOFfSmhhxqqCNBZEq8io/SV3HLETJQCDIh+bHeD/7G1jwO2TX8UEXqEUpHI0xEyESIUCS/PHcVgKOZPRQR64knVI/xbJfRwOBrqyd4aX8BUw3wpcqU3cZWPNLqiKetLZ4p3ME41MVrWbihhtqK141fXz7G9U6Vlm+/u4Z3DzjY9j7gp+WH7eZedZs74L/lYRrD+0Z7fDAbYtZVRBC3w3QrAUrKR123CIux4EZkAOJuv2tD4udDkmMD1O9kcUqSxNgQRZE8dWaV2504WlTuJjY93zjCRLXFmNWjH1qsD/JkDYd/euwlOmGCbSfHTLLJ/3H1Y4QrKZge8c8eeYGVUZk/Wz1Hq5YhWRwSmAEL5QZD36Dl2qzvFVis1rHUgD9ae5LHy+t8+fJZ1H0DDInVVAgtidEWDKcj5s9tkTeHrBSLjDyd+Vybgjlk8kyb2qEMK+enYXqENw1BO4Ha1FEGgv0Zg2RuRNezKCX6LHVLTFVazGUazCRarI/yNAY2K7slspkBp8e2eamfADVE2bURUbz4CbS4vA0F1KpH2LPJ2yPW9wqstfNU0hpXxBTDjTTm+AAAdz+BbvucmtzmTy4/zmdOXeZiY4pIgp10uNUd4/MTr/NH/pNoSkRzmCCSgnGzQ8+3WO6XqOgdVr0yq06Jk5VdXm0usHynSulok8ZyHm6kWJrTCaJ3dx35427mg6jngHeSAzt653kYx/i+cdpSk7FuthaXTh05vM1iZp/vJBcoJxwWs/ukTnl8885RDDMga4/4/PQFrvSmeO7kMcRQZTzTR1dDak6a7UaWVNLhSGaPb6we5Q/OfJmy2qWa6/Cl9qPMJxvU3Az//vaTfHBqmZaX4Jt3jqHXDKIpB9MI+MM3PoSyYxHaEWre40hpjyubk2x2svTXspQONZirNMgYDivdArV6li9vFBEjBXtXEGkC75E+0ZbN8ITLVLXF0cweEQJycQ32pN1hKtGiEyTYd1JEOoSOhplyWZjbpzthsrefgYGOeyfD2iBLeGyAYQZMZju8vLLAa0aAZfhMZTusRgqPjm1xvVVBUSL8vgFZH89QUQcqIhDoPcHwkIchQHEFm40cT80vM2510UXId/cWqRypkzFcyok+znhsJsPAYGa8yZy1z+npTXqRxf959UOEUiGpuFSTXXqeBSbs9VKUqn1MJSCnDylofXyp8Wp9BlVIiEBxFPa3sqBLQhOQ/GCRdT/wMN7wB7z3HNjVO8cP5wTcb+N8r8q/7hunnRwbMNxMgYQwGbGY2ef3x77J9vDX6PkmkVTIaUPK+R4p3SOQCqetDS50Z/jfnvkLvlB7lE+Wr7HuFlkZFDlUrfNEYZUIQTk94PnuMZ5O3wbgl3Nv8MXm49RHKYSQ/NUrZ2P51EyAnwkRDRPfsVBDCGcctE2LyDF5ozcPekRvoFM+1GDgGMxlm7y+OoO6aaEHEJpx85P+fIjWVcilR0y9b4cn8qv82dojfPXSaQB++30vk9Q81gd53mxVqN0uoQ0VwmzIxESTcmLAIDBIGR5ebkArSiF7Ks6ci75iMygHbL+URc1I7A1oPBLS7dmEfY1vO4sIAX7fQOmrSFXGanIRgMJwwSdX6lNIDslPbPNmrcpSp8SvFC+iiogbiQpepKGJkNPpLTpBgjuDMkPf4A8OfYF2ZJMUHu0o3so+nKlzy6kykehwYZCh2Y/r1y/2pjiX3qQV2CQVlxd683RHFhOZLhgR0gohUEhkR0R7GR5ZXOMvQ/U9ssADDjjgYeB+c9b3mvvGaS8UGxyfv8bKoIgT6pxLrfP88BAb3SwJPSCh+nx5+TSKItnvpBjPd3ltuMAT2RUAMrrDxd4MFbPLyXQsUnTIqvFs4zQ5c8T2KMufDN5PJBXqoyQ7e7lY/1uH4vFGHPFJ0PMuCMlYrs9uI4vYNQmSEdmZDpoaEUaCsVSfjOGwp6d57eIhzLqKl4tQZpxY9MVTeeTwGjfrYzxdXeF6u8r51hyt60UyWwIvA18snSFjubiBRqOZwmipuFUfJRmwc6vM5KMdDDUgrbncuT3O5973Grf7YzRGNttBEbSI/qE4g1tEGtauhmNEZK/pdI7FXbusXQ3ViY8TUGA4EUHJJWl7TOfapDSX771ylMKxBo1ukj+vP8YH8nc4ktrjhdohBq7BlN2manQxlJDfmHqVrSDP5eEMT6Vuc8Ko8fGFWzy/dojPH36DaatJpupQczMEUiGUgmaQ5Fhih+c6J9CUiI/P3OLLrz0SN37JxUlnwe006JLbjTKqEr0n9nfAAQfcv/xwZv3D7pR/EveN0z6T3WLerLPnpklqHkvOGGfsDR4d2+Jqs0okBUGgUs72UWzJifwunSDBlpvjVHKLnD4iQpBWHZ7bO8q5wiZf3HuEjpeg41jUa1nUho4SgtkQJDRwKhHCFzRW8+hFh/fPrnE6vcU3946x309SLnRJVT06jsVUuk3RHJLRRnx9/Ri3ehWUmkl2RdBbjEjOd8hYLpoSsX6rQm2Y5v2T6xxO1LAVjxdqh0jUBcMJib7Q47HqJhdrk3SXcxhdhSAZdzALXAWZDnj11jxnFze40c9SnW3wnd1Fnq6u0HWn0FMefttEz7lEkYLfU4kSEaVql+SMx4I14MrmJFNHdli+PInei5uSHD6zgR+p5M0hzxTu8O9uPwUSGreKKBWH1zamGbN6/OWN0yxW62hKxHPrR3hqcpWP5m/wen+OnDbk27VDPOsf5x8ufI+CPuBEZZdL7SlOZbeZMRuMG20s4fOHSx8iKiiU9B5upGMqI3q+hZl38JwkqUqf/n4SvRtrx7d3029VEe2AAw74OeJ+FW95u9yLRcd947TPN+b409pj/ONTL3N7OMaemwYbXt6a45fmr7Hvpvj80TfwpcqV9gS7ozQnS1tcH0yw6sQ1wM9ePUm+2MfxdG6tVUneNAgTEBqSVFPgZ+TdM11J55ikemyPnmNSSffZ7aZZTNbZ8bJkjREdzcILVBK2T1smWOvkcVI6GzJHv5bC2tWINEmQgvlzW/zC2A02nAKbwxy92Rbba0WypsMX+o9Q7yc5UqzjfkjjeK5BUvN4eX0OeSuFqgJCEhYClISPHOkQKGgtjSudecSYSzo1wgtUvnz+UVDALIwwiyPCQCVqGciSF3cQq2VoGiG5mRFCSPwwdub6jkb/uMtyrcREscPuIMMXho8QBCqKJzBbgn5OZXayzfm9Wear+zRHNoYWUEoNuNqsUjG7bA5zaMkQAXxgfIVOYPPsxnHKyQHHsjWmjCb7fpqz9ho3nQlOlXZ44fYh9MMht9tlMqZDSnf5Jyde4l/3PspwNQNmhHu35n1ytkHtwGkfcMABDyE/XNb3szju+8Zpf7R8i0YuydKwzPNXjjE7W+eL/iPM5FucsTf46vAMX1o+gxASZ2QQ1i3eHK/ibyVRXUGkSSj6dG8WMNoCZnxGp0cIEXeo8oMEoQlhLkScGfCRqVW2hln8UGV9P8+vHbnI9V6VrmfR80yylkMkBR8r3YASbDgFvr5+jMFWGm2ogASpQf+Ix0yyxY1BlbTmcDRTA6BgjwgjhZlUi0qiR8EYkjdGLPeKXOtUEVfTqAEMpwJmD+2hqyGHM3W+s7nAcC0TtycouyhqSHsvHQ+SGaFaIZOFDrVuGtvyePLwDS41JtjZyyEHGrKvcbkzh9Qka50xtK6Km5MoeoSV8BizexhKSMXs4hdVvrL3CH4O9F2DtahEvtxjPtPkmdISlzqTVBM9todZ+qHJR4q3uNKfJGW4BFLlqeRtZg/v883mCW50KvyjwovshSmuOtPcGY2RUH0+duQWg8DAC1XmUk0qRpey1iORdXAGSayahuLDaDxia62IDA+c9gEHHPBwci/kUu+bOu1Zc59pq0nDTaIkAj5aucVEosPQN/iXVz/FyzcX8W5l6Ddsoj0LaUS4LQt9cgCzQ6JyHG1WT9dwj41QkgG6EaCoIYnXbSIDSmf2IOczV2zS8eNysPpGnkzS4Wp3gqVWET9S6TkmU8k2Pdfk/1l5P3+09ATf2V1EvpJD6ytYdUGiFq+UTh/eRBESP1I5YW9jKT4fKd2k41g8XVpmc5DDVAO6gcm3VxZZ3yvg386gD8B+ep9feOwah7N1KokelxsT6GqI3hUwPSJyVBLnU+ALSuMdPnLyJr9y7BKaiBjsJTH1gOVeEYBj07scObKNzPiQ9tG6KgiJdbhDmJBEnoqUgrTmoogITYl4NLXGB87dQu+qmC2BsaPTbiW5tDtBw09iaz43O2Ns9bIs90s8WzvJd5cX+fjYDfxI5T/UnuE/bT7Jp4uXqPXS/HH7CZphigm9xSjU6foWFbPLjcYYp4s7/FbxJUp6j20vz+8cPc+Tj93CmfYYjYdY4wNQJRxE2gcccMBPwYMgQXovuG8i7efbxwikwi+OXWHKbtMKbL5yMRYhEkMVkiF+yadQ6VJZ7P8gM9yJdLZGOebsBjtOFjfSOJrb48X1ecayfbb2cvRnQ1RHoXarjDQjrt+cAjNEqxsoEw7NdpJmO0nkqERlhV49xfP7RxFGhL5hIgWojkBRwc+FhGYsrRqMedzYGWMnlUEIycXdSX7nyCvs+2lOF3f4+s4xjuX2eHlzjsBXEUs2/rgPJZ/HP7hEQvV5ZXuWxUKDG7Ux3GYCva2CBvarNt2THt1THmcPbTAIDL63NYOiSLIJB2EH1Pay7I6KEMHkmSVK5oDDp+q8sLXAsG4gfAVNiYhSIdaaQT+C9IxDx0+QVUdse3lOp7c4PzNHP2sgkgHSVzhb3eZOr8yd3TJ+38CoabT1IkEmBE3yn5fehxCSlOmRs0Z8o3WSUmrA+foco4LOo6k1xsweluLztY2TzOWauJHGhDrku6HFUWuHE8YutwYV8BWkHeKtpKHgI7SDRLQDDjjg7fHz4rDhPnLaphLgBiavdue52qyyu1ZEHShEZY+JqSYfH79Jw0txJrXB882j3OxXaLo2zZHN6eIOL9QOUbDiZhMXG5MYRkDBGuKXFDqJBPJKBqMtMNoKnWMhascgGPMwVq24L7cdd78KbhYQUxGKD5EZn4FHlsTPRITZkMnpBtu1HIm73bxCPaJoDzDUkEqpx4ZT4GPZ67whZvlk4Qp/2ThLcCuNNhCICPT8iCcm1jid3uSvaieZzHa4vV/CbVkQxYuD4MiQ4Rw8NbvGZ8sXiKTCvzj/q2ibJlIFeVjEKmdpH21PxZt12R1kAMjqDnP5FtfDHGQ8kqaHf0fHT0tQoOMnuNEaQ0FSMbukVJdnFpZY6RYZ+jphJFjr5dleK2Kv6pCO6+ZBggC9rtEOM4hEwNx8k9owzZnsFi+uzzNdbBNJhW82T/Dp4iVCFP64/xiH8wGLyTqXvCqKiKhqbZqRRcnsYxQcvL6BHHdQd01k8PNz8x1wwAH3hgc9Qe3tcN847Re35/Hv1ugGVzMoaUlY8Dk0Wee3Js9T87OshwZf2j0H/y97bx4jSXbf+X1e3JH3VVlZ99XVd0/3HD0nOQfJpUjxkGRaWu0uvNJa0hpYwfrLi10DBrywBdhewNB6sWt75ZVASYCElURJXIkjDsnhnOT0XD3d03dXdd13VuWdGZFxPf8RTXlAc8g5msOaYX2ARGdFZlW8jP7m+8X7vd8BrDWzPDqywCvOOCvdPIqQHM9sogiJG2pIKRiwOsykqnxj5ShKA/pFiVsWyFRIZqpO62oxrsU9FreJrNy7xd8fe43v1A9RdVOs7uUYOdZkOr3Hty4fg75C07GYGa2y2cwgCn0URSKl4GRmgxWnwLHkJn+6cxZFSM7tTjF3bQRG+og1k2jK4dHhZS7tDfHS2iR9Ryfq6GhtFTHYJ3nZIvPJLe4trRJJhaLR4W/2TvNY7iaiZiAnHaJIoCgRakch8gxCE6Sr8pmhq1ztDFF1U1y6PkZmQ9DKqWzs5FCLktCOMNd0vpucwjAC1ro5rtYH+fnRN9l20pzMx2lyrcDk2l4FYYW4ZRVzV8HPShQf9JqKP+RBX0XZNXgjmOBzd11i3c1xvLJFzU3yZm2YlNEnJC64cmZ0nccLN1jpF1n38yw7Jcb0GroIaQcWAEbKI1xJIiQI7afny3fAAQfcGfZrQZUfB/vGaDcbCfRVEz8bIUd8PnHiOkdTm1xsjfHk7incUEcTIauNHBnb5dGRBTKawz+beY55dxCA6+1BNrsZRlJNKlaL+fYAZyuL1IaSPHs8SeaaTvRYg0cGN9h1k9QTebSuytTILr84/DqKkJS1Fr3AQFdCSpkuXxh6EwDzroCn5o7RbVvM1xKoVkjUV5FGxNzlUXYmUyRMjxu1MrV6EikF1A2kFaJtmahH2nx26jrXm4NUl/OoPSXuCZ4LCUo++oaJd1+Ho7kduoHJidQGX1k7w1CyxZpXoHCoRm2uwIl7lliq5wmTEcJT0BzB0JldXmuM88bVKYjA2tFoHQlQUwEPT9/iu9sn0JsKUgWvY5Aqu5wtLvPs1izt0OJUboN+pKESMZNoc255ktFKnfXaIJEZ99X2Kx6qFlHK9KjVk0S2AFdloVPkN8e+zZ/sPIhid3hjaYyHZhb5dwuPc3ZghZ8tXSKh9PENlRG9zjWGqWhNLOFzJrXCN8OjBC0DpeIebGcfcMAB74sPQx73RyblSzoaii8YPbzDPaVVALb6WSIpuFUvUlvNYRRdzo6tcH5jFIrwem2cXs5g1t7mRq/CrpMipXtoIuLc9iSVVNwII5QCJRnQnlYQXZPJxB5XdwdRvNsuayXk5dY0D2QW2AtSPF66wR8vnWU03cCXKpFUWOgUCRyN1A0DxQOnIklUBV5WovQFDSNDp61iVQXR8X7cL3qsSzSfwh/yMITkubVDtG/msRtx+pk/6HPq0BrrrQxKGbquwVKnwC8Ov44uQiwtoO1ZWIrPP5p6hYXKAM+szjKcaaEpESnTw9QCkprHjWoZczsuphKZoLdUoq7KG4lRIitC76p4Mw6GEfLI0CJ3JVZoleKVbhApXKoP888nn+LfrHyKSr5NrZvAqio4R13GK3EzFU1EfGn4POtenj985WGEFbLdSfHbc59jNlelFxhMDu1R6yc4nt9m0trj4/YCz/YOoRJhCZ8tN815Z5JmaBNKhS8eeZO/vHyGqKOjuPsmLvKAAw74ELHfDfWdZN8Ybb2hIk61GE/XudkqE0nBSi2P0zYZG67hDnYRAt7YHMHUA752/i5EX2GOEbSegj7bYqJQZ367xLqRZTDT5mcHLsV53TvDjAw0WHWLqBsWf6bfjaaFKCM9mIjwI5XnbsySPO7xqdwVXtybZfdWgcLJHlnV4eXmNMu1PPnXdPwk9POgTHfojmhksz2kFCihSlBUcEY0lAiyh2vkbJff+NLf8HTjOE9fP0LPV8isCSIDwgDUms7lpWGkp3L22AJeqDGTqgLwTP0oPV9nJNWkGdh8MXudF2uHmCnskdA8ur5Bye6w66S4dW0YraOgAF5exg1VxlzCvkpnO4VZUwktiXnDRruvzoW9Uc7vjtFyTTJWn27fYCq/xzebJ/hk+Xq8L71zlPlDNo8fnqNstll3ctiqz/P1w3iRSnqgw+FilVu1EmPpPVQh+eLgRf7z9mkiKYgQJJQ+W2ECX6o0wwTX+0N8fuBNXmlP80uFV/i365/kS4Pn+YvobiCu3Ca9A8N9wAEHHPB27BujnT6xx1Suxq1mkTBScH0N2/Qw9YCN3RzavE2/4oMCrh2QWNbpFyKMugIClHNZrh1OMDwWl+QcT9UJUbjRq/CJ0ZvM2tv8m+Yn8BwVZS5JEFf6xBn02QSGBxssdIqsJ/NxoJYnyBgu//baE5i6D69lcQsgIsjcV8UPVDJJl4Tu87HyLT6WuolCxG+d/2WKmS5po89IosmX1x9mYbuEtmkS6ZLeiESOuAwWm0yk6zyav0kzTDCoN1nsD7DiFHjZn+alhSnshIeV3aMRJLjSH+GJYrw3/M3VI3Qdk435ARRXYNcU/JSEY20GM10cX2MiW8cNda5fGiPS4wYdbiXkY4PrtDyb07k1Xt6bZCzZ4HKtQiBVzqYWebJ2iqPJbe4prHK2sMy9ySVCBHPt+1lqFTiW3+bR/E3OZNawFJ+03qcfahT0LtedISZTNXbcFAC9yGQ9yPNiY5ZBs8XHMzfZC1I4oc6SX+J0dp0BtcWxyU12e0mqGzl+RDvtAw444ICfan6k0RZC/D7weWBHSnny9rEC8J+ASWAJ+CUpZV3E0QD/B/CzQA/4VSnl+XcyECkFy80CjqcTRQK3Z8SFNqTAWjFwxz3oKwhfMDTWZOsERIGgX5HIhoFRU1A6KlvXykhV8pw7y3NyllKpzenSBov9AcrZDvfMXOObS0foVZMIT6Dv6ji+wnrdZmdP43fGBlFWLNDg1RtTJHIOtdUcmR50piLUnqC6kePn7nmDtm/hhDr3JRf535c/TVLzUC6m2S4k4cQOz6wexly0CHMRUdnH2NQp3LND3nL4V5NfZcEr0wgTZNUelvBpBja26rPWyyEjgdM1uCezQjO0WfGKvFidYXG9hH3DgoTEcgRBWtIbC8AKsRVJye4yXqpxpTHEZiODTAeEoY61o+BXQhpegpOZDapemrLd5pn5wwwWm/yzkWf4m/oZfq54gaTSZ8kr8WJjlqzmMGXucPH1GbThHsOpJvdbiyxpRV5oHSaUgkAqXG4Mcyy3xYS1x6hZx5cq51vj/N7mQ/zG0e8AsNAvYyo+I1aDAa2FJzVGtBZfqpznucZhdvfS8Z3UB6i7Aw54Kwe6O2C/8058kV8GPvN9x/4l8LSUchZ4+vbPAJ8FZm8//inwf73TgfihiqaGfGriBrbpoZsBWtVAtDXcSoBmBZTGGiRH4n3q+yeXUDRJJu2g5D0iA6QukQoo/u1IQkej1bW4uDuMLkISuodKxJGBHYy8iyh4hKYEM0LpqESaJNoziAyJXRXoVR3/Zob0LY0gCUZdwdoTGJk+O26aE6kNvli6wJ/unGUo0WS7l8LLR6iuIKH7IMAd8pEFD1wFDnU5mt/hULrKM53jLPTLPJaYY0Br04pssprDF/Nv0OpbJNMuxUKHrNrDFAGLvSLrtSzmLYvQjD9jkJSEpkQkApSGTuCrrLayrPVynMhtMlmsoZkhIgLnmItmBQxabR5J32Sjl2XXTXFmfJWjuR3O9ybphgbz/UHW/Twvt6aJpCCUCi+2DqN1BaPFBlnd5ZwzTTcyWewWGbUarHeyRIj42lqbWIpPhGDEbjCQ7nKzV6GiNQkRXOmOUNLbfLN5knqQ5MnOSXypcm5pCnPeQv5/Tb4+EN0dcMD38WUOdHfAPuZHrrSllM8LISa/7/DPAY/ffv4HwLPAv7h9/A9lHBVwTgiRE0IMSSk3f9R5vjB5mZLe4cvzD+C6etxWcshFBgqlgTa7Wxn6CZVjA9u4oc5rq2Pks12CUEFRIsRUFx3wugZhX0G09LiudduksZDiaeUwx/PbVL0UKb1PJumSsx0WRQl92UJqoDqCgIjEpoKXlSDBz4dYuxr9vERI8NMSQ43oBQYPJOb5bm+WhmeztFfgzNA67WkLRYnY6yZQN01ECH5FcuToOs2+xUY3S80ZImc7fHbwCk91j/Pd+gwn0pv8QuY8T7bv4rHBOZ5cPcFousGLzVleXJhBbliEqYhEAO6sg24GfGHmClUvxZXdCu31IlIKams5BpJdAqlyc2OQaNfEbCkouxa9Qx57/QT/263PUkm2yBgOo1aDE4l1/nDtIc4U1rjeraAwiCYiFNVny8twrVlh4L5tFCH51YEX6EYm3+ke5kuD5znfmaDtmhTtOEf+Ym+crNbj1doE250Ux4o77LgpKoUmAMN6g//lymewDZ8jhR28SOXh/C2yaYda3v7AdXfAAW/lQHc/XelTH0bea9TP4FuEuQUM3n4+Aqy+5X1rt4/9/xBC/FMhxGtCiNd8+pSNFudb43RaNrm0g3BUfu30dzk8vs3uSi7ey3YMlpoFLNVnaqCGqQV0eybRWgJ/x8bfsXnk6DwTMzsUJ+ugSAgEctyh2bX59oXjXK8N8t2FGYSQLFfznBzdQHUF1o4g0iUiFLRP9knevYeccDDyLr2hCLMmUJ1YzE7dJmM4/M76p9FFyJncGr95/DnKVpvDpR06axncV4qIEJIn6pyaWeOh4iKmGtLyTKZye5zIbfLs3mEutUdp9m0uNkc450xzrj7Fk6sn+IXxiyw1Crz4/ElYswmzIXpDpfKJNR6aWeT+sWUqZpNIKigClEMd1LkEqUWN+dfHeW5lhky6F5cGBZyRECLBlc0hKskW/3XlRWYSu2Q1h3l3kPFUnSeXjvPCrUOYasBn8pdI6y4r3QKjyQZblwbp+Tp/Ub+Pp9snUJDMu4M8kL7FyYEt+oHGrc4ADyXnGNNrDNptfmb0OiN2g0gK/qj6MC+2DnPTrTCaa3CksMNMssrvT36NYb3OydIm6lAPfnie9h3VXbVa/WHnOuCA7/G+dPdh0Nz3GlkcsP9534FoUkophHjXt2RSyt8FfhcgIwpyWK/znTc/TX64SfONEskTTf56/SRtx0JE8dnAtgAAIABJREFUAnvO4OGfv4apBCS1PiThVqfE1uUySgD6rkqQlJzfGKWQ6pGxXNyCRtZ2qXdtetUkSsqndrUEQlJt6iDgze0pDBUiA1Ina3S6FjRNGo0kMhKEvoLejyO+g1SE1lHIH60RRCqXNobZ7Gb4xbHzPL17lKtbFcLFFFgSLx8hhlzuGYxrk19qDRNJwdZykc6gSSdnYqk+3z5/HCXjI+sGF3OjiC0LdbzL//PSo+h1Dc0R+OmIxKJObzzADTTcUKPp2VzYHsF1DIQiSVgeXh+UPmgOnK5sMJ3c5WvyBMFyAVePED0V39QomV2ebNzFw+l5WpHNSr/IlL3LNXsQTYnY6GX5incvK+0809ldFCTDd22x207y8PQ8f7D5MAqSqpNkcLzJbw19i/Ugz++uPsqCV6YdWTyQWWDa2OGp5inmayUeGFoBwI9UMobLy0uTPHH3dV50s4xrNf7L0qtx3fnk7gemu/vuu+9gKXHAu+K96O7DpLkDw73/ea8r7W0hxBDA7X93bh9fB8be8r7R28d+JL+3+nGEJ2gs5fDH+nR2kuy+WcbpGQhf4Bx1uVyr8NTcMZ5cOs5qL89EooYy4gAQJCShFeEtp9jczbLTTtGpJwAw9YBjR9YACDMBYT6Iq5AFAhSJP+1gPrjH6fIGE+UawhfoCzbapgktHa8YgoAwH+DlIkwtAODRyVsMJtp8tz7DjWqZYDmF1hXIZEA04DFSatAOTJ6+cYRLG8M4vo7eUOnsJpl7dYKFP5sluayhrlioPQX7so29LUh/I4le15AKBEd6TJzZwHpoF72uUu8kOH9xhvkbQ7Q30viuhle3GEy36Rci3LLEy0VsO2lWnDynyht0DvsIV0W77SlQkDR8m1W/wKRexQl1slqP8XSdL05eYtdJUjB6KEIybtc5mtqk0zf4lSMv8/X6KfacBFUniePpfL16kn+99hlUEfFgaZE/WnmA650hZs0tnu8cJaO5DKXbLLSLaErIdj/D2dwS33jk33GxO8Z/2r2fW36ZapDh58oX8KT+gerugAPeAR953Ukp/+5xwP7mvRrt/wz8yu3nvwJ89S3H/7GIeRBovtP9nY5vICJBclVltFLH3NYwawIhoHy0SiLdp95OMFRsIqXg2u4gL1cneWx6nmjcJRzqI0KBvamQeNNGfSZH6rpB/bkKrZt5rt0aBmB6Zpv8QBsx0SU11oJI8IXjlzD1gH6osdmMa3jrXQituPY4ZoiXi9C3dNS+oPpaXPc8koK84XDh+cPI81mMpsArRIyN7TFcbmBpPueXx1G1COVqCvf5EkpfoHRUkOCW4j3yIBMRFH26sx7dyZD6yfiLkz5a43++96v888mnKCQcrGMN3PUUWkdBhAKRDDCTHseOrFG220SWJLQk0o5I6h7bvQxLrSKnD68gIrC3BbKr8ezqITZ7Wa53hvizvfs5kthix8+w0s5zrV1BAi9tTbBVT1PQukwbVZ4YmSOr9vjWGydQhaTZs+l0LTQlpOYm+VbjBHteioTus+lkeKZ9HCfU2fYyLFYLDNptvEhjvZfltLXCU90j/GzuTWzVRyViQGuRVProIvhAdXen+J578cDN+JFk3+rux8GB8d7fvJOUrz8hDsIoCSHWgP8R+F+BPxVC/BqwDPzS7bc/SZz+ME+cAvFP3ulAqo0UWkfgDkhCebsASQRsmjRNG2fPhkgwOrLG2dIyr++No6sh33rjBIqjYO0pBAmJl4ube5i7Kl4+IkqE6HUNdUsHobN1ZZTejIdihbiO4OGz11nr5ajWMnGLTV9leLbKul5Cz/YJt2yOTW5y7dooUhNIO8Rc17n16jhrsy286xmEhNCWBEmJWumRsxxafYudTgr9ho1XiOL8YwlaD4IkiPEeQaSQSfeob2QRRoTsaeQn6pQSPW5dGKXTM/mbvdNs9jKYakC7lkTkPKRrIu0QHI1koUMkBaqQWJsqfkYiXIV+oFG0ujQ8m/m9EkPHdtgsZdE2LIyRAF0JeXZ+FiQ8cnaOhOJRsrvcm10hq5epezZRVvCt6lFGEk1+vvg6/2H9cRCSSAqOl7c4m1ti0Rmg6dk4oc6p9BqPZq+z2C+z6hZIan1ySo9itsuryxM8PjPHfzVyDh+VEIWXuoc4kVxnw88zKmLDLZAfqO7eKz/KML/d6weT4f5mv+vu+8b6d88PdPXTwzuJHv8Hb/PSJ3/AeyXwm+9lIGOlBgs1C72pIoDAlkQq5K4J6moKe6yDZfiUzA4X6qOsbBagpUMyRNoBrq5j7qiEx7qIQKEvTZLjLTq1BJEmCXMRalchNMDc0NG6BkFS8oYxQi7pENUMdkQGdd5mfchEJAImyjVWlDxLewWmD29R79m4LxcREagOBJeyRMkIo6HgzPTRzJCJgTo5o4cXqizvFcnvSEQYF4BxKhFIyB+t8cDgMjdaZZKaR7OVQFm3iAxJbS3H1MkaYSYkbFiYkwFZw2G+VoJQYKxa9AcDlI6G6grc5RI3JnJkTrpEBggJ9qZK8nSf5Xaeu4vrDNktbrVKqFpEpEnqG1kaXg5pSIy8y19t301C89jupfi/rz3BxPQO67s5xss1TDXgheVpDie3eDC/yPXMIIXbkeJXO8M8kFng24uzrO7lsKd8eqbJolPCCXUiBH6kMpZusFtPY6ser3amOJNcYcfP4EcqT1VP0HBt/sXM3/Jy9xDtaPsD1d174f2spA8ic/c3+1l3b+X7NfiDNHmgsY8m+6ZmZK2bQGur+IN+bBSEJDIjWrNgjnUI5tI8MTLH53MXWLg1iPRUlL7AWjaQkYBQEJkSv2Ugtiy0nsC9mUVpaYSJiMJIAwDVAxHGtb+9rMRdSbM5P0B2vEnQ02IX+5IOEnq+jmEEpOw+ebNH1zFxKyFePl7RW3uAjOuP2+k+uhHQcGx2nDQ3ro+QvmzSmQA/KwlPdZCDfZQRh2PFLZ5fn0ZB8mhxjlNjGwRlDxEI0kNtDCVE39VQ2ypX64M0PZuc7VIaahKkIg7PbhAlQ8JRl95YgF3q8friOABBMiJISK4+M0u1nuYb80dZ6ebphyq6ESACgbWhYe2o6A0Vr2Fyf36JhmezXc2CHhFJQdDTuK+4wnRqj4TlseoWWHRK+F2d69+dYqlZYKWTZ9PPUc526NctWoHJlpeh6VuM2zW+VHiVR7JzfKJwnX9y8iWeXTvEmeQKR41NntueJa93mU3tsL6T47fO/QNea4zjR+oPUclPnjvl+j5woR/wXng32y93eqvmQLP7g31jtBUlintO91QuXR1H8QUyGZI6XmOyWGP6gRVm7W3+49ajpAc7EArUviBISBI3zTjKeqyPsELCXIBf8VB80HoC1VGoreaINPAGfdwxj0gHmQriMqihoNlMoO/qhLbEO+7w2JE5APquTv1yiTdeP4RXt0gvxE1BlACMn6mi9kEJwGlZTBZrTGRr3NoaQO2qKH5c9tSYaTGQ7WDM24RbNi++cpz+lRw3lytc6oxwdaMCkeAzj5/nVw+9zLaTxmgIhu/aot5O0PN1ErqH/40SoR2R1PuUhppYtkey0iUIFKyrNn42Qu0p+JnYHR+t28jVBMuvjrK1kafXsohMSZiI65OrjgAj4s+XztDxTM5MriK0iFAKUsUer+2NM2bV+JdHv46t+gRS4dDUNkEyorqWY7uVZq5T5kxxjVylzbW9Cue2J/kvBs5z2N6iGmQIpcIfrTzAnp/k3soazzWOsBcl+Y2JFwCoeilk0yDyFS6ujNILfmgg2k+cO7l6OZgED3g3vFe9fH+8xXv9Ox+2lftHNcZk3xjt2noOAMVR0FoqqitQazpfmLjMEwM3yBgur7amWG3nODmwhZr2QYLqCoKUJLAlqhahbploNQ36KsaJJt6gT5gLUB0l7urVU1GbWrzH7CuEtiSxoWAsmfjZED8fIITkY9nYaAe+ipCQXFVAlXhZ6E6EPPCJK9QaKbwRj2C4j7Gp0+pbXFgZI2ga6B1Bb0jiFUOcjsluKwkSokSI4kNoSrRdnZdWJhELCUqDLVqBSUHrsDBfQe3DeLrORLFOxuhzY26Y1uGQ/GiTQKo02zZO14xd9GsJnJEQbahHUPKxhruExztM3b2OCEEEoO3pIAUU+2iH2vTGA4wWGBsGXqDh+Dpr7Rz5QocBu8sTY3P8xtgLPJC4xTVnBF2ElM02ty6PxKv0uka3ZnNufgpFSJKmh637tLoWf75zL9ecYVb9Ald7wwggpfVRkFzZq7DkDZBU+py1FzmR2uTw8TVSOQdND4mifSPJD4SP2oRywAEfJB9Vw/zD2DcNQ9S0T38mwL5uxa7rQkhuuMXfrh3ndGmDjm9yfbfMZL5OJzCJQoGixp2htI7AK4aEgYIKBNkQVEl3PY2IQGoSo67g5SOkJsEXhKMuuh5CPYlbjhChQK+rMN3l45ML/PZLn8daNlBSEr/kE46GiFDgDgryI03+4cDLvHB9FkWP0JYsvIrP+nIR4SmMzFbZ8AfIT9VpNJMcGdlmtZGjd8hB1A0iSyLtEH1Hp79nY0ioXy9wflrnaHKb1K24HzZAUu/zxvwEuUoby/AZSTV5/co0xp6KYsXpXTMn1+l4Bju7GQYqTXQ1ZPtKmfmmiapL9L6C4oGIdCJVx0nHOeqd8Qi9peAsp+naEUcOr5PQPKaSe1S9FL+39jFGkw36ocZYok4/0tC6AmtX0spJhKMiA4WvXjiDYoQcGq4yUmhyq1YikgIr62MqAb8++SK1IIWZCFjrxjdnY1qNW/4AbqTzxMBNrthDmErIV3T/J6jCnwwfhh7AB9xZ3ksQmZTyx26c7nTMxY87WO6t1+SHXZuP0nds3yxrorrB7OgO/YIk0iXGnkqrbVNvJjm/M4KhhIxmm2x10mgi5JNHbuAP+AQJSb8g0Zoq1A3M2RbWloboK2gtBalJtI5KvxTFK+6sT1jwYdckWk2iOnGls9CUaF2B37C40SijtDRSZ3eJyn3sJYNysYW+ZpIeapNPOPz2/Oe499AyR0a20Y+3sFaNOLr98A5Nx0LrKTSaSR6aXmTQblPJtDkyuo00Yxe22tDwcyFKyidISvSWgtfX+KOvfBKnHIvru68eZbFeJJlz0NSI7WqW8xdmSN3S4puUVEh+ukbTtaidL6MtW9SvlNi+XCYyJea2Frv/iaPbVUegtwXmtobeUInsCNUFa0dBr6uMJJpoSsQ3V4/wwvVZbl0e4aWVScpWm09nLjFi1lF8QeNkxIMPX4/bgToKak1HXbf4mcGraCIia7v0AoPFXpFxc4+c2qMWJHl65wgDdodOaHHdGyKjuKy5ef7jpUfI6Q5/L3+ZlNr/ScrwHfHj+PJ/lFYKH6XP8uPiveZFf1C/c6f4IPK/3+nf/6joct8Yba3oMr85QJgKCfO3c3V3TUr5NvVairzZo+cbJHSfC4tjLLSLHJvZYPT0Jgy7IEDqEc5KGj8VoTgK0YSLCAVhIiIyIhQjREZAPzZYKJIgJeN64s04zQxgay9LZEXsbmYRNYNIh91LZcJJl07Lxg9V1pdKXFgZ49qNUcILWWY/scDn7ruIroZ0VzJEKhwZ2WbEbrDSyTO/OMi1G6MIVyUo+ISJCKOmIpsGotxn4JFNpsp7+CmJ1ov7hspkfB0+MX6TSIIMBSIUdE+5KCkfY1ej0UjSuFgC4v1zvSkIkxHidtOUyIDkeixoLx+h9sFo3b7oRgSC+BqUfZq+hRdq3FtZg0BBJgP6XYPvbk3xHzYf56trpwltibRCCkaXIBkR2RGRITFrgr9aP42pBWzUMriBTsuzGdDaDKgtEoqHH6rcl11ix0vTjUzO9yZZ7eaIonisf1u7C135cPTm/Kjctb9f3m6/9KfRbbmfeSf/D/s1s+HtdPSj9uk/qvnm+8ZoPzY9T+SpHD68EbtdFRC+oHa+jLlo8ey1w6xfGGJ5rYT0FZY2izT7FuVEG8v2CIo+IhUQpQLsLQXVA/2GjdIXaG0Fu9wjausoqozrcauS7OEacsQFbu+NJ2Njb1oeA2N1lG5s3P1sRDjYJ5vpkst1WbtZJnNNI3HextxRcYdj47rlpql2kkgjQpvocLawTELx+Icjr/DI8Xkmpnc4eWaJifFdhqd28Uf7GOUelu2hqyE3lysw7OIVQ04dW8HOufzy9Ot8Z3MK51wJdU9HqhKxZ6AtW3EhlbqBiMAf6xPpEJzsonbimIB+OcSsQz8vMGsCvSVQPegNxy1G9W0d7m3GQWkNjYTmMZ6s8dnCmyh2/JlyhS5+oLLTS7N9cRCtIzC2dCatPU6eXiYx0MUY6tIdDzG1gMnkHr924iUszedmdYBXutM0ogTH7XXOFNdYcku8sDVDRnE4Ym2iCMm9kyt8a+kIm70MzcB+W43sN35aq0i9W4N8YLjvPO9Gcz/MRf12xnC/8NaxHBQwitk3e9qRFGhWwFojG7fadE3sbYXuKRfZ1bBvmbiHXXDilCB11aI2Z7NZLKO3BboWpzuhSzqHAhIrGloP3KEIfUsjupqGYR/dCIgiQSHXpVZPImsmKBLNgV4uQOgRo7kmN+eGIR1gpDz8qo10NGpbWaw1nWwV2jMRIhCoUx0eH19is5eh5iTotGzQJBPFOk9vHuFMcR1fqnwsN8fX/ZNcWh0m8hXMpEcu3+WJkTme3zzEwnwFva4Sjobcc/oWWd3lwcOLfGXlDM0bBcIZD9GL09z0VhxAJ8t9kILQM1CqBkEqQrYM9PB2nfSmSut07G42Vw2UviBSQb+9beBnQ8KVNGZfYDqC67VBKqk2G85ZZofjSo1+pJLUPS4vD6MKcIcD1I7CvFPm7twqf7/yKt+uHyM94+JFGnm9R1btMZJoUnMSXKiNMmPt0Axtjic2eLU1hR+oLPTLFLQOYaSw5yYZyrUYSrTIab2fmAbfD9+bDD/Kkbk/zRPlh4G32/P+/uPvxHD/pNmPY9ov7JuV9pDVJGgZ9KpJwo6GNd2mc8iPDfaahnvYJZVxUDsqiVIvTqVqxStke0fEOdtbahxMpkVEOuhtGRtv5/ZJFAgChVy2y+5aDlUP49/fVHGLEmNLRyiSxWoBxVUYGanhdQyQoLgK1rpOYksSfa+fddkjafdZbBWZWy+zcXMATQ8xMn3mro6wMTfAlpvmkLXN7y08gqEGmJYPgUK/ZRJESrzqtFzUroJ1rAF7JsvNAvdkljmdWKa6nMdoKFgrBlKTqK5AKhB9rxtWS0d1RdxDXEJiSccvBshkSJiIULQI0dEITYhMSWTE180rxDcdUSrut42A6nKeai9JvZ9gJNGkbLd5qLTIeKKOsmMQWhF6XUWqsTFPqS6P2cuUzA41L0E/1MhrXY6amxxNbZK1XOY3BlCJaAYJ3uyOUTI7zBR2udAa5dXWFKPJBu2+yaDdZsRqsOlkf1ISvCN8GIzve+FgEt1/vNXT8/26+/7jP+g9B/+nH072zUr7fH0M9Ag94fOpQze4Wq/Q3UmCEZF6uMpkokskBco9TVp9i95dAfXdNEKLaGY1hCcQBQ9j3iYwIoKkpFcRiAi6o/E+qb6lowQ6HSWJ5QnkThIRCUITgqREG+6hC0l/z4ZMwPbFQRRTonUEUotLkIaGoD0ZxYYO8AKN5WoGPAUB+B2DxIKOEUJowGKjwM1UhZF0kwtrI/gNCy3jEbQM2htpjt51i1dvTJGeiftNHzq1RlLvs9Iv8u+vPhbfaCQkQSrCXtUI0hJvyANXgb4KWrwvHyVD9KpGbyxAuAoyGcYpZh0dJecRaDpKTcUZjPPhrc3YY+FMhYRWHKiGAltrBe4+ssTR1CbTRpWvVO9lvlEi0kHrKmid+ObgRqPMQrvIqltg2q5yqTHMoXSVSCqECBadAQbtNlupNP9+7jEeHbnFF/Nv8HJ3hpnULnPtAZq+xUxql4cri/y97GW+2TyJpX34o8ff7eS43w39weT+4ePDHC39fvX21s/9Yb4Ob8e+Mdor9Tyio3H/sXk0EbK8UEZxFSqTuzR7Np+efJXn92YBeGxkjq9tnOT08Rs8e+EY5o4KUnD8zBrF2R6RFLycmqBbs1E6GkpfISz6UHYIVpPoHUFoS/xCgOKoFA7V6PV1vL5OFAr0XJ9wO95blVpchjRzS9IZh35BYtYURACuptFxUnFEuheXKtX3NDQX2tMhiidw1nMoYxJFREwN1LjZq1AutNjoFUjkHd7cGEZpafRqOWTFZUMKnhibY7FbJLyeRrUlUgOjruKMBhg1FXVPh2EXKcG0XPqrKYQbn1/pK4gIokgjMdam27AROybJHYVIBzHbIVxMITVwhwISeQevpqN1BCJQCUb7KEJytTNMOuNSdVNUN7MIReKXQhRPJ0hFnC0toykRCcVjyS0xv13i2tIQihYxO7LDSKLJuF1jfLLGU2tHWeoUWU/k+VT6MhfcCQb1Fs3Q5lq7wq9XnidC4UpjCF2JfpIy/LHwYZ40Dgz2h4t3s03zPbf52+nzR732/ee8E9xJg/2Dfn4349iv39t9Y7S9GxlkPqTjm9yTWUEkAiI0jue32bbTzPcGSWg+/93QU/xPq58nkoJuEId7hyaEFZeLy6N84fgljic2OJVe45XGFC/dmIG+EgddoROlI/pln48dnmeuMUC3b2BqAQPJDvPnJpCpCKWuEGQlQTpkeHqX2k6F2idclE3r7wqjRCkwBnuoaoR8I4sI43KlftlHBDpE8Yo0c13jT1L3cWJsk2O5LdYaWVK6h51zOTKww8XXZzCaCm45oFJqUa1l2HIzvLYwgUhKMtMNomcL8ee0VIKEROoSZcMiSoe4NQOZCMGI0DdMpAqKB5jQa5soeoji60gFvGMOE4Um26+nCZKSu48vktL7vLBzlCAFWkclccWifKzDIXsHXYQ8UFzi1rVhpCpR7AAhdazhLrc6AygiYr5Wor2ZRm+okA2Rocbc7hg37BESA11ySYdHhhapeUkArvRHyak9rnnDjBo1zExAT5pc7I2TNRwieWAkDjjg/fJucr9/ED8q5/ndnOOAO8u+2dP2syEiEeBFKn+2ejfahomRdzmRitvTRgi8SOXJ9l1oSsR4us6hZJX8cBOpSqSjYdo+X7txkgudcXJqj/tzi/y393+bT91zhYG7t5EqSDNCOhrnlifZ2srRWc4igWs3R9A68d64n5ZIPeLjd18HIPfQNqoeEqRCvIqPkHDy/gXuH1vG6Zr0i/EeemJdYGzqeKUQtS9QAkHrcEDUV8kZPV7YmMZZS3NzfojfOv4MF5dHEWF8E3D2rlt8cugmnzkc5zrLjobiCcLnC4QGtGdup0KV+shkgBLG0fV6S0FL+yhNnUiH8l3beKWQMBmiGSH6go2fjeul3z+5FNdQn/bxJvtc3apwq1kCRZIa6qC60C9Kvn7tOK81J7jllnly5Ti58QYooKoRoSlxuwaaEnJ5Y4jwlTzWdlx0RW+oSD0ukZpY0fBvZNhYK+CEBg/lbrHiFRnX99j2s6gioqB1OGRt8WzrKPclF/h06SqW+uF3j39UuFOr7IPJ/cPHD8uK+HFlTLwfvd3pMe1nze4bo51a0MjlumhKRLWWwdwTfGxiga9tneKRwi0mrD28UOO1xjhb3QyP5m/y1YVTuK8UiXRAlYjzGYKmwUsbk/zry59m08uhiIhBs8Uvjp3nc598lUShB2ZIsGtjrBuklxS6T1ZILMc1r/WWgix4PH7PNYasFhPpOqYa4vcMUECv6mhdgaaEvDh3CCEkUpX0ixHNEwHRlINIBMyeXYYIUksaoqNxvTZIfTGP3hGoHZU/WH4QsW2ieAJlphOfW4SYis/5p48CIEddQiN2yUs9IrQjrKs26q6Bnw+QmkSqELQMFE/QL4U0nqugN1T0lor+ZhLVBSXlc+yBRWzVp+nZmNsa1A0+PrFASvf43D1voqshXj6KV+mApoScr49R38jS6ZkIO8BvGfj5kM+fuMTF1VEUJe7fHZqSICERUVyGVlb6SAXMumBsbI/PFS5yvjXBldYQV90RzjWmOGxt8afbZ/njzQfJaz2ebx/FlypetG+cPwfcAfbz5HfA/uHD0mb0TtVxfz/sG6PdL0oGkl3+m5FnESLuonV+e5ShRJPXm+NselkafRs31PEjhb/cvBvL8AktiZBgrer4aUlySaN3KY+7nuJvFk7w15t38WZzhF0/zbVGhYlCnX909ys8ePdN/ExEZyLCKccdvzQX+gMhxWKHm40BvrFylEs7Q0RSINoaxq5KpEue+IXXWagXyeW6RF0dpa8gEyH/+KHv8OunvsOvnD7HSKLJxANr9IYi9I4gCBUSox38bMTA8SqmGmJvx/vMpUwXgFZg8ddzJwkSEr2hEjoqvWkfrStACqQu6U0EhOl41Z26pRGNu2hNFWWiizQk8t4WYqobNzXxoTfjcWJ8k7tzq8wkqjRdC3NPIBMhF6ojDNgdMprDw0NL5CfryNs283ptEEVIhB1gmgEyUECPW3kudYsEbR3t9XRclEYDBHiFkCgTICOBWwnpFyVHcjv8efU+ZhJV8obDkltko5PlL3fuBiBjOMx1yzihjiV8wgP3+L7gTuwt7ufJ94D9yXvRzE+bzvaN0UbCTGaXV7ozBI6G1hFYhs+1vQpnc0sEkcpeN4Gl+gShSsszqS8UkLc/QX8gxDzaZOjTqwSTLooP/YUMi1eGufLGJH/85lkWqwWafQtdhKx1cqiugsx7IEDrCnr3OMweX2cg2WFjvYAQEqdnsrpaJH9VEFoSbaxLzUtQTPaob9xOT1LiYi1/sXCaS+0Rtr0MGc3hnsIq6lCP5Co0VnKM5+s8ePdNzg6ssHVuCC8n0SY6HMntcG92hWc3DuE3TaQGfj5Er+qYmxr9gZDEQBcRCsyCg9pVEL5CkIBoz0BI0PUQa0PDW06RfDaJn4TOrM/AUJPRRIMVp8CfL52hfrmElwelo5I0PFbaec7XxziW3EBVYte27Gq4vsZyLc8nj97A6ZmkCj2SOQfMSevoAAAgAElEQVR/2+bypQmIBP2iJNLidqdGQ6DcbuIiexqFCwpBIuLlzXFeWxvjfHOMM+kVKkaLpmPR9Gx6gUFOd6g6KbqBiSt1Clr3J6fBA4A7Hwx0wP5hPwYWvt0e+TvR0Qeptf1y7faNLzLSoeVbfDJ7FfxH8HKSsXSDB3OLbPsZ+pFGMdnjyuYQ46U6i1slpBnhm3D38UUAfmnwNb68/jAnxjYpHuqy2cuw3U7TvZLHNzX8nsb2WoI/2suizduEuQjNDBChSWRKtHmbnVSKRjXFxPgufqTQ0wOiukE/JwgTIbYektQ8XrkwggqIQHDqoXk0JSKru5zbmCBru1SSLe7JrpK0PaSawtxVeaCwRCuw+KurpzGiOB3tiak5Jqw9bnYHaXctMCKiSCA8BbMmcCoRZH2SloesdImiuEypuaPSL4eoXQU/H8D1DFoUu/fbk5Kg4PPZM5fohxo3mmXO5Ndo3ShgVwVaDxRPYfs7w0w9vsSxzBbNIIHj6XjlAAJBFCncO7zKy5vjDBRaeIFKbSMLZoRddHDqNqllQWdCYm8L3JLEtH3cmonaFzhlQX6qzlimyZtLIyw2CpStEd7cG+bT49e5J7VMI0zwVPUE9xZWmLF2yKk9PLlvJHnAe+DAYB/wbvhhFdk+DKmSP4kx/MiVthDi94UQO0KIy2859q+EEOtCiAu3Hz/7ltf+eyHEvBDihhDiZ97pQAZPbWMqAS+0D6M3VBIbgo5vcq4xBYCtemRMl9Mj6yxuldBv2KBFDE/uciq7QcVuM6C1UIRkPFFns5ehZHXJ2i5HH1mkNNZAbasoniDzohUHr1khYj5JvxwSJOJGJY3dFANDTRK6h6UFyLkUiqPgZyTWtkY+4fCtC8eJNAgTEUE2ZK2dY7WdI6M5HCntUEm2iKRAVwLaHZtIh+GPrVH14v7TUgqMJvjpCAXJhLHL1fog0XoCQoGxp6L1YuNq1BRkR6O6lSUIFFQ1wsi7+Bl5Ox0N1JaG1Pi7NC4RQaHS5Gq9wvntUSZTNb76zP2EBR+pxtXceqMBigfXFoY5V53kdGKZsVwDpatibcZtNxeaJQ4XqwC02gnUlsbdx5Z4aHQJ4ShERtz20ylL/FyIu5mkcElgNATc20RVJHNfn0HUDeqLeWzF43849DU+nrnJy+1prnWHAdjuZwC4x9wgqfQ/UN0dcOfYD5Po++FAc/uDO5W29VHlnbjHvwx85gcc/x0p5ZnbjycBhBDHgV8GTtz+nf9TCKG+k4G4vkbTt7hUjyfy1pGAZt+i3v9/2XvzIEnu687v88s76z66u/o+p+fEYAbA4OZ9SaSslUxLWu3KK63DWm3YssNe2xFaO9axGw5vxP7jDcsKWxHa0GqpsKy17NVKIkWRFEmRIEFcA2Duq2em77O67qq8M3/+IwcURAMEeABoAP2JmJiu7KrqrKyX+fK933vfl+Hrm0fZcEp0fYsrO2PEHZ04I7FLHjv7RWKpMGM1+K2NT7Dbz/GN9SOsNctUjAGrd0a4fH2a9rUq+kAQT3v0P+Qw9sg2SiYinPIp3NTQe4JwOMLY1mneqHL99gTLN8YQMegDQZSRxCf6DAIda1tHJGBvaIhMhKVFBJHK9e4oiRScLmzRCy3+dOMM2m2bKAPb7QJHMrtMZ1rQ1fGGJHE24TvbszzbX2BntQqjPsK5pzg2GjCYTIu70CVKVyPsG7h9k7BugwQRpKIvCImc8IiOOml6WoXmXgEn1Pnw5G2+sbRInEkgUHBPuxgzfR64b5nwTD/9vM+O8q82P0xO93ny0WuEhbRXeuAblA2XuUKTv3vqBVAkq50ya4Myek/B6KSFcLEl0VsqWk+hPyVwjgQ49SxeqBGUJAz52NsqbmLwxfb9ZISPLmL8RKPuZHm0eJdb3ij/pv0ovtTfVrs75EfnPbR+/W94j9jc60Wpb8d4zx+W7y3s+l67Oqg29nYfzzd02lLKp4Dmm3y/nwH+rZTSl1IuA7eBR97MCx8dXcOJDFqOjVTgEw9dJYg0wljl52ZeRhGSQWDg7mcwh1zMYx1mq03OTG9wxNrltjPC7cYQWSNksJclZ/t8/tIZMiMD9Oa9cykBZcsi7BtM55tUygM0IybMgEgERAKjI4jtBBJQBwp6T0ACiZVQyrtIKRARaE4q0KIZET3P5JfmzjOba/KpoWs815zl07WruKFGMOuR6BD4On6i8/ze9D3d7zRito2QtUEZo+whNiyMlgqzDkQKiQZSgcxdncRMna5510LrKuSXFbRB+vUpkw7smKi3bewNDSWE+Zk9KrbDnpdHtgwevv8OIhMxMdwGIKf7ZO2A2Ez7ujd7Re60qmkLmABz06CzXmR9UKIfmVzvjRKXIlrLZdaemSTRwaukQ0hkIUT1RFrFLyQkpENZSLMRyqYFwM3OCGXdYSkYZcToMYgMvEDnT3bOsu/nmDBavHJavl12d8gPz3vIWQPvL5s7qI4bXjs9/r1yrAfN7t7OSvIfpRDtvxBCXLqXUirf2zYBrL/qORv3tv3/EEL8mhDivBDifIjPM1uzrLdL9K9VkIrkaHaH7sAiTBS+unccRUiarVSgQy7lqGYd/FjjTHGTdpxJt0s4W90AoL5XgFgQhqnDluKvR1eSwFqvQrOdJapbuLMhQSmdc+1XZTqyMhYICUExHd1ZmWzzxOgyra0i3mhMWEyIZjziUGWu3OBCbxJNxLzQnSOjBYRSJW8GaJsmAHFf40827qd5o8r8kR2yEz2CnsED1U0sNUK7mEuj/UJC6GnouYDETvCOergTMdaehohFGvn3BGEW7F2BMjNACIizqTypEkE86/HZ8Zf5+bEXef6ZY4wdrXP5L4/x2JFlwkQhDDTudoYIIpXESiVf9/cKZI2QjmPDvfV2qSdsdQvkNB9DiXn8+B2s8QHBcIQ2EOnsc1MiFIk3nla1B6X02BELes0sUk9b4mILyqbDtNHg+mCcda/CiNXjbG2TkuFyOr9BP7beVrur1+tv5u+97zhoBUAHgHeNzb0Z53EQnd5B5/WO6bup5eu3gQXgLLAN/C8/6BtIKX9HSnlOSnlOx6R/s8xgrQAzDnEp4o9WHuInFq7THtjs9nLMZRsIBdSeiohhOt/k7toIn7v4GP966XFW+hUmSx0+//JZRChQOnrqtB2DOCNJrAT/mIs7HZJZ1cnoAYmroXcV1I6K3lGIswnZEy1QJZWpNpGdDthASCoZl1vdEfR2mgZWfIFmxFiZgJzuk0iFRCpkNZ/j+V28RKfp2BSWAQH5Wp+i6ZGYknPVNbxbRWam97ndG+K5u7MkWjrXWvUF1qpJsmlTuKVi3rGwdlSkIrF2VBL9Xt+2AuEHuphmyMNTa+SXNPwzDqWP7vCPHvgqAP/70odJDEmjmyU86jJk9tm7MYxYtamfrzFTaZGd7AGgNnRajo2zlUtb1DISpKDXyHKlPsq03aTpZzg+sovw0huhRAd/JEZGCnpbRQQCs5FKygLodkhprEtcTJ15Xvf5cuMUw0aPLbfA19cXOZ7d4cnybUqqQyhVNL6vjOmP1e6Gh4d/0Jd/X95LIwO/dxjF9xtO8R7nQNvcK7wbbe/N7O9B/kzv1PnwQ5XqSil3X/lZCPGvgC/ce7gJTL3qqZP3tr0hYnqAeS2HZ5ocXdxiaXOEL/VPUC0OmCs0+cv1Y2SyHmHfxpv1eW5tlsJFg8F0wvzMJoYasdyuIjwF1VGw9wSxkRaQqb5AG0DfVlEyEeZjaaGYvaoT5SRKJIgXHUpZD8cz0K2ITjcLIhUPyWyqLL88QTISIMsRJAJzT8NvWmQnOry8M8kDoxskCJp+jnZo8+zKHMlGhqgm8EYjPj5xly/dOgnAS80p4mzCkN1n382hblgYPYgigTecEGUSshsq7kg6DMRoKhgdgTOWEFciFCPGMw1ky4YEnlk+jvVEB1tNyOoBlgi57EzS2i4wNN+isVLmiQdvcqExiYgE4UiIuWHghAZzlSbLJ2Gwnse/WUSP0vY5qScUruvkfnKHiVyHdpRO/np2c4ahIw1aV1IltVeyEuaxDlHXInYU7A0NqUKQS/uuzW2NRIdL9TGkFBR1jwsrU2ibJv/af5xKYcDJ8i4fK19nNyi8rXb3VvC9F5r3mZN7T/FusLmD7Ni+H691XrxeNfmP+xz6QcVcXkvT/Z06z3+oSFsIMfaqh/8h8Eq15Z8BvyiEMIUQc8Ai8Pybec+obuONRzxwchkhJB89eovRco+Hh9doBzaPja3SXyugBDA62qZW6jGYSpAqGGqEpYYULA+zriIkhFlwJ2LCWoiIwJlIUHoadjbA8QyW61WklhZRxZMef/vki8yVG0SBStgxeWR2BVEJkHbCYCYiMSSyr6F1NNSBQjDnkRkZIKXAcw1e3JriyzdOsNQa5luXjqFdzYIicSciPvvweTQlRu6ZWKMDll+axBodcKc5xPpumex6Om4zykqSQgQKuLWExICkGOKNR3jnBsTVkIcWVxA7JtJIe8ORAqOl4LRtBn2Llmfze6tP8PlrpxGhQvC1IcozLUq6y9nqBlKT6Hs6YTFhrtBgvV2iaHvkVu/NKfcEiqtg7uh4w5Ig0pjLNpg0W+R1D3c7x/5yhdzxFokG+p6OYqUzyoUiSdQ0Y+CNRcimgfxOGdUVSBWc80O09vN882v3o+yaKCGEuzZ7+wWyms/XWydQxOtH2m+F3f24eDNazYe8+zjINvf9+EHnu79epP522+7rjRl9K/7Oj/M93s4b8zeMtIUQfwh8BBgSQmwA/xT4iBDiLCCBFeAfAkgprwoh/gi4BkTAr0sp4ze1J4UQ0Usrh08Vt6kHObxIoxdZfHT4Jtf64+n6qAILxQYF3WOzVqJSHnC2sMFOUOCZvXnISbIbgv6URG8rxK5CYqTRamxJnJ6JYYcEDYt8D8I8zI3ts+aWWczXiaZVlr42z4WhCZJQwdzSiW1JNBwgehpRNUQMVGjrGEWH/sAicjSSWCATQaOZQ81FuJOpsX/igav8dOkC/2TpZxGRgAsFktGYwNcJVnPYewrOuCSYCFCNhI8s3OZWe5i9ZgHLDghDlcQWhG0LYUfcbVVhzMe8Y+GPpLKh3nSA1tCJhqB9eQjzWAd13UKJoP+gi+6alHSHb+wspjKtmsSa6rHWL3N6ZIul9jBuTaZFZWoqlmK2wBkHQ4v44+tnWRits9fPofUUmHXQtRhpxei7OuGIits3oaOT5GIYKFg7GkoAkQ1+NUapBvhNA2NbJ7635OCPJKh9BfZMvpE/wmy5hSq+e7F5e+zukEPu8W61ue9XEf7DDA75XrGT1xM/eSs5qNmp1zrWBy49LqX8O6+x+Xe/z/P/OfDPf9AdMVYswgWX280hnMigF5ioSkIvNCmqLhNWG6wY0OiGFopISDyNE9UdfKlxuzeMZQf0cwagofppwVZsSrKb0F1InVKYCJJYQeup6H1JMhyQSMHx7C43BjW6voU+AGc1B7kYfzhCb6tUhnr0bAvlVvaeRregvZcHIdFzAWHfgEjBHnJw7zlY3YpY65d5LrOAE+goIShhWuAVd3QoxIRuOqDkyPQes7kmBc3lb03s8AfeOZyBxaeOXudSY5ymlhBFCp1Ohmzew1kAFVDLMcHAICrEZJYM3ImY5E4BwxGoPviORrRjsTJZZbdZICkmaVtYqNJ2LaCErqS65iJK0/CJDmEOYjuh55mMVLpMZDpUTIfdh10UIWm7Ntlhh4HMou3rGAtdPEUiBzpKILDqEBT47lSy2FXBjlEaKrGZRtN6yUOUQdNiHh1bo2Z2eYbvXiDeFrs75JBXeK/Y3I/qRL43gnwr0tPvZt5shP2DpuDfLAdHxvREj7GhDnnLp2B4aVq20EQRki/uneavdhYRXR13PmClVeZUbhs9F3CjWeNie5Ixu8ugZ6E6Ct2HPPIrEGVAc8EZS6uuAURfI+waIGAwLtDNiHo/y41BjW2nyMalUfyKJH+kjV70yWxoKKGg080Sti1iE/J31bTC2lcgVNLCq0ghP9oj8HXyQwMUTWIYEZPZNk83F+guldPCrapEb2rYmxqEAqsuGD+2R9lM54C3wwwP2CvMl5s8MrvCjpvn/uoWQ/kBT84u82tnv02/Y5NEgg8u3OaT8zcxsgEISaKDvaWS2VZQPeif9BGBQmIlPH3pKFIKZCVAJGAYMb2+zd1bo4SJgszGJIZMi9zutZopvsAZWFhaRCgVRqwes7kmp0rblGwXQ4uwhxyScQ+nZSObJiIQRIWE9n0RwWmH3PEWU/N1lL6GcFUUPxWBifMxyWaG6aEWhYzHJ8tXyCgBOdV7R83wh+XwonbIQeCgppIPIm/153qr3v/AOG2/aWNqEUGksdQYZiLfYTbT4HZziKo5wA3SCE5t6vRXiygi4b8581Um822ubo6x7Ra4f2aTuByh7pj05kD10pYtezeNsr3hBLOhUryipzOxjw7QtJggSBMOuhJjtBSUUKCpCeOVLm4tSdPJdsD47D7GkS6RDUnNRykHPH7/EjMjTf7BE9/k0bE17IyPd70EQDXr8NLuJHe+NA8SzPkuTLrEUx7ufMCZU6sMphKG7AGPlZb5n8e/xE9XL7AS3ptV3R5iqTFMmKiMZrtMWG02/RKPHVnGsENO5zZJEBhGBJpE9Umr3YHBdMzjR+9CMUQaCUouJA4UlF2TRINBx0JZymA0VVQhyZUd4kqE0RFEmSSVOg0Fsaey18txpT7GhcYkY1aHlX6V/X6WXt9mutLCsoN0oEkhRBv2yIz3+dgD1zg9ucl/d/wvub+yxUPnltD6Cu4JDyQorooc8Wk6NoulOk91jrPhl2mFmXfKBA855D3DK2vUh/UUb8xbeYzeiuryA+O0ta5Kzzfp9GzO1tJq8K9uHcM2QhIEk8VOOqtZgsxHXOuPc2kwxVy2wZmpDSYyHXadHEYuICpFKGHaR2y0FZzRNAUNEOYSwhyYDYUkUTC0GF2PaQcZbm7WcGdDRAhnhzdJpABVEpRjvLt59poFZiotzvzUdX7x9HmGK100JabjWfzJ+v08tbLARLHDyAO7zNQarG5W8V6qEBYl5eNNnphc4dfPfINTU9ugSNq+zb1sMBnF54/7J8grLgvGLkuNYeqrZQY9i6/fOoqhxPRjkykr1X74xNwtFJGQ1zw+NX2Do7M7DBYD7B1JbMDiqU3qXg7NiDhxdJNKaYCRCfnMR88zfmwPRUsI5zw++RMv8TOTF4G0qAwJ2ohLlEtT+WpTZ7CZp7VbIKMHXOuOspCr0x9YxPtpD/ri0D4fvO8mpcqAD87dIWMG9CKTTw1d45nuET5avM5nhi7zqU+8hIwFmc10XT2JFHp9m30vx/N709zsjKTH/JBDDvmBePX686Gjfm9zYJy2FKkgSujo+LHGcrtKs53jo6NLXNkfY71dQvVEOqbSV1jrl9n3s+z6Bf6D4Us8XFimlukzPdQiNzIgsiWaI/BHIkQMYTVCFkKQguC0g3q2g53x+YeL36Joe3xm+DKybWCt67gTEd+8ewRdjZHZdE07MSRi1Wanl6cfmcQoeIHOnc4QPzV5ldlik2Oje8znGxRML5VAHWiI013mH1ljqtCiE1o81VikoHvodsj6blpZPZlpc2UwyZfrp2jHWV5yZ9HVGMVXMJYt5sf3WelWuNGpseMX+fu1b/NAbhVLhIwZbTQlIav7IKA/A0FZ8lBljUQKNC2hPsjR6dlUCgN6kcWJ8i4yETw6v8JSd5hNv4yhRRTuAAKiPZuglOBPBakSWywQZsxKo4IiJC/sz7A4tsfY0TpNN0PVHHB+c5q85fPMRrrvJ/I7fLF+GoCXnRmGtS5fXT5Ktujx2M9f5MEzd9DtkCRR6AcmvzjzIueqa1hq9M4a4o/Aa91Rvw/7mg95h3itXvpD23tzvJtudg7MSKW4EoKvklnTOL97HCUULHxgjW/sLHKssse+l+XOtIUfKhQuWOjHYlp+hp8avcxWUEYVCR+qLrEbFrgoJlie1Qh2bcyqS5DTyGQC/LsF4kIEHYM4UrhvZotOnOFYaY+vN48jSgFBCU5PbbPTz+NFGkKRxBmJ2VSJDUm7laVg+Ty9O89YoYsTGjzXnOXmZo1jE7v8xaX7sNYM5FhEaaxLGKvs9vJ4L1XwxiK0rko0FJJZMiCfrkPf7VcB6PoW//1LP8vUUJuRXJ++W8EfDZnNNfnqlRN85NRNbDVEFQkLxh7fGSySUX0WrD0GkcnLgYJ5vIOzWmDNrVDvZ/HdtCJ/vNphEBhsOwUqpsPZuXVeePo4IoK76lSqcb4AiZZgtBXsMy3ajRz2tkpiQOyYeHmdC37amprPuShKQt+x+PrucZCwGyucGtvGUiM6kY0fabzcmGC/k2P6/gaPTK2y1qvwZHGJ216N48d3+fbeAo8Or9CMsmx7BSJ5YO4jfygOC3cOOSgc2uAb873H6N1w7h6sK6SR4I7HxLYkmPNYujLJ3oUaz9ydY7eXZ2G0jn3DIrJgaWuEpmNzuTfJXpinqDrECDbdEv3A5EOzdxDlAFVNKJVSqc/ESlAcFQTUhjsUdI9nmvOUdIcLGxPpc3o6Vy7OULGdtBhuYh8pwBuNiKc8pKux182xtZeuW69uDLG0PULS01n/i1mQ6XNFJqK9nyO6UqC7XCLKSoSvIBWJ6KViI1FWovcEO708O708uxdrhE2Llcvj7PbyRFmJ2tX4q2+fxtjReX5zmr9Tep6L7gz/7M7fYskZYVjroZJwvVMDI2HQs2DI5zsvHcNZKpE4Gu5+Bj9WGc72GbIGtAObyxsTZNdF2pc9OyB7soVUSIvRJkK6XRsz5+NXE2I7HVxi7ajoSzZxV6ddz9HcKJGsZCFQmJpsMD3Uomy4lAyXq+0xbC2klukR+hq/t/I4ukjYahT5eus4k0aTRAr+xZF/x4K1x5/cvZ/Le+O4jvnO2uCPgYN+0h9yyCGvzUEeqPIKB8Zp/8bjf8Gx2W0ee+AWYyf2kJGCtZf2VitbFu3NAjdvTpAY6RQr2TDpXq/y7OYM5+vT3HDH2A/zNP0MipAsdYbJ5j1O1Xb4pbnzDFr2d/u8hR3x2akLvLQ1ySAy+PdXzyJuZ4l7OlgxxZkON29OsL9RYr1eRlT9tMd638Re1wiW82gbJkvPz4CvwLqNWgjpz0aUR3qgJxgrJmKg4tciMjNdHn7yBp954mVmzm5RO1on8/A+f/fDTxNlJZ27ZcoZF2V2AGZCYicMXAORQFyISIYC5LyDokjqcZYYwXargILkq62T3PJGuXt7FCRUK30AjIYKQmKWPbSOSuv5GhXToWZ20ZSEz564QPdYTJSVhDsZOp0MZkNQuq5gFz0+ffwaR2t14lJEoqfr5GFBpgqlZgKRgggUpALWtoYb6my2inyyfBUFyWyuyQOldfbdHErdoGD4uLHOP33wC9ztDPGV/ZPoSszvN57kK/snUZSE9k4eDv3dIYcc8g7zvenyg+TID0x6/Ev1+6iYDl6s8ZHRJYqTDhePT/H05UXMuo7R0nAWA7yxCLQE4anEJrgbeTILId/amufBkU1qdo/bO8MgJGHHZGTiLv929SHwFUQisHcUFs5ucbE7RRQpzOaarGhVolkPZd9EBoJeowTVkIcXVzia2+Mrm8eJCgrt1RKqnw4eCasRSEFprMvps1tEicozt+bxn6mijCQoJ3s8WNthz8mzvjbERqbEMytHMMseiiIpZl26kUWUT1BchbUXJ4jyMUo+RLEjZoZb3N3OUBnvsFBu8MLVeaaGW1z1J7jcm8A0QzqhxanCNmtuBbWnEpcTOn0LGQv8yQDhqCS3c8STPmybPH1zAYCp8Sa9jMWDZ+5Q1D02nSI3l8eIMuBX4IHRbZ7bncELNUYnWuwoZURPw2wqaeV3V0uV2+wIY8nCH0roOSZJIni2v8CRzC4ZJaAT2zQHGT745FVm7QYZ1ed/Xfo4Xqjx6PAKf7Zymr+38DxHMztktIBv1Y99dzrYIYe833mr+nwPAu+GNPQrvHrq2EHY5wMTaW/1CzxzeZE9J8+02WDeqHOuuMLMXJ3kTA9nOsK+a6QRryoRoUDvpYVp+2tpqjqr+WgiIdm0CVsW8wu7XGqO44UaIhJIK8aZD+n6Fhv9EuOVLs9szlKrdNGNNCKWhkSdcvjlB59lyBxwrTvKIyNrtFdLGC2FMA/JuIdR8jlzYpV2M8vz6zM8++JRMksm7njMpz/wMr96/Ds8XFql5dgIX2H/qTFyIwMCV+fxyRV+ZeZZLjUnoBCCIjHaAmtHw7hjY1zOcPfSBEkmRlUkec3nv3zya+hKzF5YwIvTdWpFSMJExY81lKkBRAph26Ja7TNU64JMU/DKnkFUilD3DbQ9AzfUuT+7zqnCNtdaNYasAdaakabBZwYsNYapZgb02zZ7jQKip6E56QSyKCuxtxWyJRdt28Rd8CnOt4hWc4SOwQv1aUKpUlX7qEgmS200kVDUHM5Ya8wUm/T3s3xl7ThRotCLLTpRht8Y+zIfvO8muvHuLUQ75JC3ioMU6f04eKuc349aUPZ640Bf6/fvFAfGaQ9lBqh9hZ0rI3xh736+1DrNHyw/gqWF/OTCddCTdLiHl07wyi8rhMVUe1xkI1zf4GRmC12JyRzpMDrboOtZ7Pey1PJ9NEchc8dAuAqb+yVMNcLSQoqZVOHL75s4A5OPnb3GPzr9NWKpkNc8nMjgz188Q/GGmo7vvK/DA7Pr1Eo9lvaHyCyZyFs5jLaCOxbz8UeucKExQShVanqH/nYOc18lykv67bTF6/ntaX7r+kfouBaTtRZxJiEsSoJKghKAOx6jdxX0hkZ9tcymU6QT2zxaXeGR7B0aXhZnYLEzKLDrF/hI5SYsZ0GVKLmQY5U9NDVO28lUSZxJ0hudCRd1rs99Q9t8Zf8k13ujRLHK1fooUVYiFUm0m2Gs0OXuXhXdikgGGpor0BZ7JKZEcwXuWIKzkSMcCSFSaG0VUaYGaNxxm5EAACAASURBVFbE1kaF37vxOF9s3s+43uJoYY+a2aWkOpx35nmwuM74VANnYGIbId/Zn6emd1iJyvzntb+iZLjvtCkecsiB4CBEde83Xu+YH6Tv4sCkx2+9OJ22VcWCW9+c4/oRF/1qhvapDGfKm2iZiPlHtrl1Oa1edsYlJIKoEKPpCecm1vi/1h9hJNNjsFLEq7kMl3t0YwsFiXmsg3snnSAlty1udccxyh5j5XTil3DUtK2pX8FPNIJEZb1XwvlyDTsL7VMRwzMtRnM9LDVi83ot1TMvSHInm2hqgpSCr146iTBj9obzNKMsn3joKl99+RTjs/ts3xwhu6kQ2RaxJSk9sMt0vsVGUEPvpOpowaM9Pjy9wq32MFurVRRH5eatCeSiQAjJ5c446+cnMLsC++N1epHJZlBGxKB2VWIheXZ5DlWLya6r9OcjMqsa7niMsqvDYp+tQZHleoX/6YHP80X1NJf3xtE7grAItaN7dHyLeDtDYiXoZY9QlYT7GextFXc2JFt1UJSE3lY+/fIUkIlCvG9SmukQxip53aMR52gGWRKpcJsaiRTEKKhCknR1pmda7AwKLPvDLJo7/PvOQ0j5l++UCR5yyIHj3VAY9V7j+znuVyL5d9KJHxinLWKBSCCzrdCfjaCnEy0ElHNu2go00DHUmKOn17l5YwJtwoHbeZJARRYEm4MSUaKw3K4iVUnUsNjZsZm/f5O84bFY9bmwVoBiCPsG6kAhDG3WPI1SeYA1OsB3der9LC3HprVVJLOqEQ1LzFNtHqrWOV3Y4qn6EW5s1dAGgtwj+3xm6ipf2TpOZ2CjqgmZZZ2gpPFU5QjtbgY746OXPLY2KlAIkVsmQTlVWZsrNAmSdCpZYkBQkthGxMncFhuDEsSCJB9hLxss+ZOpznnNxd5O9cFVJWHU6vLt+gKxCUogoKMRRwpKy8KtJRSua/TmExRfYLQEzmaWVtbjF46/zHpYYdjoYxkh7bkAQoVWL8NQYUBiJ5BAKe/iWSHOnSJBJYFQMGjbjI83cZwicS5BHShEpormKvjPV3AnIv5090EeOLVMIhVO5rYJpUojyqIIialFqMWQm/sjjBZ6fLpwieecBabNBuKwEu2QQ/4Gh477zfF+OUYHJj2uDQSyHJCooPgK2WGH/+rRr/KhiTt85zsnUdsaG50iD5bXMVoqbsMmyiQkhiTua6yfn2BzeYhGM0duRUVEAqOjMJbpsNpJRUHGju2RK7qpbngksHZVRNOgtVvA7VqIHYvebg7n5Sp6S8U97vHJT73E2domT5Tv8pfbx9Mo9+UswWjIPz76Jb65u4giJGfHNgmCe61c1RBTi6hVumk0upylcMXAzAZIBZBQW9hnwm7z4vI0IhT4QzGxJTlS2edidwoFydB0G0IlTUs7Ar2nIBNBYoI3LKmYTvq5Mt20zx0gESjZkLCciq37FUBIjJZC/1iI1CQZPaQbWbzQnmV5UOWhoQ2MXR0EGEbEdL7FkcVtzpxa5VfmnsW7USKzpfDgo0tgxxjbOnnDp3KigT3koEw4mGvpqE0lgsItDRELrmyNoYiE8+1pNrwyiVSYtfYZy3SYG91nsVpnLNNhJRyiF1s4icEgfve3fB1yyFvB+8Up/bC8HUJGB0Es6cBE2v5wTLXax3/UhZ6FrsZ87vZjhLGKMdMnup3HNkJeaM6Qua9F5isV2mdDhKugNzXkjIu+aqNtaPTPeEzWWmztl9j3cphaxGa/iCoktXyfNb+E1MDoglQVwgTiQkyci5lf2KVeyzKcG/DxkZt8be8Ymkj47W/9BKoHQgHvrMPPHLvCJXeKjmuRt3yWWsOEvoac9RGKRAI/P/USv7n9cUIAqTJTbbP42SWeLCzxQn+Ob+/OQ8PEWugSXSlQfniPXmiR0UIeG1omowT8iXo/O1oFe1XHnYwQdQtKkthO0JWY4/Y2y8owhArZDUH7/pCh8oB9v0DxaJvmZoncXQ2jI5G6jl+JUZWEr60eBeCJyRXuz63z59UzGA0Vr1nC/tg6xwp7VI0+/9vljxJbksGkZLNfRKgSJRRIKdDVGN/VUfWYxJREtgQBsZ/O5A4dg1v7IwAM5Qas3ajx2EO3sNWQrBYwbne50hrDqoTs+gXaYQYvOjAmecghB4ZXp2Zfefxe5p1OQR9kDkyknZno8/joMrPlFsWiQ7ueQwjJkeo+D45v8NOffI7HhldYb5TImAHtsyFqR0VmYvSeQL+WQQlBH6Tvt1Dc5/6pDc6WNuh6JqYa0/VMjhX2CGoRhSVwaxJvLCKz0MEsenz63CVOFHcZy/f4wPAd/mDpHCs7VTa+Oo1VT6Phn/jJ8/zHp56nE9p8fvU+ul2b2UKDxnIZbctEqxvQ1fmp8auseEP8wtkXKU10yd3X5NHqCj9bfpHdsMiE2WJ7aRizruDfLuCPRahC8oGhOzT9DGVtQDPK8qnxGyh2hDcak1nVUHyFaNLn+Ol1OoHFdlhizGijDhQGE5LcyICfm3mZmel9WitlMsMDwpwkUQXeaIQ0JJpIODa8xxOTK5zNr/FCdw5rRyPMSeSsSygVSrrD1e4YyvW0yO6nP3Se//HIn1Ot9PFGI/LGvWlcDRPTjJh5eIPMVI+gGiPVVLccX8EdGHxo6g5rOxVELDi/PsWF+ji90OS53Rnur2zyVPcYp3KbfGP9CPJQe/yQQ96Qw6j79XmvO/sD47Sd9TwFzWPY7DNdbDMx2eTnZi+wkKujKzHVe964nHewtIj8cJ+4HKFYMUhwJyISHRIdxkbaPL85zVJjmL9YO0l/tUiYKPQaWS41xyGBwYRACQQiEHieTpIINpwSFxoTFE2XL6ydoppz0FYtolwqN/qxB6+RU33W3Aq7bp5WPY9ph6x0q4goVRcTMdjbKr978QmaQYZ9P8dcucETYysALAWj7Ic5dBEjIpFKhFoJWjakYjv4icbRwh5ObDKk98ipHkmoQAJh8V4LQqgQJirjdpeyNmDFGyLRILYlYajSiWzWd8tQCHH2MyQG9OYT9LaKuadSNF0+ULlDQXPZ9MsMGz0iWyLNhMjROJXbZtpscOHZRZAQHHF5OLfMlzqn6fQtRCi4Ua9Rb+VRay6+r7HVLlDMuBiNdI1equkQmNmxBrYSkMn5ZDcU9Es5ur00ot7fSFv15uw6F3tTOH0TGR1ejA455P3Oe93x/igcGKctqj551eOfjH2JYavPYqmOKhIW7V1afoYrvXFGzQ7Hy3vU7B6TxQ4oaRVyYoI6UIhtSf9IyNZGBSkF/s0ig+tl9FGHjmNDqLBxawR7Xccbj/CH43R0ZaIQ72S4fGOKnSsjvHB1ns6NKtsXRwmnfKIZj8wT+2Q1n2/vLXA6v8FGp5hGkl2LQaBjNhSUIBVeUQJIBjrfvnWEm+0RRu0e7dAmkYLz3VlMJcJP9FSgBCjeUBmpdLm/uMm39xYIEo1r/TGea83xcmeabNFDZmPCUowy6UAiaAwyDGKDs9Yaa4My2iAt5IvWsvzhy4+Qe9FG2zapjHcwj3XSkaWOICgltPwMF3qT1IMcI0aXNbeC3hWYeyqnFzfYDor8P1sPkdkR+JWEieE2191xVvpVko0MCBBCEnoacyMNkIIHxjZTJ+4KREha1e8IttsFLrUnSBJBbyHCPe4hVm32LtZQ8yFbbpFVd4hBZGBlAoR2eLIecshrcejI3hzv9SzEGy4gCiGmgN8HaqQik78jpfxNIUQF+L+BWWAF+AUpZUukR+w3gc8ADvD3pZQvvdHfGRvqcLk3wdf3jnGsuMvKoMrT/gJBrNLxLXY2y1yqjDPYzSKyEYYVkiu59JMMYT4hGQpQd00SG8RAw41tNAViO2Gy1ENXY9p6SPd6Ff+Yi22HTJXbbHUL2EZI34jQny4QZiGQAs0RjD6+RZgo7F4doaMm7JQKjGR6fGP/GL2tPJkNDW8koRmU0HOS2JKoTtrHrHVUZF/h3H3ptK19L8u2U6Dez2JPhNhKgL6rk+iSzsmE2DOpaAM+PnqTM5k1nu/Pc3swTMlwmS63iIsdIqmwvl9C7aq0tBydksVf9U9gqRF6X+AWklR8JlAYTCXElZDOzQpxOUKzI4KKhrQTslpAPzTJaCF/sXMfty9NYgqwz7Sw1BCVhDubw5g5mD6xw/2VTf7w8jlomCixQGoJg66FboeoSsInjtykHxlImWYaAIymSqJLiBXubA6jagmZdQ13QhCWY0Qmwr5i06plGLV6bPWLxLHCK9elt8vu3sD2/8bjw4vme5uDYHNvxKtHcB7yNzmI6+BvxT69mUg7Av5bKeVJ4DHg14UQJ4F/DHxNSrkIfO3eY4BPA4v3/v0a8NtvZkfqL9Z4aWuSW7fH+MoXz7GY28OPNG5dnWR3aQh7xWCwk0VvqVg3LYLtLE7f5MT8FokG1pJFZksgAgXNEeRu60gBUpXs97LESTo/+6c+/gIfWrzNuYk13EhnsVrnzNAWiiIJ8mmKOc7G3PexW3xg5A7bt4eJ7YSoYXG7OcTx/C6X18ZBlyDBrCup8IstSYohYSVOq7wVyC+2WelX+fzzD3Dz5gQ7nTy1fJ+n1he40x+GOQftaA+tq3Df8A4XepM8VT/CN7rHeaE5w5WdMUqaw4PldT5Ru46pRsShml5OYsGek+e5xixDZh9nMkLrKyT5iPJ4B2uuh75joHcVzE2dZM9C6wvsVZ3bjSEAnr50lPW/mkbvCcKTDv/Z0ad4onyH5UGV7BULrxZxX3mblUEV65oNVZ94zOf0iTWq1VTj/HRpizBRU0NpGyQ6+BWJ3hVYDYF2MYd0VaJeWp0+fqSOWXGho+PMRGw2i9zuDaEpCZoWoyjfNfC3xe5ej9e6KL6bxvcd8kPxjtrcD8or9vh+tsnXKs47iI77x8kbRtpSym1g+97PPSHEdWAC+BngI/ee9jngG8Bv3Nv++zI9cs8KIUpCiLF77/O6xKZE3s5DMUbvCkKpst4qQSFE2zbxhhMKNzWCcirNae8oeInJeq6E0VYQSdoGpXcV7F1Bby5B7wniSsInZm8yiExWlEr6oUXCrXaNVj/Dx0dv4iQGtUKPdauA1RAUzrTJ6z7JvaIorZfO0/7Jqet8bfsoQgHhKUx9cpUwUdlolBieaNL1TOJYIegUkKMeI7k+bd/G2tXwqzHHhvfoBDZhqOLFGpoek7N9GnYOU41o+RnuLtfY7eZx+ia/evZplpwR/Fij7uUIYxXZNFEDgbVksBkOIbIRW4UCWk9FdQTRQMXJGyS3cySGJMqlPeFI0BwNsyVpr+e5uJonu6PgTMRU51s8XFvjG81jtAObWy9NY6owf3SHBMGTlTvcODOCkijksi63docJA42xoQ5fWTvOXLnBvpvjxIkNbhZqKFsWSaq0SmJA8apOdzEm0WBzo0J+aIBvJQgzRrmU524uh9kUJBZIT31b7e61eKOT7CDe0R/yo/NO2tyreb9UiP84OGjH6NXf3Vt1M/UD9dcIIWaBB4DngNqrjHOHNKUEqZGvv+plG/e2/Q1DFkL8GundKRYZRCKIcgml8S69fpkdr0AYaEhXIyzFYMb4FTOdXNUSBCVJdkPBGTHRY5AClFCQaJLefIKIU+cOMGp0uRaMUbwnkfni7iTVrMMHFq5wsTNBRgvTViMFeicDPjK6zM1OjTP5dZ548CbX9ms4nsH/e/MsYc/ELrv4JZjIdBgy+7RdiyF7wGcnL/BbL3wUVZUYt21W1qaQ8w5JIcFoqax3y+xvF1GsiPje3OjuwCLJxPRCkwRBfrjPx6aWuNsf4kvbJ9m4UaM420ZTEwqWl8qRJgJvOEHvqIQCXM1EqpLEANVT8PsmIitBSMYW60zkOgSxxqXcBG5Xx9pW0QcwmJCMH62zWKqnNx/9EjutPLkVhc6piDBWqRldZox9/sF9T/OtxiKXb09irRokUyFBrNLt2lzsTvLkkTtcb4ymNQaFmMymRpSFKJNOCNM7SjpqtKPRi/Ko+RBVi3FnQoQRExY1RCiQrzEw5K2yu+np6dcz9UPe5xx0mzsUXDmYvPom4q26oXjTTlsIkQP+HfBfSym73yOsLoUQP9AeSil/B/gdgIKoyESXfPTcVUw14qk4jbaUZRvLF0hN4k8kGF0YTKZO26oLegsx08MttpctpAKqlw61UF2FqHpPbCRU+HZjgdlck6afYcstUrB8mo7NXjbP8fwuX1g9Rb9rY3cEH/zIDa53RrmzOcytpU+BhPJEh59cuM5L+1O4OY+ZYpO87rOQqXOhO8n9w9vEUvCVvROUKgPaXoE4m2A0VNSbWaI5j0AzmCq0aHcz1CpdyqbDxuUp4mMOal9ls18ko4foaszX1xdJEoXBXhajLxhcKxPlEuyje6lKmg5Sg8hKUHsqkdDJNBTsfUlvFoZrHdoZGyHgoaF13NjgxeYk5l0LEvDGYlwr5pfOPQeAKhK8ROe+Snqt2Thmo2RDSpbLF9bvY2i+x//x/EdRzRhzw0gjdy3h52deoj9pMaJ3+dr+caqZAe6ojrOep3s8Qu2rmC1BmJfIIwOUe+ItTt8kDhTiQEnb9kajdClDf02H/ZbZ3blz5w7WbfohB4J30ua+dxzk97vwv58c92F26695U05bCKGTGvEfSCn/+N7m3VdSQUKIMWDv3vZNYOpVL5+8t+37/40Rn02nyOPVZY5U94E0StNII+jMbQN3RKINBJoj8UsC1VWoWANa+4JEg/5CRLY2wL9dgDidBqb2FeqDHB3fIm/46WQp38DSI7YGRSasNkerda5cPEpYkLy8N4H3fBUtK9NhJDE89OAG19uj5Iw0Zf7y6hTVcp/z21P02za5ksuZ2hZnypvsZfLY4ys8szWLt1tBhKDUDeJcQk73+WcPfR5LhLzszLDySIX6ehk1EehKgiYSOjcrKEGadTDbCvLYgMjTMO9Y/O2Pn+dz0WPUt4tpagFQ+gqxls4J782mLW8Dz+D4WPp1fPnOCYKWhbmrpfKpZkKu1uczs9f4QO4Wa2GV7aDEulPmxY0pou0MRlfwM0++zIXmJImE/3P1EXQ7RNzJfPd7+fR9V9nxi5zOblBSHc6V1viDpXM4LRtRCsDV0Nx0f7S+wN/J8NC5Jc7fmWF6rImuxqzWy4R5BVwtzSC4yt+oHn877O6H4fDi8d7lINncm7Gz95MtHmTH/Xbu2xsWot2rkPxd4LqU8l++6ld/BvzKvZ9/BfjTV23/ZZHyGNB5M2s8H1y4zbnKGp+7+BiGGnEqv41S81ACQZhLiK20jciqC7yKwJmMmX9onZdvzsI97W697GFoEWJ6AKpE39dRfUFjuUy9naNgeExm2pwd3sINdPxY41Z/hIvfWSS3JtGPdmltFtF7kNkW6B1BbEk2nSItz+bOd2bofWkUbcWi98Iw4aVUHzw+X+JWaxhdxDxevEM3tBi4BmFWpoVt+ZhjRzfZc/MMklSm84S9RadvY+yrqD40+hncSCcuR0S5BAC/FhH6GqJp4M359GOLvOmTKbsoVoTW0tA7ArWp440khJM+UTnC3cxx81tz3PrmHNFWBrPiEs67TJ/Y4Zcff5rFap05sw5AJ7apB3mcyEAuZ1E9QWzBHz33CLfWakwUuuwsVxku94hNiC3Jf/TxZ/FjDVOJeMJe5k8bD9AIszwxuYKeC1D2DYx9lUQDEYEapv9f2hpnbiK9IesHBqPlHscWt8gP97HLLpnJPoqSvK1291octAvDqwuODouP3jreSZt7hVdkMg+aDb7THB6Pv+bNRNpPAn8PuCyEuHBv2/8A/Avgj4QQ/ymwCvzCvd99kbQF4jZpG8R/8mZ25MLuBNv5AuJe9fBzzVl+9fTTfM54lLhho/cVRKDQPROQKbpooYob6WSWdZwJiYggdAy0vItlhYg7WaSaRnpSl4Rti+tmjWW9ylShxf/H3nsGWZJdd36/m/55X95X++mZ7pkegzHAwJFwC4DUUiusFCRCQYpSiKCW1CpC3KAixC8bMhGrVWhXuyu6IMWlyBVJkCBFrAgCHM4AY3qmezDtu6valOlyr14979JefcjCqIkY042p6q7uyV/Ei3qV7+U9eTL/L09ed+5YpsGNah5d9fGyHlLT+LGpK1wvFpnbnA4zlDVUgqzLpWsjJOcMLBdaMz7WSIdeOQ5GgOiq9Id8ess5ziZH+YPlx5F1A4BYVdAfDBC2wr5UhQBBw4/xiLnMZWcYp26iGaA3Bc7VNOVphVShQz+hk4zbTGWrnFkcQ3iCjx6a51sbh1kq5ynmWriOhpt3MWoGWlcQjHdIxm1qNzNh98BUH7Fhoo10mSpWGYi1AJhvh2lFFSHpBCZt3+Jo4iYzsU3OJqcwKyr9CQdcgWhpXFoZAgGr14uQ9iAQXGkO0vN0FCH5l5sf50x5hLFMg6RmM5Bts9LTCTphH3X6BrhJgfAFrq1xfWmAeKZHLtFjo55iONfkY6PXud4usC+1yW8Gbz9H3hXdvRvv1PR4t28ctzMgDqIb2g5yTzV3K3vt2u7lWu5e4G6em9sZPf49wpWZ34lPvcP3JfALd3ogratZ6vE0udEGV6tFHE/jZWWWgXSbxYZF/EQF1dWx+3rYBNvRWFtKIAsBihvO/aWvkI91ubI8SrImcFNgD3igByimT3srjlZqsz+1yZXmIAOpNranYVQ0fEOQ07o8m79G5xmDlm1SjSdR1030hkL3kR6a7lNM9thczWLUVNwxD6krWOsawoeL7SmCZIDiCayNcOBVEPPZt2+dx1M3uNofZL+5wZKX51JvBIyA5IKgNxj2x4sLKbrpAD8RUHc0lhVJYKt88ROn6PkGy6dGkbqkZbkoaoCxruOmJO6gC12DWscI05wOOJiGh+9byCC8dMNWk7V+mr4fXvK32hM8m57n0fgi39h6lPl6KVxPOyZJXDHoDQcoA32CDQsFEF6YvEVIOHN5ghNHbnBybYIgUDB1l4LZQRNBOHXL9PE8Bb2hUT8kia+G2eJYtWCkj6l7/NjwZbqDBsNGnbnuEMOxJnPNgbuuu/fiXt6k7qQmHd1Qd4a9oLlbyt6NYn8kfqDF3dDZnTyc7OY5uZ9+Q3tmdQY/56Ft6gSXCnRGJX4i4Fw5gdZUsTqC/rUwVacegLE9Mtyf7uO3NZSaBgJyZ1TKY0liyxq9QUnu8Bb/9ez3+JPVx5i/OcCB6XVGEg104XN5Y4BDg2VW7TR6U9CekFxoDfPfjv57Jo0K/2rh47BuotiC/rAHfZVMrk1cd1Gb6ttTmpJDbTpOGoREKTgoZRNzvE1PSRBbV/ESHl1X58X6QWp2nKVeDl0ExFSX+JyJnQM3HbydlIRAIGwFqSlUVjJoKZfTlXFW13KYtoCpDsVkh+VyDjluYyya4CoIV6AWbMxcj1SsjyIkm+MKbs1kQc2z1U3QdzXGs3W+NHiGNTfL2e44PV/n1No4mVgfPWfjKiaJFQ2pSTxbRSnZiDULv+hg3QiXFbXWdGqzcVprKbB8Du3b4Kull/lW8ygvVmd5aHSN829M46YCtI6CFwOEJDAlUgoKiS4vbBxAVQK+OFwnpfUp94u0nWiFL/jR5nXeTzediPuXd9LmB9HdXtLsB21Zu1u/wT0TtJO5LuSgUYijtDTUroJvBfhDNn4jjJBSlxhbKm4qgIzLSKHBppYkPtSieT1LZxzcWgIGfRRboXIzizuj8nxpnpjmstlLoImAf3fxBIEvuLAyzGixzuaUBwLemJvmxewh/mH6LN/Lr9JYHqYzFpAcatOuxnE9leW5AuMPr7N4s4ho6HSrBjLuI2I+vq0S31ToF3XUXtjMK7dMgoJgKrbF3547BKpkdKTKRjWNP+yTnlcZ/eQK1W6MaiUFjoKRtXGqFiLh4TUMNlYH0F2BPeIS0wKO5NYxVY+lFyeIPb6FOFXgxGcvcmZjBEv3GE40udnKcnR0lUtX9tNXYgxlW8R0l8dyy5xszpBQHa40B2g7BvalDCuFBMJViA11cBNptJaCl5Lh8eddsvkOrYoRjjFISFZfGkOUfKSnEEjBH1efYKmbw7Jc5jZL+AUXpa7jZny0jkZggFFV8GyTq/4AiUyf7mqS3+9bTGe3GLJarHfSmJp3L2UYEXFfca8f1nbC9l7oCtiJkfh7ZiDa3aJdTjCb3+Jzx87z0GMLeLkww1ch3+ax49eYPbKKme+hHmyhlfo8s/86/9XMd/j7B95C13ykAoEGNHT0pkJgBejZPqeaU+iKxy+OfZutZoKldo6Hx1bIZLp4toqqBOH63QMdsBUW+gVe7I3z4s1ZOqMSZbRH0rLRYh71cgrhw9rrw+CEpy6I+6QG24iqAbYSrpTVMNBnW4x8apmvfepb5Kwef3DlBEpbJZ7pIQmns5FxmfkP5xmON/jK9Gk+emieRKmLU7PQszZjgzVE3MNPBriZsCquKJJvzR3mRrmA4kKzFcdNSc6Wh/n81EX25zYJZNhN0HItnNkeWlNleSPHZ4cv4kqV+XqJvzz7MFcXBilfLuHH5duj0b35FFofFEdgLFhIPcBaNOifzhNYAanDVYzpFlKTSF2SG2ySMfqs91OUzDZPDS8RMx2EKlGHemFzfVyiOKDa4Uu0NISQaIU+R4trjMdqzMQ20ZSAO5xNE3EL0eC0Dxd343q/l42dClK3pma924Msf2g639957dXf054J2qiSvq9RsROcPzMJvkA70KJ2qcDp+SmunR9FXEjh2DqPjK3wXHaeP9t8jJNbUzTeKoYLdUx1MGoqRlOgN8NFQM5uDjNpVLjmDPKzR15hbm6E75+f5lChzOhwjetXhyjs36J/PUV8SeM7iwd4pbUPx9FQPPBclfWbebyWjpnp4xdcnBGX+KKG8AUi5tNeShMkfFAkUgNrTWVfqcIXhs7R8GM8nF3FOJnC3ApP99qVAaafXkL2VVquxUPJNb7fmMALVCZyNZKDbdyGyc2NHOqGibAVMAK0mkanHkOfjyGX4vgW+C0dP+2RjfX56+WD9H2NJ3MLQ8qcmAAAIABJREFUbHYSTCWrnJhewqgLgq7GPmudG50CKwtF1KqO6KlQsrHK283rHQV3yMGNQ6CHudTRJV4yHAVv1BQKiS7eXAqpwvj0JkeKG7iBSkbvYwcaCc0mpntksx2y6S77jy3jljzcmX7Y/56W5M8qOBcyeOUYL9+Y4bvrs7zZnMBUvbez0EVEROwtfjio3S9l38qDMANjzwRtxfKxVI+RWIPkRBO1o9BrWMTKAqWphQO1Hm6Sz7ZZaub4X89/kje+d4ibr43iJSSKIzBNF+GDnQ3nLatdwXS2CoArVVJKny88foanj81zrjyM7YW9AxmrT2BK+gMB3UaMjmfibFkgwmUwi8MNlLiHs5ZAKxuoVY3eiB9+3tYQeYeR8S3MdR2xvYTm0fQqL23tZ8tJ8kcvfQSzKukf6COlwCorXH99gqePXiVj9FjsF3gye4ODyQ2atgVAaqiFdBRyD1VITjZQLJ/04S2Uhoad98Nug5hEOGG+9Y6j88zwAs/lr7HlJgAwFQ/HD5um9arGf3f6J7iwMYSS2E484wu0BQvnaBetoxAYEtHW8FIS1REEhmRmegOv6OKN2HgxuL5WhOkublKyUs7y1vooiggYthroik9O65LQHX523ytkrD4rjQxPHL4eXoNsQGAE9AsCtSeQRoDb1YnrLnmjw/70JmpU0474EPKjBJDdCHA/nNzlQeFHCdJ7qb/9VvZMn3bQ0Tj3/Wnmxko4dtiHHbtu0BkLMBoCrSNwJhU2V7MolkfQ0bG6ArvoExtp02ubOI6GPelgLRn4pkQEEEiBiuRUc4q5eolfnH6BZhBjf7LMucYIlSDLtUsjKE64vnZmtsULVw6QH6/TO1nEHYDKZgqkQO8KFBecDGjFPm7DhAAGCk02aym8go9ZUfFNyUsb+0gaNn/5xjHSNxRqn+6RTXXpnM0jDDAONHECldMXp/mZj7zCn60c50hunZWbeRBQGmqQHqsyk6lQ7qVIF8s4vsbBJzeZr5X4e+PnqXlxvrs6Q6OZoHmxwCtSUC/GUETAp8fmOFMbxVB9lIcbcDZDv2aiVOLohF0JgQHuuI2yEkNICGIBWlMlsSyws+EYAk0EDA3XKMU7XFCHCZo6ekVFSUhiZ2Mc/vISac1GFz4ZvceGk+Y/HXuZTmAyGGvxWH6ZF1b3s294k2UrS68Sx8lKEGBuqviWypKWZyTR4Fx5GD+qaUd8SNkLfbu3HkfE3mTP1LS1hkZgBXhzKfy+SlBy0LugDfSQCtgFCdcToAUEnoKWdrCLPoP7KswWt/jIvhsU0x1wFfrjDrGyQG8JJhI16n6cm50suhLQlzoqAQN6k7jmgi4Z3reJ8MKgLYSEukGtlsQuBggtTPahxx0Kx8t4CUlqQcFthnOxhavgBwpuT0ftKvQHPKQazoPuezrFiTpeDA6MbGC7YYuBPegxU9girjmgSVb7WfZnNlnvpUgVO+hxl3bPxNQ8vEBlJrXFkNWk5Zps9pOMphos9fI8k5rn02Nz+Nv96ycGb1LpJ5iNV6g6YW275+mk432cXEDyuhYGa41wmpiQSDfcV3FB2OHgvzBVLMRWVA5n1zmUK/NIZgVV8xFJD3sg7F9vH3BZ76S50hzgT24cY6FdIKt1ea09yyuNfWz0UlSdBPlYl4LVodcyiZc6iCBM0iKCsDYvfYVTy+Poqo++nVwlIuLDyL0O2A8iD9pDyJ4J2sFIHxHzEAFYSwayq9EbkLhtA2fIRSoS41ATbBWhSGJxm0ceWWA8VWe9naLuxHiqtMCXn3gTI+XgJsMlIr/xxmP89uIzXF8t8vzgPFm1S1/qZNUun85fpDRSp/raEP6QjZcIaDQTKC4MlhoYdQUaOtgqbtVi8/wAUoXegMRc10EPkEmPZscCR8GPhYFRKpJqJ87SWp5mx6I75aIpAb2bKfpDPiNTFS6tDPH68iR63KXjGcw3SlytFkmYDiOFBocGNjBVj76v0fYMFjoFhuNNMkaPiUSV/6h4klGtBkC+2EJI+Jv5A1R7cTJal41+io8Vr/JEfpG47hKfbOLFQW+Jt9PCJhdVsm8aiNEevgUoEq3Ux49JOuMS91ibip3EDVRerUxzZHiDWMJGSzv48QC1qfJIfhUFydcOvkjO7NL0Yiy0C0zEqjxVWOA7Vw4yvzLAVj8BUjCZr6EdahJYAf0xh8AKiF81CFbi1NbSdFrWvRViRMQ9IMqCdve4W/3nu8WeCdqFXBvN9Jh9dpGRj95kfHqTo89eRY17qDGfzMEqUsKxw4sIRRIECudvjnB+fZhqPcmlK2NcaAzzyvo0pUyb3HPreBkfraHSc3QCW8WXCutuBku4fGPzOHU/zs/NvEx/3EFdN/EzPn5Dx08EPFpcIdAkZkVFxD3MikowYKMNd4FwoJYed4ndMLCbJmpLhbRLoIM63uWTE3MMD9bR3kpCILjw5hRGQzB9aI2k7mCci2O3Tbwti41eiv2ZTb40dZ5KLXw/Fq8zd2qS789PstFNM7dR4sLmEIEUzMQ2ebWznxUvhxcoPDW0RKBJlBWLzXKaP1p+DEPxsKXGH5x+kmonTqdloXigOuH5jlUkdl7iZEG/GMdL+xiDXQZyLbTO9pKkWsDrSxNc2Bzi4dwq/8Pkn5KwHNT5OEZVZfChMooIeL40z5JdIKX1We2lKVlt9lkbvLE1iXQUqJhUe3FKgw0s1WUyXyM73ARHQe0odCc8/LwbZpiz/HeTyIeG+/FGEvHgc78O4torQXqnztue6dOO6y4PTa0zFdtCFz6/c/Epyo0kk4NbLG4U6PRMPFfjzLVxCKBXSaF1BL2ijtJT0G3BjVcn8Kf6CCH5wsHz/MVmBg/IxXsUprucbYyyZmYomm2ajoUrVV5tzPLEwRu8aU2g3bQQE12UuQR/dfkwwZCLVtVR182wSbivEugBUg8XE9GuxenNOGEz83Af2VfpDQXIrs63Fw4SXEjjDAUgwilU9mA4B3n+4igxQDF8AkdhvZFCV3wu1QZ5YnKRnq/zwncfRm8L/ISCqgR4rkZjPU5haJmykwZARTIT28QSLu1nDU7/+VH0lkkwJBiw2rxWmebh/Te5vDaAtmLSnfDQGipSlWw9FqD0w2c2sb8NHYNiusPKQpFkXWAXJPlkl/Vzg3T8BN+88ARTX64wlqpzSZZw45K+q9HxTFxd5c3aOA3b4tPDV6i5cUpqk5jmIroqRi1MFIMRsFlO8/SB68y1B1E7Kn7aQ0l4BB0NMxcmhYn40YiCfcQH4X4KxB9m9kxN+7mBa9zsZPmTG8c4VZ8gEXOQUnDj8jDKkoU4n0Kfi6Ft6lg3DfY9cpPS4xuImAdFG3+0H65dvWVgnIvzzbmHiCUchCNYfGuET5TmsFSX2fgm860SM6ktur7JV0sv83x+jl9+9NsEpiRYjeHkfQJPAV/gFV0UF1AlKKBqPoEORkPByfvghwt2GPMxtC0drSswEw7yXBp70COxoqC2VMz9TZCClm2iD/TCFcTWLIxcH7tvcOXGMI6vcqkyyJXqAFpHQXFB7SlcPj+O31dR+wovXD1A3YvT9k2+353EDnRG9RpLrTyKC25KMp6qE1McTuSXsFQXRZEEhgRV8oVPv0F8X4PsSJPMbI2pjyzzhdkLfOHoeQbiLbS0gxcDN+cxkaqhdQVuycWPSb5VPsJyM4c80kIM2BwulHGlwgsbB7j28iT1Toy2Z6ILn99c/xifHzhHYryFf7gDviDzpolo6lzeGsBv6JjVcMqcpvugSZyefq9luGfYCwH4fq1ZRdwZO3l9I53sPnsmaP/x3HGuXRxB+Zscby2M07mQQ38zidpVkAooxxrkn16H8R6+Jan24jxSWOUTB+eIJ20K+Taf3X+R2GgbvQPqlQTZeA/hCxRPcL41wrVagd8+9wwL9Tya8Kl5cbb8JMetRZ6NXSW/r4reUlAcgb5hoDY1CMCoCWILOmrcw26ZKC7YuTApi7kWDu4yq+Eynl4qQH89hZsK19O2sxK/6ODYGkhotGM4TRP3SBe/6GAYHrNDm2ArNDsWmhqwVU1ilzzsnAyP3xboZR2rLNCuxmi6FknVpuomMBWXk51ZjuTW8eKg9QQDZpu1foamF2PAbGNvxRBeuFTpf1b4LiPpJt2+gRCSE/kl0lqfx1M3WG7m8Prh/PTkQIetfoLx55ZJ5rvMPLLC3KlJ6s04qbjN5OAWgRQkNYely4P4Jkgp+NPzx6m7cTQRcLIxw6cm5vjJQ2fIj9dpzQaMHCxTryfQ6ypeUiI7Gp6jQiCgoUfztH9EdjLIR0E64nZ4J53cqsM71dGDrLud9GvPBG1vKQFpl+ZsgGZ4uDkf49kt5Gifpz56icMDG6hCol2Oo9iCynKWU+Vx5hslcvEecd3Fkyo/OXuWxOfX0VtQrqXCYCXBCVSeHloknugzkalTd2MEUnC+N4YufDpSZzTVoD/qYlTDBwU/64EU9EsSLyXRr8RQ6xqKKzAa4Vxj3wKjIWgc8XBLHvkzCnZBotoCLy5hpoMRd3FrJlpLRV5LoMQ8vKZBLGXjOBoLlXy4AMlqAk31eW7/VbS2SmBItK5ABAIEeInw4WChmeeljX28ujrFle4QN/s5Bo0mbkpileEvzz7Ms7mr3OxmeWllBr0eNomLrsqKl+aLQ2cZzjX56ZnXafsmw0adRbtI39UQbRUkpGN9RhINJhI1NCVg4dQYsQ2BXLXoOTop3WaxlSOvd5h9aJXYvgZHh9Z4ZGqFc1vDtD2TAMGpzQn++Pyj9GwDc6zNajkLdR0/LnHTAUrKRVm1wBPIlEfgqPdainuG211EYS/UyiPuX96tv/eH+4Lf7fXDfNAA9aAG7h/wQf3bM0FbBILBgQaf+sg5fnz2CmraRW7Xum62s6R0m7ju0J908JIBekNlIl0ja/WoduI0ehbfvTlD2zc5VlhFCoi9niC2r/H2wKpPZC5xqFjmK0Ov81ByjaVOnn3WBq3A4pXufj5bOs8nH75Eb5/NwCMb4AsUy8PL+PijfRQX9JYCAoxH6ngJiZd3KTy5wYEDq4iuimeJt6c0jR7ZQAYKTtUCBaQqcfM+VEzQAuybSX7uoZfx3HABEqlK4rrLpa0h1D5hOabES/sEmgz3T8FqOctQosmzIzf4y0tHgTB5jJ/yqR8LE6dc6oyw0U3SbsZwhxwCHb7y7KsEKJywFjiaW2OhX+RYYpkpfZNNJ0W7HkMEAtWBWjvO967P4kqFdsfCtyTtfR5SA/9shkovwS9Ov8BPZk7zTPE6B4tlnsgucObyBPuyFb46/AqfyZ1nZaFI4KoMpNvIc+kwzWxLobB/i8RYi6Cph90PEKZSjWZ8/R3eKyjvRrB+rxvKg34zjdiZ9bx/sO8HKedB0to7+fJB/NszQfup5y7xiaF5nkjfAEAG0GzG8HsqizeLnK8MU+3FeXjfTfychxRwen6KQatF/0YK95U8naZFRuth+xpCglSg07TQO9ByLL6xdZz1TppmECYgeTp/HV141P0Ex6wlHraWyepd8sUWq4sFUkMt0ukeqJJCvk1vKEB5uMEXf+wkM7kq//HzL/PF42c4Vlil5+loAz3akwHxFYEctPnU0BW8pgF6gJnvEegSs6wSWOFSoYojONcaJWjqeGmfzESDw5kNtm7kUBxBbF3BzfgIR6B1FHwzXN2Mus5sskLP1/ncoYsstPMsdAsIT6BXNfS4S9MzUYVEdjW0soE22MVHoRlYrPsZNMXHVDz6UuePtp7kfG0Y0dFQewI3Ablkl2Siz/fXx5BrFkY9nBtvbYSSWd/K8FLzIP+m/AnansnpCzP8zpWPoGdsPKnwemeGZTfPyFSFLx97i+VyDmd/2F0hZzu0eyadmymMqoraE+gNFW1Tf9d1ET/s3E4NJyLig3AvA+VeC9K7fTwf5Pe7Z0aPP529Rklr4kqNnq8jawbCF4wf2WAg3mKlnWF9JUd+pksy18VNqnxmeo6EZuPHAvyYwmMzSzyduMr/uPE57Px2KlM9wIvBYLyJqfgUY22+vXWYzxQuMK5vkVBsXmwfRhUBj8ev83OF77HWz/Dqaob2zTRSC09utZ5k7NAG66eH+FtjH4bm0/MmWajkGSvUWa+lCFZjxNcU6g97fHLfPJbism//GsPxBsdTN/kXnU+grocJRuKmSz9pU+knMSsqyUWoHs+wmkuTXFDxrHCeubWu4WaCcNENP5xn7ZZ8inqLCXMLlYCs3qXn64isg+ebyK5OIBWSho1wBL4lUW7G+dTjFwD429ZhDsXWADjfGaPn63iBQnykjXMljR+TTKZqXHFLCCnwsx5+BhRfYBfC5TZlAPPNEoOxFlfqA2SHmwynmwzGWqx2MkznNznfGePvj71Fy7cYLjZY38qg9MIfg2PraG0F35LIfR08R8Oas94+3xF3n71244y4u+yVB8G9cBw7eQy3LojyAz7I6mzvW9MWQowLIV4QQlwUQlwQQvyj7e2/JoRYEUK8tf36/C37/BMhxFUhxBUhxGdu50AudUY42Zplrj+EHWgoBYdjJ64xlqyT0m3qrw2SvGyQNvocLJaZKlbRFB870BCBoD9pc6UywGV7mMUbpbDQ6Q5eRye2KbnWKJLWelzZHOCZ3DWqfoJ/u/k0/8fGx7nRK5LTOrhS45XeDOPxGp977BzSDIgVu2hNFVXzWdvK4CUDWu0YtdcHWXpxAnktwfKpUeRSAnNLQQo4eHCFhmux3M/zE8Nv8cncZb5XncVaMAkM6NZiCCF5cniJx3LLOJM21UcDDh1d5nJ5kN6gpLfPxo8HKB4otiB/pBI2kQvQN3XONMepuClONsMugRudAkjQBrvoGzoxNexekLEgnDqW83i5c4BWEONEYoFD5hqtwCLYrtt+cfQccdPBSwWofcH5zSE+N36JHxu/wsxkmWypTdDR8Qthfnf9eox6L0ZMdQmkYDxbZ6mW4/WVCcrtJBe7I5yvDfOHiyfYchNMpas8PzvPwKMbeOUY2jULvRkOEgx8lVjCDjPQqW8L/K7oLiLiB0Sau/fshYB9N/ggft5O87gH/GMp5RHgI8AvCCGObH/2z6WUx7df3wTY/uwrwEPAZ4F/JYR439FFJzcmWezm8aXCY+kl/stjL4YZwjSH7714FHumT3csYLmVZbGRJ230OZ5Y4kJ9GGn5KA2dzs0Uv3H5WcwNDanCR6eugyJp7A/ngae1Pl+eOceUUWHdzpDWbJZaedJaj4Ris+AUqfoJho0615pFHj6wTH89gT7TwrU1TMtlcH+FIFCwxxz6Uw5uwSPQJelrYZdsZ9JnqZrj4sYQCc3mVHOKG3aJM0tjuEmJb0r0hIuqBGzaSZqehVAk8ZE2S7Ucdl9HawvUioHaVejOOEgV/EAgt8+iWROMxur82cIjvLUxyvHEEi3XIuhqCBE2oZeMFp5UUJtqGOg3dEzhYSlhdpV1L0NG7fETudP83OBLNLwY1XoSoxrWfjtti+udIk0vhiYChtNNlKQLgaA/6eDHJOPpGtOxCj1XY3+yTHc1iXslTaMeJ5AKi9cHqFzP8/LaNGfLwzRcC8dXwyZyFXojPm7aR6xYdDcTyJzDLVq+K7qLiLiFSHP3gL2Sc303uaujx6WUa1LKN7fft4BLwOh77PJl4A+llLaU8gZwFXjy/ex4vkK5m+Jicwgfwb988+O0mzFiqsOjz85B3UBvClo9i66tM53YouoleSS7QnGoiVQlRlUlOJNBquAWPFJ6H1wFoyZYracZNurUvTjX7QHGrSqKCJhIVTkSX2VIq3PTyRNIhbji8KXhMyhIJg5s4Ng6uunhOCqOp2LFHA5MrfPw7E2yQy38eEBrCvQO5KZqeJ7CVw+eJK91mKuX+L0zTzFUbOCnPby4ZKTQIG3Y9DydpU4eGQi8cxmcy2HSFK0LcqiPV3DRKzq+Jfl7ExcIMh79QZ9Ahb9ePkh9M0nrapbv1g8wkaiBL/BvxlGKNgCur2JOtdBbAm/U5nxrhN/feBpLcVh1c0zpm3SlycnuLE8mr/PTR08SHOhgHa4j6waXtwa4WBtkuZal7ZjsHymTK7XC65X2aTgxrnVLTGZq+CgoufAhRvoK41YVvaoirYDeySLtZozrtQKdvkGQDpPMKHkHPWfjlRyMiopQJYry9iCWu6K7iIgfEGku4n7gjgaiCSGmgEeBk9ubviaEOCuE+G0hRG572yiwfMtuN3kH4Qshfl4IcUoIccrFZjq3Ra0bw5Mql9vD0NDRVk08qbLeSTN8sIw97tC/kcK+kcIONH7z8jN8/fXHqaxlyE7WUftgD/i46YBjB5bIaD1Gpyrhyly2zhvNaZ5MXcdHcMRc4VhiGS9QqXgp/qL+KB9LXiajdvmJ5DyzRplnC1c5XriJ39Bx2gYj+SYfH7lKzHDZ7CQ4nF7n4YFV9KxNoIU5yasrWUrZNkm1D0DP0TFuWDiehtJTSUw0WalkWWuluHZhhDMXJ9HWTLxkgNYRxOIObloiawZ6WUcqICS8sH4A0dIwqypShUKiCwrEZpp898Zs+ICiSswthVymwwvr+xlL1hnLNoBwidEvFd9iJlHhfG+czyXPk1W7ZJUwLeuQ2iBA8OTEErrqIzVJ80qeQAp6lTjLq3kGYi0+MrxIrtTi2OFFlsp5FCEpd1NUnThjpRpK3MNM2vxN+SBHnr2OuaqDBOo6jWacZ8YWwFbwTYnf0nF7OqKtEegQNPW3ZwzcDd1tbm6+u9gjPtREmovYq9x20BZCJIE/AX5JStkE/jUwCxwH1oB/dieGpZS/LqV8XEr5uI7J5fIgPz5xmYLZoebEmDi4gZzoUTJa9D2NjNnnC0fPkztY5cgTC1yqD9FfSYIgnD71agG7GCAtn2dOXOGzpfNk1B75WJd+ScJyOC+7H+jU3AQX7VF8FDTF50xzjJZrsemn+WRijk1f4c3uFPvNDQIpMKpqmPykb9L0YrS6Jj819RbL3RxeoPLk5CLBoP128/VmLcWfrx1jxc7yxcnzxI5XqaynkQIysT5eV6O9lEYpOGgtFX+sj9oXmE9Wsft6OJq6Ga5v7Q/ZBGZA1uqheCCVcIDdY/ll9LiDrvocGVnnG28+irWm46YkTw0uMpvZou9rTCTDRUXUhsaiU+RLmTcpai1O9qcAuGwPc9Ba499uPYMpPJ7LzjOaboZ5wCXYrkZxrA6BQBWS9V4KU/e48NpMODIe8KWg6cQYiLfIZjvYHYPrp8eZ/6tZnIKPl5SYWyqyavDSwixa1sHfzguvVXSktd137yiIzt+V5G7qrlQq3cmuER8SIs3dXR7kZvEfsJMzP25r9LgQQicU8e9LKb++fRAbt3z+G8D/s/3vCjB+y+5j29vek5jpsGGn+VhujjUnSyrf52pugJNbU4yl6jScGN989Tix0Tbn1sfIltpkpuo0b2RRMzbdfYKPHpmj6xlU+gn6Uue1+jReoBCYEuHDFwtvoQuP/eY6m16ar28+xkOpNVypMmZUWXWz/FZ3HC9Q6AUGea1N1UngFH2eOHqNlXaGmOpwaLDMX6wcJWf1mEpWudYsIhRJ7mgFCJv6NzsJBuMxjsRX+cLkBc5mR7m8NoDjq/wXT73Iv3njebRrFvawh9gyCaZ7dPsGctUiMMGPSQhE2Czf1jj/1hSUHALHxMsE/M3KAfy1OO1hmBrdYm5xFi8hmXlqiZMbk3xydI6qk8AOVNyUxE8E/MbZ5zj21BJ9qTOkNnizN0XDj3OxO8KlxiDNhMl8/Sj7s5vQV2A7aHc3E6hthfOVYf7B1GnIw6uJGRbqeZbaOcqVNLUbA6Evpg+egpf0iR1ocTxfYX6rRH8+g9pTcGoWwlbADJBamPFNq4Y17fR0nY2Ud1d1FxFxK5Hm7g0fhsC9U4j3O1ki7EH/XaAqpfylW7YPSynXtt//MvCUlPIrQoiHgP+LsG9nBPgOsF9K+a7LNwkhWsCVD+rMbVAEKg+InQfJl1vtTEopS5Hu9qSNB83OrTYmgQF2X3ObQIdID3vNxr2yMymlvLPml9tIUfccYa/kWeCt7dfngd8Dzm1v/3Ng+JZ9fhW4RnhD/Nxt2Dh1uynzPsjrQbLzIPnyTnYi3e09Gw+anXuhuUgPe9PG/WTnfZvHpZTfg3dMVPXN99jnnwL/9P3Kjoh4NyLdRdxtIs1F3A/smTSmEREREREREe/NXgnavx7Z2ZM2HkQ798JmpIe9aedeaO5u2Y2u0wNq530HokVERERERETsDfZKTTsiIiIiIiLifYiCdkRERERExH1CFLQjIiIiIiLuE6KgHRERERERcZ8QBe2IiIiIiIj7hChoR0RERERE3CdEQTsiIiIiIuI+IQraERERERER9wlR0I6IiIiIiLhPiIJ2RERERETEfUIUtCMiIiIiIu4ToqAdERERERFxnxAF7YiIiIiIiPuEex60hRCfFUJcEUJcFUL8yg6XvSCEOCeEeEsIcWp7W14I8ddCiPntv7k7LPO3hRBlIcT5W7a9Y5ki5H/b9u2sEOKxD2jn14QQK9v+vCWE+Pwtn/2TbTtXhBCfuU0b40KIF4QQF4UQF4QQ/2g3/HkPOzvqz52wW7rbDc1tlxHp7g78+TBpbrvs+1Z3D4rm3sfOzvkjpbxnL0AFrgEzgAGcAY7sYPkLQPGHtv3PwK9sv/8V4H+6wzI/BjwGnH+/MoHPA/8eEMBHgJMf0M6vAf/NO3z3yPa5M4Hp7XOq3oaNYeCx7fcpYG67rB315z3s7Kg/e0F3u6G5SHd37s+HSXP3u+4eFM3dLd3d65r2k8BVKeV1KaUD/CHw5V22+WXgd7ff/y7wE3eys5TyJaB6m2V+Gfg/ZchrQFYIMfwB7LwbXwb+UEppSylvAFcJz+372ViTUr65/b4FXAJGd9qf97Czo/7cAXdbdx9IcxDp7k79iTQH3Ce6e1A09z52dsyfex20R4HlW/6/yXs7eKdI4FtCiNNCiJ/f3jYopVzbfr8ODO6AnXcrczf8+9oYG63tAAAgAElEQVR2c81v39Lc9YHtCCGmgEeBk+yiPz9kB3bJn/dhN8u/W5p7r3Ij3b27DXjwNAcPpu7uW829gx3YIX/uddDebZ6TUj4GfA74BSHEx279UIbtE3InDe5Gmbfwr4FZ4DiwBvyznShUCJEE/gT4JSll89bPdtKfd7CzK/7cY+665naz3G3uW919SDQHD57u7lvNvYudHfPnXgftFWD8lv/HtrftCFLKle2/ZeBPCZsdNn7QzLH9t7wDpt6tzB31T0q5IaX0pZQB8Bv8/80oP7IdIYROKK7fl1J+fXvzjvvzTnZ2w5/bZNfKv4ua4z3KjXT3LjYeRM3Bg6e7+1Vz72ZnJ/2510H7DWC/EGJaCGEAXwH+fCcKFkIkhBCpH7wHfhw4v13+V7e/9lXgGztg7t3K/HPgZ7ZHIn4EaNzSFHPH/FCfyk8S+vMDO18RQphCiGlgP/D6bZQngN8CLkkp/5fd8ufd7Oy0P3fArujuLmuO9yj3Q6+7D4vm4MHU3f2oufeys6P+yB0avfijvghH6c0Rjpr71R0sd4ZwVN4Z4MIPygYKwHeAeeDbQP4Oy/0DwuYNl7D/4WffrUzCkYf/+7Zv54DHP6Cd39su5+z2xR6+5fu/um3nCvC527TxHGFz0Fngre3X53fan/ews6P+3Gvd7ZbmIt3duT8fFs09CLp7UDR3t3QntneKiIiIiIiI2OPc6+bxiIiIiIiIiNskCtoRERERERH3CVHQjoiIiIiIuE+IgnZERERERMR9wq4FbXEHyfFvyeCzqzxIdh4kX3bKzp1obqds3uZxRXrYg3Z2ysZe1F10nR5gOzs9rWF7NPodJccHTu3GcTzIdh4kX3bCzp1q7n7yba/YeNDs7ISNvaq76Do9uHZ2q6Z9L5LjR3y4iTQXcS+IdBdxV9mVedpCiJ8CPiul/Lnt/38aeEpK+bVbvvPzwM8DCJQTiQMlHFdlNFGnH+h0fYNezyST6AKQUvu4UqXmxPGlAARBIJCOAppE2AJpBWhqgCIkg2aTLTdJgKDfMRASYkGFoWKALwWu1LClRkrps+UlMRSPuOLQCww04eNJFVUE2IFGvZMANUBRJIqQSAQpvQ+AE6goQtJ1DQJPQdUDnHqXWM4ia/TwpELTtfBsDSQYMRdFSPq2Hk7BDwQIEB5IDRTdJ3BVQCJ8gdQkii0g4RM4KiIA4YNKDT+RJggECdOh6xhIV0F4MFbYou1b2IGKKiStbgyQpBM9UmofjYCe1EkrfdqBiS58Km4STQSoIsCXCu1WDClAc+tomTj9vg4CkrE+Aui4BkKAqgTEVYd6PxZe2G1/cAUCkAqhn5pEOAIj6WD39VADeoDc9slvd1AyCbxqFb/VEbuhuR/WnWmaJ44ePXqnpu6Yzc1NSqXSnrdx+vTp9/3OxMTErvsCd/+cLSwsUKlUdkV3t2oukUicKBQK94Ue7qad06dPc+LEiV218X7cCzunT5+uSCnvyKi2K0d1G0gpfx34dYC0yMvnfuMfoAhJyzEpWB1OX5wm4wuePjZP1Y6TN7vkjS7fvHAUbd3gE598i7++eCR0wnJxm2YYHGT4uytMbvHjxZuU7SRvfe8AbsnlqUPXGTBbDBgtnkvM8WL7EBdawzyUWiOjdbEDnecTl7GEx7qf5o8qT6AIybfPH0aokni6z0SuhqYEDFotHkqucLU7yPnaMEtzg1jrKl5Sou1rsa9UwfY0xhJ1Xjj9EDLmYy0Y6I/VaDdixFM2nUoctaERlBysqyZuUqLva+FfSqE/1KRTiaPVNRQbnDEHpEBpaMRXFB7/qXO89MpDSEOSGG1haB7NiwW8rEdmtMEnBpa52iyhKz5X5kYRnuDI0SV+ZuQVDhkbdAOdvNpn3U/QDUzO9Ca40A4z7X337EEyDQ0/HjA4W6G8lSboakxObdJ1dTY3Mjw0vomUgrjucK1cJCMk/8H+M3z9L57FTUqy+6u0uxbKhSTO/h7WxRje8TbDuSbL5RyxczF8C0rPrLH58jBuSiKH+2z89//irunu8ccfl6dOndpVe/cTYQbG92ZxcfEuHMnd5/HHH9+1siPNvTu3au706dPsRiVyLyOEuOMf1G41j99xEvTlepb9yTKPF5aYTmyBLzAKfTTF5+HsKievT/H/zh9GWzdwCx6BVDgwsc7zh+YIfBVhBAhXQWuqaA2Vre8PYAfhM4lZEWgxj8PJdZKqTVLt0wwsBvXG2/Yt4XIstsSSl+eaW6IvdTTF51JtkESuh37TYDDdYmErz/WtAlfqA3xj9Rivrk+yND8IKRepgpv1SVgOj2aX+ceTf8V8o4TSVdDjDk4uoHMjQ7HYQld90gNtgpIDTQ2pgOKDpvkICd3VJGpLDQ9OQCxlMzpSRbUFvgWXawMEOZfYikq3Y5K2bORYH7WpUSmnWe7kqPcsDNVHa6iIrMMni1eo+wle681QUntYQrLuZbCEy/OJy+giYK42gNrU8K2A3GSNejsOmyZ4gk8MzjGVqXJ4epW2bTKUaLIvtUku1SWd6PPvLpzAt8BoKgwm2wQLCZx8QDxpYxcDdN2n2o0hPQUvISk9s8ZYsk5/1EVIkHUDKe+4svMjay4iYgeIdBdxV9mtoH3HyfHziS6m4vFQfIVRs8YXnjjDwaEyugh4cW0fVEyCmolU4ODsKq+tTpI1e8zXS/hdDVHXia2qxA/UCQxJ+gbUnBhvzE2DgEK2zZX2IJtOCleqXHcG+Obmw3iBQtOz6EuduGITSAUfwa/f/BhrvQwriwUA3FxA19XJJ7v0FlMsXyuxeHmIej1BbqKGumYifDh88Cb/cOoUCpKXOwf44uhZ/pMffwm5kECqEqusUNlMk7JsFCH55Se+zcC+LSaeX4J9HdqNWNikLIBA4BVdFE/gOBoraznUvsCLh0+jqumjPlVDKJLBeAtV85FDfZSGxuH0OqVEh8VaDi/jEzTDJulZY4MBrck1N8ffdqcwhM+Wn+SsPc5GP8XGUh6pSiYPr/OZscs8N3GdIO1hlXr8zmvP8ubiBHOnJmmfKnKhPMTRxAq2qzGWqiME+IkAu+AzGm8Q6BKtJeispigerjCVrzKcaiHqOr4BK5cGeX1xErWtQgDCEwTejyzJXVuQISLiPYh09wH4sNWsd4JdCdpSSg/4GvBXwCXg/5ZSXnivfTYaKXTFpx+EwWW+WcLxVRKajaV5KLbA3FSRo30GYi16PYOuZ/CxwaughP2+3UmXXz70HSjZ2BnBm9cmUU0fEUC9HSNvdJlvlOj6Jnm1TVKz6fs641aVuOKQFjZHzDXm+sMcSJe5dDIM+J2GhbAFHdtgvZpGGeyDFQCgLlv0Xi+iuBAYkht/O8W3yof5+o1jfHP5IVbsHBm1x+DxDdSegpuRxC+b1HsWuuaTUnu4vsLc4hDJeJ+RwTpSAa2lIFWJ6Kn0hzz8jo5qBKi98KqZqs/zM1c5WlrnP3/ku9T6cTxXJehpGDWFK61B3CCsqccXNUQguNIdZNktMG8PklW7ZNUu626GF5sHKbtp5tZLmGUVtS/Yl67gSpWWZzI0UuOZ8RuoTQ39Sgzhg13y2V/YpOHHyCe6LDdzWDEHaQQIX2AHKunZOuJgG2uww7HiCq6vMrc0iNoVaH0BAQRVk0CX+EMOUpdhn/hd0lxExAcl0t0H58MUuIUQt9UN9V7sWp+2lPKbwDdv9/ufm75Iw4uR0zos9/PMLQwhVIkyKTmYLbNiDeIpIAO43ihiGB5eoLDlJtAq4SApLeUypDX49IHLvHzuUbRVg2CqBxISMZuZ2CanNsepeXGOxhy+MnCS73enKDtpZq0yW0Gca84gN7pFAgReycGIu3ircdSRLqVkh4WWRT7fJj/UZSDW4nqjyESqxmvfP4DeUFB7cGOzwHOT18kbHW50CrRciy+OnuO33hxE+KA4MJZpoAjJH6+foH4tjxJAJ2mSMh1UW+AmJYonULoC1Raoj9Xpz2dQPPBNyZdGzlJxk2S0Hidr0xzMbLDeStFVTPy4xkojg6l77C9scno8hfBDoWTVLr5UONndx5KdZ9hoMNccoGymcKsWDHkIR+Fqs0i9GyOQgk7X5A3bICg5KDUTL+2j5/8/9t4syK7zPvD7fWe95+5r3943oIEGQAIEuICkSJGSJdmmJdvjlB0nk5TLdmXseB48qUqqJpWq5CWVqlTmxQ+x42RSk9nsGWtGsmXZsjkSKYqUuIIAiH3rfbv7fu7ZvzxcUKNhSRYpgUSL6t9Ld9/uPvc75/7P+X//3aEU6/ON6jI7rQxO16Q80UYpRZQWBuQNm2x8yKenb9IPTS7WpzDUENHT8IsBfiQwqypeVo6KZgDFEQg9+shk7oAD7gUHcnfv+F6F9nFT5j+usn6XfdMR7Xh8hzOJNWb0Jpbqgz9a2rVbU7y6PQ9Fl8WHNzk8WWN7vYB/O4UbanR8C7MpUB0I+jp5tc+nMtdxcyMXeSzmE+nQ6cXxpcpnJm/wUGIDgL0gywPWFnHVQxURugiZ1Rt0/Bivf/VBFmdqhIGKUnZ4aHqbjbemSKQc5jNNjqSrbA+yzKZaWKrP0rFtODzAKUVwO8GdbpFZs4kXabz45gnOd2cIZx38bESQgGs3p9hoZzGUgMiI0GxBuJZkKVPDKQffVe6RAU4pxF5Lo3cFZlMidUkzSNANLM53Z7jTLKKLEEVItOtxzKMdxpJ9ivEBfd8cxfkHCi0vzgudY8zoDZbMPQ7FqlwbTHA4VWe9m0PPO2gtjVhFZauWw3YMNDVE2bDg5RwMNOx5n/imxkPT29zulviF8mWkBL2iU2umkFKQ0D06vsWp/Ci0t9YrUGum2GulUG0FAsHnzlwaJZ8ZoxtTNHVCK+Jjdp8ecMABP+W8a11/7ybkx1Hg+0Zp/68v/iIvd47yYucY3SBGYmxAJjeASGD3TP7R6RcwtYDNVhYRG7m8d1oZIilQn2jhznjMzdf4J9s/x16QQQnBzYzKwlQPkAI7Mni7NUMzSLLuFflq9SS33TI3B2N4UqMZJrnkTHPu0iLecZvV6xMsT+0RDHQuvngEqYJzPcu5t5b4y3dOsXJ7nFutEindoRzvEmzHSWwpSBV23prg5dZhdntppBHRcuLIpoHWU1A80Foa9p0Mq60CatbDz0VEkw6bgyxTi3WUACIdglyANCRmQ8Eph3QPg9Qkb7dmGIY6K+0CR4tVXt47RBApCAnOjQxPl27z98rnWW/kiQxJpMJqu8Dnsxdohkm+WH8UgN8de5GTyU0W0k3CvThSk3jZCKGMLN5nJ2+TONbCy0hkLEQ4CsPpkCBSWEw1uOOUeGxmnbEzFfLZAcOhwYTV4cHkNk+nbvIX10+x9uoMomLCSoIoJkGBi/UpZN4DM0T4gigeIeIhhPdmN/px490b/164134QP8yy+bhZPgfsHz6usvW99+q98iLct5Kv9yICwTdfOkmQCRCBglGyWS5VOFdNkcoM8eXIhxrcTqHoEj8b8kuHLvN6bZ5HxjdhHKatFnHFo+6nCGMSPw1uPY5MwacO3wSg5VisOQVyus18okFc8Xguf4l1r4gdGVztT7J4ZI/181MoiuTWK/PoGviZiFhVxS1EIEGv6ogA2u0Cf/N2AS8XIcSoLjk0JJotePvVI4TpAKswZOsbs+iWJH6yRfdOligRIgKFXt/imUO3eOGdY+QyAyq9FA+O7bBdKoACYqhg7aoMp0PUvoIUMDVfR1Mi3tyb4dMzt9iys6RMl1o1TXII6pkOV3sTmBmfhWKDG5sJVBfqOxnOz83jS5VLjQmGoU4virFkVugHJjLnIbs6whekEg4PlXa40JpmLNnnVjZDbNMgsCRB0aflxvlc8SrnevPoIqLrmGQthxZwvjaNV9DY0PPELA9Xj6HNDDCNAEVI2rtpqrU0MhIYOwZeIURvqwRx8SPHtD+u/CAF/e7rH9eH3QH3l/dahh81Hxe5fvc87qXbf98obZkIUboKal8lKvh4lThvVw9hVVQG7Sx/OHiGYq6HdrjHsGciBEyZLc6W4FJ7krjmsTtMMwx0ts5NktoSDJ7qg23gp0YXadZo0BvGeLs+w3SqTUYfcscpcSq3Tjey+D/Ofw42LFBACUCEAq8QoqR8rGsW9mwAZgi+QpRgpLxbGupQoBoKQTZE8RWMjkJ0vI95IYmjqSSnXRqlCKlJNDVCFjwEINSAUr7Lq1vzxHZ02vEEiaTDW9uzpMp9hjezyCmHsB2DcJSZnbqjciK/S8NNsFysMmuOkui2tCwrcowgCTElYj7eoOqlaTkWUTZA9HUUW+WwWSGrDriZH2Ozn2MsluNUbIPPFq+x3U3TdDMYLY3eIMYwr1Oy+txpFUnOdglqORQfZqYb/M7st/gXO0/wUHaLL147Q1SN4bdykJTUugaJsQ16fowjxSrV+BAvVKmv5CEVoGcd9ItJ7MMe3rgPkSCMSVKzXXa1j8fNei94Pxb1vVbeUsoPzZI/YP/y/T7z9772Xhn7MGTv4869OMd9o7RPL61jLIdc3JkiabkEOYXOegbVAZmTyIZBrVIcKVQJUpX8y5XH6Nsx/LoFSR+6OmZNRZcQfqbFZHzIeqdEmAiZsxrs+lnK6R6fGrtJJ7CIqx4Tepu37EW23SzqbQttIPByowsbzDtouzG0qoY9G5AYG5CyHOrvjBEmI6QqCU2JPxeSWNMI4wJ7UiJnhqS+laR9yiexotMMimSXG7Q7CYaezvR4i+1alshV2dvKU5psUxsLUCsmiUIXaQha50ronsBpGgQWSEOiDhTin6ugiwjvbg163U/ybOoal/UZXukfQ4SgqRFbTpa05rKcq2K7BsGtHKEBL3aOcatbQlUi/FBFFyH/dO+TRFJg6QEAoQFBx6RSTGH7Ou2rBZYeXaf5hM98psmY2ePN/gKLyQbL1g5wBsURuAsuY2MdplNtxs0Ob7dH5at5y+bWNxZRE5IgPrLi26U4ekVHXeoT3Eki5gcsFWqs6OH9EL8DvocPwzo4YP/yfjdpP0yJH/CDuZeb4X0T0z6bWyOIFH79yDkWsg3yCRu9PGTmuTWmTlRABW3KRnEFijdqldnczuI1YhgNBW131BHNmQxIPl4jbvisbxYRvoKIBF/ZfJCWH6frxFi1i7y8d4g3m3NkVZu/2nuA71QXiDQYHPXQ+gI/HxJPuiMlno4QvsBZTRHXfYJUiFlV0bMOFF0QkuKnd0ZtPjcFk4UO3SeGCEfBeXCI0RF0rhcQiiQZc9HVENk2IBCYuxrtnoU1ZsP4SMl+fvoywYKDn5SotkLpgSoiFqL3FCrVDIPQIIgUni3cZNnaYS/IsO1m0TsKflJytryOLiLqXoKXrh9BAsNlB9WDr904TsuxWKkV8EKVv91YJqM7XK2Ms1PJogxU4hVBbFcnoXu0XysTaZJrq5M8NrZO3zf56pUH+dLFM7xVm8GXGr967G2Wzq6Tytr8Z7PniaTgk8nrrHdynL+8wOXLc7jl8G57U4VSYoA+PcDPh+h6QFD2EHcSGEpIdOAeBz54osqHYR2/Z8jBAQd8lwOZuH/sG0v7Sn+CnDGk5qUIIoX1ap5SrseN7TJRV0fNuSyUGiQnd7i4Oc10ocNOPUs40PAXHIxbFstPrOOFo9j3icwuf/3G4yguOMeH9OwY39o9jKkFPJTaJKG51N0knlQpWz1ev3QUwxH4wWhDoCR9BlsplKTE6CiEpsRY7rKyPkZ8S8NPS0JfJXbVwilHbNwsgwKd5RA90PgfzjzPm90FXvnGg+iPtBg2EzDUqDhZSuUOUpMITyE0YLrQwdJ8JqwueWNAy49zdKrCysocyvEeacNlYnGDa4lxnppeZ8LscCq1yZPxW3zHXuJib4ZvvXoCkhKKLre6JW6uj3NicZvpiSaqElFI2GxvTxK7YtEsmpgNhQEpAkvy0vUsRx5fY4UCvh4RbcdRh7DeyuHMu6RzNkuFGk+lbzIfa3D10izaQCEx63HVnuSzmSuYSsCaVeBSb1TateKN8YmJVf7q1sMYHYXyJ3YYeAZ5y8aPVIJABT3C8zS0qkE47/DW5gyGdmBpH7inD/ioeK835Xtj2X+XHN7vmPdPM/tGad9sjdG1Y3iehrJmoXuCyoIy6rftKIR9nRs3p9CzDtn0aIjIyZktDiXrvNOaYiOWY8LqsG1nublX4s4bs1hdcIoSK+ExaFuMZ7v851Ojvr9J1WUm0+QrtYc4d3WB0pEGQ09nLmHjzqjYrkGvaRAmQsJiiNLWGQ4McBXCmEQqcHiyxq2wjGqEBF0DvT3aMLSuFPkD+9Ok4g5eMcCrJtHTLsaFJPZUyOPlNV7yNTxfQ9NCniiu0vAT6CLilcoiJws7zCRabJ3M8PD4Fg03gSIkpXQfXUQcilUpaV3aYZy82qfmJIlVFaIzPWbzLYSQTE02+XTxBn985Skm8x36rokSgNEFxMjBMpwKEa4gVlO4sVNGAsrdrPHhRAS9GL/98Ld5pX6Igjngj9afxVBC4lN9fF+l3k+QLLm8OjhMRh2ynNjjpfoScc3j5nCctm/xySev8MrKIZKGy2SiwzuVSXxfJWqZEAvxdxJEYx70NSLfGA0mOeBH4uBBesAH5fvJy8dNjvbL+dyrNewb93hlI4+7mURWYkTzQ7xshBxoo4d5KkRvaghPENQtGms5NteLnL8zy1fvPMB8qsGDEztsDnKsNfP47RhmWxCawOKA3zjyGooe0nVMFCGZ1Fv8TPoK/TDG5d0JjKxLrZLBXk+zvjJGZaWI4+pYuyMlbKVcKLloGzHMuoo7ERAUfdbqeRCSwFVJjA1GHb5UMNoCz9GQUvArj5wjeVPn5NQOg9kAvavwl2+d5rGJDU6M7+IMDXL6AFMJGDc7FCybi/UpZmItJtNder7Jfzn+Os/kb7G5UeTtyjQlrcs1Z4p/33yEN3qHuHp5Fi8jeXJmlUJsgCIkS9kaAPGYB0CznUCzBU4J7EMe9nSA1lHQbIHUwLgUJ3Q05FqC4URE7pJAVE2+uHKavGkT3J1mduvKFM5qCvVSkuD1HOdas7xUWcKXKoqI0O4q/X5oYqk+r23Oo6gRG+0sb720jN0zETcSWFsqSkeDCFQjIlXuU5hvYZr+fZG/Aw64n3zY5Xz3gneVzk9iyGS/X9sPwr6xtNEjxuYaxLSA7UYGY09hMBtBMkCrGqO/SQeMjXXwQ4VmLU3yqolUTL6+dQrFFQTZEKOmoiQkig9uTrI4NhpT+YnDd/AijX9y8TP87gOvoIuQb1UP4w11ZDhq+GHtKbgnHY5OVri2OY4GWGM2ScslkxiyN9AQroJR0QjmHbidIH6sSzndY+AZdByBVCReRiJUydDT+dv1YwynIs5dWSQ71aXrZEne0XilsMivHznH+XCGS70pDsXrXOhMc317HMP0+ferDxEzfGzf4B17lNCVKNj4oco/ev6/5rnHLvDS2mHcnonRVggXh9xoj/Gbc9/hL6oP0XAT/HnnFMeKFS7sTiE7Bvayi1AjVAXCUCBVCNIR2o46srptlSgmiVUUegsSWXaxDJ/Vbp69jTxaykdEgjARQVvBfWDIMNB5auwOX948xbF8haOpChU3hS5CBpFJKu6gCIkfKvTyIYoqccdGLnBhBdDTicddzk5sYCoBl/39I5IHHHDAf8pPmrKG/zQJ7Psp7p+0c9o3lrawVUw1pDmIE0UKblYiEgGJyyYAekdAf/RAf3byNmbSxZ6M8JOSKD5SAnpTJUhIFE/gpwAJfqQSSoXPFy5iqT6PzGxywy7zh1c/SaWTQtEkZtIllnMYliMCV+Xh3AaKKtEcGNbj1LayVKoZ1K6G1lcILYlx20LvCgYti9XtIq1enCApCbIhkSExjIDjY3sjd7OA0msqrq+RXOzQX/YIVpK4kcbUWJsz6Q0yms3nS+8QOirlTI9e36LRSeAEGjUvxbnmLINqgkE9jtQjvnbjOG7TwtjVCU0IhxrNfhxVRPzvc18iiBTOltYomn3coY46UMjkBpya2yLyR5sUoy1Qhgr2bIA0I4QnkKokSEqSGxD5CoYa0hlYCE8hHndRbYGRc3DGQ8KOTiQFz28voykRa708FTdF24vTD02uNMdptJIcyVVp38kjQoFx2yJ7SSO2oyEDhdR0F9fViKRgw86Rjjn3SwQPOOC+c78VyE+iFf3Txr5R2lKVLKQbfGbmxmgmtgDpqngZycSpPfzUKJO6WkvzdPomn1m4yewDu3z+uddBCiJT4hcCEKB6oA3An/FY3S4SU3yyik1C9XBCjefPP4CqRkxkuyhqyJFyjXKmh9lQSOdsjsV2sOIu/ZkIYQUYWRcz7hOZEVK7O7I7AhGCGgtR90xM00fxQUn4iEAwk2vzeHaV/375P/DLT79BdxHEuTQT6S7Gjk4w5vFOZ4pDmTqRVOgEcba8PM+euEGlkyJmeQSOTn9o8uKdJVbenEH4AqOmodgq1iVrVEc+6RMmQmJpF8v0eKu3wB/VnyGm+rzdnOFCYxplJ4YU8Onpm/xa+S2MuAdWiJeV6L1RzoAwQqQpMVoKZkPQnxuFBeq9BNHVFCjgXM5y5Mk1lGtJ9JZCcbZNITbgF6av8DMTN8iZNhcqUwSRwhu7c9TbSaiavP6NEwCItIfijpL1nBkf1QqYynSYzHeJEDyQ3iG4O+TkgAN+2vigyvLDdvn+Xev5SXM1/yiVEPvVpb5vlHZyVWOtl+fN+hzFXI/QitDaGv6MR2cY48wzN1Dn+wD8z1e+gKV6/M7st7jcnuTBYxuj0ispkIZEHOsTxEG0dVKZIS0/zppf4kp7nMs7E5x94A5x02O9mmeh1OTKxgTbFybw05J8wkYREfYghuILRMPANH1UNUImQxR3VDPtjAc4JUkp3yVMRvRacTg8wLhlEcUihoHO31aO89eNk5xN3WHs7B5BXLJaK7D09Bp4CmtfW+DtvWku9afohyZf31vm1Y153M0k9k6SXKFHeCNF2NcJU9HIGl7qo4w5DPY7NSMAACAASURBVB8cotgKqfwAvauSijs8O3mblX6BYWhQtVOUrD7VThLFA3V2wJXOBN3IYizTx0x4BGMezuSo97mqR6h9BW/OJYhDGJN460n8Oyn8pIQQvEmf6iCJM+mjOoJma5Qg1wri7DhZdgdpfF/j+sY43ZUsYU9H5kejRZGQfTkGgOIJFCsgnxnwZGGFX5i8xM4gQzewgINd/gEHvB/uh1X8/fpo38vjfhS897p9v/fezx0H943Stk8O+URphe1qls7AQhqSIBmCkEjgaq0MjKzvoW3y9c2j/G3rAW5tltlsZ5FtY+Ry1SICX8U/OsowP1XeZt3Os+YUqfWS/Nryea5Ux7Fdg3xmQCE2GCVTTw9JH2vw3MRlZrUmTy7eQRsKomRIFCnY20nMpEuQkBw5voXRUlECqF8cIz7RB18h3IqDAmrBZWsvx8A3eP3SYf68doZHi+uEcclErkvdTiBcBWcswr6e5dWNeZ7fWGb7/ARuO8bEsSpSk6iKxMuFCE9B6ygII2Is0yebtjk6VUEbQkwPED7EdZ9dJ0PWGNILTKrtJJEUyBtJvCmf6UKbw6k6KhG/NfdtvnD4MmePrPL0qetoWQ8r7iJCkIGC4oMcc4nMu4knpkS5W4/ee7OE2lMJY5Kop3P+20fIaEMUEfGrM+fR9QBFk0TpAKOuIX0FbTBqU9s9BH5Gcvj0Jo8urGOoIV9eP4kuQnZ7Kd6ozn63acwBH5z9+IA54OPDe/to3ysl++4m4KOW3x+UWPejKuyPauOxb56Qsm3wxb98CpmNcFQdIQVKziVqmQwaBmZTwc9HqGWXsGXivxPnm/NplKFChwRmXcXLRpSm26Me3FdNCp/doWz2cHWNf3vlYWbGWlzvlUmYHgPXYDzZ4831ObQ7Iwsw/USLjDrk37TOcqtdwpnwyVzWcZ5SyM238EOVz33yHF+9fBJdglcMR1njMGrFmYiIbys4Q434bYPqdhnKPjuDDE03znPPnMONNHaHGcZO9Vn/0iKRDl6YpJeKMAeCICPY2cthFW1qlQzF2TadfgzRTpC6aFLZHid3ukYYjWq8a3sZlJRks5ojKgnqvQTDepz5QxXOvbGEODTkxGSFqXibb20v8ro2xz88/E0eTa7gyyVmzSb2jIET6tzQsig9DamAshMjudyiXU9CJDCMAH/Twl1wMNZNgoRE66lIBZKqw7gJu16GQS+G7BjoxSGhoYMvcHMSoyMYzvioyQApBWNmD0v1+dncZd6xZ5jNtrlVKd1HCdw/HLQS/eljv2643k/N9o/D/S7Heu/5/ahr+Sjv131jaUtVEpkwdqiBlvWQ6iiZS1ohMu/jHHZJLHYIezokAry0RG+ro+5oQBCXRLGIlOmiaBFKALtvTvDv3nyEv3z7IZDQcw1abpyfn7pKLj6k7VhMl1pEBug9wXMTl3ncWkEl4lPjtyhNt7EnJf52glYziQAuNKbRdgyChERYAfZuEv9KGqOhIjyBPRVh7Om4xYhg0htlZEtBUndZsqoU9AHPlS5RMvs4YxI/LTFagviOOvo09IhcoYdTSXD68DpeoPL43BoLT24QGiPXcsLw2GjmSGwLjD2dKB0QDTR2Gxn8lRRqymftThmpS+Jxl7w5wFJ9jpcqRBL+5dbjfK15kmfT1+mEFnPxJoqQBCVvNHFLh8iU6FqIGKioXRV3I0lQ9NE3TXKPVvm5T55n6vQuysyAv9k7wWv1BdxIw0p4SCMi3I2j+KAOVCJTMpzzSZX7HJ/eRVdDdBGS1wc4UqfmpbhdLVLO9gj8g5j2j8J+fegf8MH5KCa6fdD1vMv3xobvhcx90BjzR8WPem4fxX34Y1naQog1oAeEQCClfEQIkQf+LTAPrAG/JqVs/bBjPXvmGh0vhh0YjE31mTjcYdzs8krtELV+gt5Oip6dQoQCGakYy12CQEHeSmJeMwljUDzZYG23QDLl4ORjxKqCSNOwjrbpNRIY2ig7/aIxxVKmxguXjjE/X0V1BFKBm4NxdBHypQtn0Oo6SFAWBrAdh75Od6jRT8QwlvoEe3HKYx32BgXCuCSKSaQWYc0M8K5mEIHAumEyXHbYuVzmoWe2+KvKAzxRWGXJ3EPJSL45u4TYi+FOeeg1ndhym4zhU61mRr3UgaGjc6k6yYNjO2R/8Tpv3J5no5onrJt4ixFmU0Gv6oQxSWxsQPF0i41KHswQtW3g+xqb/RzTxTZeqPL7Sy9wxy2T0wY0giQKEjfS6boxtKqB3hcMp30UW6W2mUOJBGEqRLgKsQ0DLxfxy9Pv8HzlGA8XNphNJfEiDS9UWRsUcBwdpa8SxSKsPQ3Vgf6CBFViaiHNYZyuY+KHKhlzyK6T4UazhKJIdhuZ9xXSvpdy9364H/GtA2t7f/FRyxzsv43YfljPu5b5fhxW8lFdn3thaX9KSvmQlPKRuz//Y+AbUsol4Bt3f/6hVIYpnsrfYa2ep+eZfCpzndcb86xdnsS5miVW0bB2NTI3VFK3NQa1OMX0AG/CR949i2ojzYnZXVxPQy4N6J1xCDIhvZ0U5Yk2U8kOU5kOy6kKW4Ms6VKfvmsij/dwxiJeuHmE//Pis+gVfVQO5UO0muDs2RsU55tkrmho6zGi60kA2q+VEYEgTIcsH9/k9LE1fvvId5CHBgTZu5nsuyZSwM4wQ1J3iasub9mLXLUniTwVEYJe0dEO9/B9jcpmDtHSoa9z/s4sfjtGezfNyxeXeTy7wmOH1yjmeqi2gggE6hD8XIDUJZPpLhuXJkbu6V0DoyMQF1O0bYs/feMst5tFrg8nsUODNadIPUjx8+mLnE6uczRbGWXsq6AMVTRboDdHylftaMQmBgSWJMr4+FJlNtnizfocz2RvktGHGGrIbi9N2DWIYhF6W8WeCnELo4x0LRYQhAqaEhE3fLY7GTZ7WW63i3S6CYYti7BpfpDRnPdE7n4Q38/S+aiV6PuxZg5KdD5SPlSZe5f99pnuh/W8V0l/mGu63+f6w/gw3OO/BPzzu9//c+CX388/bXcyPF89xlS+w1YtB4AT6Gg9QZCMUB1G7lZXEppgVjTq3QR63EOzQXUhclVqdgJNi4g2E8iBhggFet6ha8eIax6b7SwVN81mK4siJOmYw2KpgQgF6maMYq4HCrjFCMUXaENBw0kwnuxR+KUtQhP8WRdSAe6CS26hhZ5y2epkALhtl/lvHvg2R5d2GI6HhMkIo6tw7tY8BXPAbXuMjGrzhez5UfLauIfUIB13+OTcbRAgxlyIwNgyMHIO6fEeiqPwWnuR9W6OSiVLZEqUENy8xMi6WFsqa6/NIDWJknOxjrdRz7bwU5LBlRzJ2zrBWzn+cu0Bml6Cx5N32PUypITPhlcgqbpEkw5BTGLtKUw+tsMDT90mP9UmzPsEgYLREcRvmvy/rz2NG2oczVbRRcBvFl+haAxwfA2jriIigZBg1lXiuxAZknTKJmb4bFZyCCEZVBPsrReor+RR1BB8gTSjHyd5/EeSuw/K/bB+3+uSPBjksW/4SGTugP/IfvQ+fdRx+R9XaUvgeSHEOSHEP7j7WllKuXv3+z2g/H4O1NtKj/7Z6jFdanHDmaAxiKOEAr2roNkQxsAeF6juaNZ1sJkgFvOxJyVWVaI2dSqVLPZWcjSQIxAIXzBTbLM8VsEJdZYKNdb6eX750Dv84vwlPle+RjHWxzzcxegIlrI1tMOjkrMgLkk+Wme3lwKgEBugzg5ACv67R7/Okdk9/v7CWyxPVIkbPhnD4eXtRf7wlZ9h9TuzSENi7ag4kz6ZCwY1J4mpBFwfTrDpF1AHCmbCI9Ilhhqy3s+Tn+ig37KQuhwle11I0q0miYyIojGgUsmiGiHqUDD2UIUgHXF0vPrdcaIIeHrxDmGkoKsh1tE2D33yJsOHhsTqkuHtDC++eYJ/tvUJcprNH9WfYdUu8NnMFQq5PmEqwp4JGfo6k1aXR8qbHJnfQwjwshLVA6Oi8eqVw2R1m+vDSV62j7DSLxDTA4KEHJWOjfsoAXhpQWBJmrU0jqczNdZmby+LMlTQmyrSHMW/35VExXxfA0PumdwdcMD75EDm7iMfl43qvchT+HGzx5+SUm4LIcaA/yCEuP69v5RSSiHE973KdwX/HwDEiKP1FW5cnyJWGuJvJNh6qk4y5lJbGiJrJrYG8R3BYFIi1bt1v9cFynJA34pwsypyfIgc6CjhaAjG8KhDOmtzIruLG2lMmh3ebM3xRHGVP730CI8urmOpPn3fxDJ8GlMhr9w8zO+ceRl7yeBWf4ydQYbGepmrdzLED3XwhzpSwh/feIrfOvIqiojwQpUT+T0UIRlezaLEJLHayNdsnG0Snc/jJ6DpJLjVKJGxHC40pgHwHA0kPDV2BzsyuLF+ivGzFY7nKqz186xuF5kZb1HtJDlXn0atGiOPgyOoXCiTXG5zZXMCwxaoDoQxwTcvLZMu9WluZjl76jZ7gzSPza/xamcJra+SuaFyx5lhYzBL5rEqAP9b9zkOZ+vUyRPbVWn0S7x6XOHpyRV+c/rbXCtO8nx6mXorRfz1OEFSZd3Os9MfeRjatkUUCdShQEQghiraEJyCxGwqDBOCdjNBv5aDdAgSwhkHAgVR9qFtoAxVovB97SPvidzNzs6+n/f6fsf4iX94HPCBua8y9wOO+73vf8+Oe8CHw72Kw/9YlraUcvvu1yrwZeAxoCKEmLi7yAmg+gP+9/+WUj4ipXxEx0T4oLdVfF/FrCtcbo7zcHGLUr6L4o0SxVRHojkjhR3pku4CNDsJNFsZzWpumChJH7OhEBmg1A3alRRbdpak6nKtP85iss6bjTlmyi22ell+qXCegmmzkG0AoG+a/F/feZZZo0HXjxHTfPSWQpgMiekBuuWDp+CspnitvcC/2zwDQMVJ8dbeDH4pQEjoHgvgyICJdBe3EGLPBayvlkjGXBYzdZKGi7XYRdVDEosdtpwsF5tTiJ5GtZ7mRnsMUw3I5fscytSZyndodhMEBR8k6F0Ixz2Olyr8/NGr3508FloRwlPwLuQQUvD6pcNs7BR47cKR0RQyCf0nbaQmSa5LKmt5xhL97440febhqyMXfQjFuM1DiQ3aYZw/u3mGvY08/9WJNzjxa9c4dnqdjW6OgWvQ6CVwHJ1hz0QqoA0E1raKlwEEDBc8FFsFTyG21OHokW2iTIAMFdSmjtiyiG9qqK6A8IfvQu+V3JVKByVmB7w/9pvM7Uc38QF/N/fKU/AjK20hREIIkXr3e+BzwGXgK8Bv3P2z3wD+4v0czyuFJE60iLzR8IrlXJU5q85cuoUUEMYjmk94IwvNknjFkHDWIR53kQLMliQyIgwzYDjnI8KR8oht66y2Cny7ssi59VkUITmZ26Zojbqr/ZvqY+wO09SGSbS+gp+LMCsauggoxfqs1gqII31SN3UShscn5+9wdGkHbWbA268eofHaOLf3Stx4fZ52NQWhIMz7xHY1npxbZSbRwijbKAmfY0e2OZ6rcChe59PFG/SrCfx2jF41yXSszan8NrPLFZamqqN4u+Ewle7y+fxFylaPExO7iIGKn47oz0X8xulXabsWaW04+kxCUDM+5cU64XIfkj6KraDuGVhbKlIFqUmiUHD0oQ26PzdAcRVuvbjI0NP5ucIlNBHxwM/eQKpw+9I0zSDJF3cexmlYIOBfXXmMW60SeXNA144xke7y4MQO08U2QkCYivCyEj8j8dIRRICvECVC1K6GEJKtdhY94WGumoSJiCeevoJ6tkU45WDE/u4pX/da7n4UDqyany72g8y9l++VwZ9medwPpXEfdbvXH8c9Xga+fHdRGvAnUsq/EUK8CfyZEOK3gXXg197PwUozLfKWzaF8nYaT4Exqgw03z0q7QBSLEBmPeMJjMK0QyzqMpQZ0HZNeLYnpQucIJMYHhKFComBju0msHRX7sIdTTTE/XyWqxPhK/WGUgkcuM6Cc7HFxZwohJK6jE014iLvJa//LC7/C3OEqYaAS9nSCcclvTV7khfoyM4k2G80cqgNSkViWh63HwBcYLRWkipeJ+NarJ/iHn32e8aNd/tWlxyhbPXypsONmuNY6ipoMCHs6wlNYsYtk9CG/O/cSN5wJVBExbTS5NJjmn+18AoDr2+OotkKQDcnMdfjS6ik+M3ODXTdD6kSD3iAGocreZh4igZLwUXxBUPYoP9Ri9/oYUTxEEYzGd5Zr+EWVra/PMrye5eWJo8xZDcKYwpupQ+htla/Xlvn9ua/z+6t/H62pEQ1U2lsW10+M6rizxpCIkWAaG6P6dRiNJ/WTYDzQ4cFilXNXFonVBb1iHDwF4SsY7uhzDyKVR8c3eXH7BN4Pn6d9T+XuB/H9Sq5+mh+OP+V8JDL3Qbnf8rgfwkTv7WR2v9fzXj6M9fzISltKuQKc+j6vN4Cf+aDHq1Uy/Ppj55g2Gqx7RUpalxv2OIezdX7vsy/x/208yaF0HW06JIhUpq0Wf/q1TyLiEYEFctzBcXTymQHdQYylY9us5Iuo2xZhwWfo60TxEKOuoVYt6tM6vWoBtxiCFSIUiVYzYHqIoxmgSqovTxJOBKQnexw6XmfTyeMGGiu9AjO5NreyCUgFWEo0ylJvqyS2wE8KwgWHufLI5X7S2uTZwzmyus3mMMeTmTvc7IwhqyZmTxAZ0HLiHE7U+Ovmg3wmd5WXO0fRRciSVeGvV06gqhFRw0CdHaJEgmx8yJFMlSmzTduP079QIExKokwAwWgtoq7y1Gcu8e2NBUIpUByBKAUcGq/xTPEml3pT6CJi57E06oUsL95Z4vdO7rLtZvncI5d44YWHuPn2LH+VOMUvPPQOG3aOK2/PE1oRYSTo1pK0MxaVfpJSYoA366FvG6iOwE9J/EzEiUKNhpNASfgECRVha6g9BalL3JM2i8keCc3jWquMUbLh+4cFPzS5+yHvdS8Pd8BPKB+lzL1f9qOCut/8tFyPfdMRTavp1P0k3+ktcbU/yb/YeYLbvSITsQ5frZ3kl6cusJzc5Upzgrf2Zli1C/i5AMVVEBJky0BRIoaeThiodD2TY1N7nHniJkKNqLeTzC3UCOcdvFxEYk0blXR1VYy4j6pHPPyJGxSyfcqzTdR4gHt0iN5W6TYTvPPmIZp+gv9i6g1+b/abzKcaxCYGzE3VeWR8EyEhSEW0HxiVLSlqyMAzWBmWqAUpam6S4/EdniteYsvLo4iRgvXTcjQ1DHi1vkDFTvNWf4FAKuS0AdeHE6hqxKARBxWiamxU2tZL8nBqnUWzSseP4WcjRASp/IDSXAs/GxIuDnnh7eO4nRidb5eJYpKwpzOZ6HDbHuPJzB2mrRa5+BAvGyE2LP5s4wzzsQYPp9aRKhhthZfWDvNIapWlZJWlU5vIWMTRfI2jh3boujEUAX3PRNEjIh2M9qjeWyYCbjVKhJFCIuUQaaDYCmEywlrsEnQN3EDDVAImkx0SlgsHoboDDviB7KdBFvthDT+N7BulHWRCzjVHmZUvrxxio5VjpVqgG1j0fZNtN0deHTCdajOwTV5bn0e923kLCTIV4DdjhOeyBAOds2PrTFgdxsw+c5MNTk5vs9dOkUoOkWUXqyIRAWiOIPBUCtk+LSfOifweDxZ2mSs3SCQd/HyIVtcx6wrfunWYv2k8wJTWoqAPKGd6VDopWp5FaEUYLQW1p9A/HABwqrhNWhvy5d3TaCJk1S0xr9eJKT7HMhXEUMVoKQT5gJvr44SRQjneZT7W4Hhyhy/tnuZ4fAddDdEaGoqtoPUFRtJjuVShH8bohjHO5lbRegqRKbFtk7FEH2vMJpOyIRYBYLYgiofECkPO7U0TSYUtL09R6zP0dWJVBc0RnCpu83LrMFl1wNzp7dG40XdSrLolzqbuENc8lJ7KUrJKcxinbVuoSsReIzNy9QfQW4yIVQUEo2YqhzJ14oYPCkRmxJHjWwxtEyXhs1IpMghHvc+7vfiB0j7ggAMO+DvYNwNDAHZ7KVqORTzuko65jBV73O4W2W2l2e5kqIynOJyocStVxH6ziIxLzJ6CCCCajMDRiQwJWsTfrhzj9OQWleGoxvpQsk5sKmDKavPlF89ijwuMLngZ0NZidO5YNOKSW+Uxcvk+XqDxzPQdmAJNCfnKaw9j3rZ4a+8o/9PpJF+YeAdFSNyhTtVOoZWGyE6CyJSIWMjiWINxs8ufr56kt5kmvq1ifCGk5p3FVAJMxacw16LdKyAcBaNs4wQaJaPPFzdP8z8e/hqb6Tz/z52naFdTiGSEait4kz7aWoJzrUUKZwZkUjYtP0EYl0gjQlEiVuoFhvU4QyNGOj/AO5+jPzdqJeraOkvzNV5aPcTiWIO45nFmbJNvJgv40y7na9M8NrbBVxun8EOVwVEXpaPz5dWT+HMqF1Zm0adsVu0Cs+kW564s4qR1zCsWbk4SqwvsCegdCXji+G0CqbDWy5MxHSrpkNJci18oX+ZP3EeYSHRZbRV4MLlNz4pxu1ZEUaP7LIUHHHDA/ebHcf9/3EMH+0ZpK7ZCFCnUtrLEtnW2F1zyizaGEjKW6bN1e4w3/DmYgeZ2lvEnKuxt5gldBdI+RILi0Qa1SgbrjokITV7fPEpyscNnZm6wOihws1Hi1cYhjKEgSEgiXeCOhYhAQMEhGmow0OhtF5Aq/HX3BP/twy+hi5CxhQbaoYihr1H9m2n+4GiZP3j2X/N85kHeqs1wZLzGmhES3UoTuAp50yanDchYDl09xbAccWF7Csv0mUh3qfST/Oz0db545RMonkBcTlE7onEjXubR0gb/+OKvUEwNqO9mSF3TGUxHBOmQRHaIW9UxaiprvQI/k71KXPUgAuErBHWLQIBI+tDR6XcyyGI4eo+hSnzLIJhV+O0Tr1L1UlxoTeOE+ijLu6fjZDQ0JWQh3iCtuYwnurz96hGCt3I0JhPE0w7JmMul6iRjyT5qyse8HMde8DF3NZyixOgKPEVhKVnlzeYchdiAB9M7PF5cpaj1caTGTKpNJAUxw+faYIJjiV2emF6jabj3WxQPOGDfcb/GV94v9vN53u9Nwb5R2rGaQtjOEFMYZSC7Kj3PxFQDjuX2qJcTTGS7XG+WEb6g3Y8jXAXFUdDHfQw9YOjppPID3B2dSBuVfBWTA270yuz2UriujtId1QOH5ihRSs27HBqv0fdMKs00yYSDMhPRvVZArZj84bc/jZ5x+cT8Khl9yOvVOTqnh8RuWfzTnU+iiZAwUkbWbcNCE6B1NB7JrPNK8zCTyQ4swOZqCbdpEXaTXLcyaD2FP609Rv54A/fbRfykJOrrNIZx/l55k+Qhlz998yxqIiDSdaJ4hJr2GOwlyGwLusshnx+/xJZX4MvrJ1E9gfQEkSGRpkTdNdEHAj8hCawIYStYdYXBfIAbalzpT5DWXJ4q3eGrGyeITFAHCjE9YM9J85ULD2OUbLxqHH12AJeSPH/5BKn8gEolg2qGtPdSaC0NeaaLup5EquAXA/xIcOzoFqt2AYCHMlvEFY+MamNHJl9cP0O9lkYxQhJxF1MJCBEsJ3d5QfHusyQecMABP4l8FGVf+6E+ft8o7SAuCeYdYlctiIHWVVm/OQ5Jn6mjHR4Y32Wtkx897AsuTs0CXSIGEPgqj06vc7EyxUy2zZXJBADzM7XR10STm3slwt04UTwkmLABGM/2SZsON3fHiBomUpccm1vnc4UrXJqc5kJrmo1zU9DSeMk5wsJ0jV+dOc8XOU2lZHDt1QWCfICa9NH1kPnFKhuXJ5Cq5JXmIRYSDZp+gu1qFrWnot7VR6EFRkfgZxVKiQG3CwWsqiBzW0VfiPiT7cdoD2MgIOzp2LMhZx+8zen0JlUvxZfDRyEaza/OaEPmMi1udIrfbWVaXqyzt5VHoBFkQ+LrGvZcgN7TUHsqhdiAip0mn91ja5hjItXD3yviPNYnjAReqCJVibyVHM0Njxuw6GFs6wz0GGpTR532kbZKMOYTDUdd6PxsxOJiBTfQ+FTpBinFoZOM0wtjfH1vmWfKt5jQ2yQMj1ooeHrxDjUnybjZoax1+Nfbj9PwLnz0wnfAAfuc/Wx5HvDRsm8S0fxMRPwdi+GyQ/pEg2jC4bnHLrA0XeVIosK5tVnal4ro2wb6zTjW7n/cbwSuymY/x5nxLZK6O8rebmsUYgMAXq/METSsUcctXZKwPBZKTUwt4OZOGcHIytSzDjeaJZ5vnODp9E2+MPEOS4+t42dDpK2y9eoUf3zlKQqWzZmTdwjGfISnEH8rjreZYK+d5uxjN5CJkOPpPZ5JX+fNnVlE1URICGOSYM4hPtVnOBGBKlmr5zFboxIpJy9ovDTB6naR5naWxB0dEQv59Sdf5XR6kyv9CZ5M3eahUysYZZu46vFSfYmYOur5HWQDVEcQRgqPHltBBGDUVYL/n703C7LkPM/0nj/3PPtWdWrvruqu6h1LYyVBElwgDkWGxKEW25qwJI8Vo5mQw+GwfePwhX0xF54LRyjsmYiZsTwTkhwheUY7F4mUKBIkKCwEGkDve+3r2ffc8/dFNjkgDGFtNApgvREdVZVdfU525nfy/b/v/773zUhEJHCrEWOna4SxgqmFvFA7xM3uGD0vWSCIW2k6nTQNJ4OSDpBHhsQ6CEUiHJUwLVG2LKJcRFCzYcxDqDEyFjDjJBUQx6JgORwzd1CE5MXOIebNOp+p3kAXEf3YojlMYeddur6VuH25RQKp8VT1KmntINM+wAFeiw9aPOTDgruxsPn73P1ee+yDXkDtG9KeP7mD8akG42M9zo5vMVbu82BmjbTu8W/+7jNoKxaxLglTEncyQIRg1lTiGRehSAaeyZfLrzBtdRib6FI+1mQQmAA0V4vJqJEhsbIei+U6bddmFOg8eeQm5cIAOecwXhjQXivy3PlFvtZ8gJPmFhVrwOx8HdVRsBqCcCfFjd0xbjTH+IX7X+bk6XXkJztoQ4Hycpbnbizwpfsu4sUaBXVEKT0iKgUQmYF/sAAAIABJREFUkzSp7ZmU0iO0yRFjMx28roVXlElpOQtGD9IXLVJrGrEGS3O71P0so9ggp3l0ohSb/QKKIvnm9kmeGrtGxRwQHnaBZGHQG1rEUhDM+AT5GH/KR+ox0ozZ3S7+p2uea2FrAYdzTdyyxB8LUfUIRUjKpQEL401iU2KsG0g1IX6A1LJOZaFFPNChpyNaBvGuBRWPs+NbTKc6tKIMW36Ra/Uqf7TzECnV4+HUClcGU/RrGUw95JUr83iBxqzV5nudJdpBmmFo3PvgO8AB9in2C1F8GHC3r9UbLZT2w33YN6RtqiFfOXSBgWsSS8E/mf8Bf9M6ySu3DiGsiDArMRuJh7QI78xmC6BmMlXtkDE9mmGGq70JvEAjbfi4oc6J/B6pqQEigjgV42+kCWOF8fSAvVoeTYmYy7WJegb1c1UQoA1UvnvuFH/YeJwb7XHcMMnqnWriDa2fz9BvpfnzZx5ltVXiHy8+j3G6S+qJBsa2wTefPsufXDjL/77xBR4ob6KaETMPbaN3FaSArVqBsfyAuVwbosToI8jFBBlJ56yP86CDd2aE/nCbjmuzMSzwJ7cfYNfNsu6XSekBGdtjLtsGYNGusThVwyq6GLNDvK7Fpe8uIrQYvaOAo2LUNaozbYSrUhtlmbS7rPRKHMvvoQpJmEnkW6NARVVizpR3WK6ViXMhoQ2Z2xqqB9odQ5D6RhElE6ANkxDSZ4aUiwNs1eeJ3E2+1zmGgmTYtTiV32HXy3PemWNnlGPpyA6OpyPskAcmt1hzyqhC8ocvPUbw1opoBzjATwUOCPud425fq/1Y4dg3e9qTdo8r/UmWKjVsNeC3r36OYS2Nmg1Qly38qQDf0xExpFdVhociKvMtOn2bE8U9pqwO32qeomINaIzSSCnYbBSYy7YIQwURk3RYS7jZHONQsU2+MCKWCjebY4hQkH+gQetKhXjSRV+zeG79MPdNbXNudY64GJI+b+BMJn7e9opBZErc2zn+ZfNzWAWX9shMxtBaCp6uc/nlw1zSDvGLT/yQhp+BR6HnmrSbWcJYoe2lMBoqfjVk6cgObdemvlEkVmMyeZfBwKI3yDKa6BOGCg0nw8cmb1GcHvIHq4+wkG6gi4hWmOb6tWlKsx2CSMUfJDrjdsonwAJVEsx4PDq+xna2w9YgT93NUL80zje0MaZP7mFNDfHiDNq6xZpaQhMxQcdC7atEuZChpaA6CqoHw2NJCTse6MSlECSYRoilhWRUj5zqYighMYJPHr/Jnz/zKGLc5ezcBjnDxY10npq/QdkYMGc0+bO9B9noFCAQHPShHeAACQ7I+p3h/bheP3rND7pj/LXYN6T9an2KVi0HnsKroYBciFV2iG9kSN3XpmQENOrjFG5A/7Dk5Ol1Oq7Nr5w4R0Ub8N3mEp8o3ebp5hKqEjOXbQFwtTnBk4dv8ZxxGPXlIt5YxKCeZpgZMl9s8khuhZzm8Hf6AkPPIE7F0DPI3N9k5JqsdMrQMFEjGM7FpLYU+scCZDZAN0IMNWbQSOP2TLSmTlQOcFUVvergDw2sdYOvf/VjuHM+xo5OkItRhwq1QZnMikpwOOKRk8uc35rGHxioOZ+oZxCmVWTLQBspWLMh/WaataHBD8aXsJSAM+UdbgzGUbMxuog4dnyLW7tjnJ3b4KWtHFEM/m4a7YiDKgWKGrE6LFO1+mzKAld2JxARRKWQrXqBeKRhtRTClERGgp5vgiJRPVCaGlIh6UxXBUbaJ44UopGJUvKRexaOq2MbAaPY4E8bZ6k5WfxY40iqwQ8KAf/t/U/TDtP8weVH+BcP/ym3vCqTeptvt08yZg2o6Rm0gUps748PxgEOcICfXryeoPcLYcM+Ko+3tgrYKwYiEiiBQEYCt2cy9tAeuhZRtkeEhYjeEQhykmvbVcI4Of2s6vD5yhW2vAK/VH2JxUKd1V6Z7VaOnOWyMSwiACUAozpC62gMPJPj2T0uDaeZtVpJlmh5mOMjZo7WKNguU8UuzUYWESTOXXHFZ/SQw2Onb1PMDxnPDZgvtfj0mWtUJzto8wP0tI/qKsjbaYSjYj3Ywi/EqE2dIJuUq6NUjLWn3rHYVNjoF/hHx19ibKJLNNQ5cWyTSjZpogvHAv7pwjNky0Oq1S4Vvc+StcNj+WU+W7rGD+pH2PXyPFxaR+5avHjpCFKV5JdaiHSIlALL9nn80CrLzTIFfcRCvsnpyR0QoBgRY6U+wojxKhFKAHGgsrtWRhklzWdhPgYB+kDgVSL8kc50pUNmpkc+OyJ1uEc27TJwTXbdHE8WbvCl6iXSqs+frNxPvjjk+c4Cr3RmiQKF7aDIk+lr7ARFrrWqKEikFEzev/uW2uMHOMABDvB+4MMyC79vMm0ArxyT2lIxn2hQsF12Ojl2WzlOTu/SclIgJOlNEF9s8fNzlwikyvdrRwkqKnnNYcstsOPmWczUuNEeJ+hYLHcmANALLjIvYTlDWAxprhT5jrLEE9Vl/o9nf4ZfOHuOc805/K00m3sp5o/vMAp05EhFdSEWINoGUyf2+HTxOmF8gqabpmr1+WT+OldbVR6c2qRkjPg7e57OTo7UmkZHzXHi/nUUIVlrF8kvuZhaSK2fITxXAAn/aO4ldvw8AE/dd4Uvlc7zz699EXJJ6fl3Vj5BOT2imuoTSJW/at3HPx1/ml5s8YWJyzyWus2/2fnMjyVARSB4uLpBPK7w9O1FKpkhLS/NWHZALAUVc8D1bpWFhzdouzYnSnvU6jm0gUKsJzrwsSERoUBOuIimiTo/4Oh4g71BlrH0gK1uniDQUIUkb7s8PLbOtW6VvVGWb0RnyOgeY8aAtOkzn2vhRhoZzaNS6fNqf5Zn2kdRhCSKBdc74/yzI9+nH1tcMz/84ioHe5EHeDPcq1Lrfirp7le89rP6YblW+4a006sa/gMDHJFiOjXidGEbLzyMIiQPFjb4rruE4qj0FmDKCGiHKVKKj60F/Pnt+/j1Yy/Q8y0aozR7Tpa99RJGM8lm7T2BV8zAmT7BejrRLDclnYHN1/unOXy4xvV+NdEmX1bongoYswdgQ7OUJohtZCTQJ0cs5utcGU1RG2U5VqhxvTOOqYT0RhbbWp5zm7Mcm6ihaxH1uIhZU7nmz2JOjvgHC1epuVludSoMexbimIPYtXgyfZ1nxRF+68j3WDBqBFLlUL7NYGQR1G2iWOHh8jperLHr5dlzsvxV/z4+k7lKO0jz170zbA4KxPmQwssGsQ48Bje7Y+hGSHtkE8YKad3Hi3W8WKPnm9SujjF7epeKMUAONcy2YDQZExfCRG+9JfCmJXLMI5d2sdSAaqbPVjfPYCWPVVdwH+zzq0d+yIJZY3lQ4fPjV7k4mGbObjGpd3hkYYVebFNQh3yrdYbmjTLfyRTIVIYoQjLoWwRZlyujKc4154BXPuhQfE94/agIHJD3AX4SB/FwgPeCfUPaQVoSxwrjx+pUUz3ONefQ1Qgn0AlilcfGVvnj7cQnemOtws9NX8CLk05jKQV/sv4An5y4zddrp2ncLqEPFKQKxOCVAAH+RhqzreDnJfaWgiNTkA2p9zOQTTLJy8dtFEel7aa4vVchbptoA4WJxRp91+R7y0dR1m0kUFvIsFRNBFy+tHAZgD+9/BhX1ueJshGHF/doTKZRXi4QOBm+7p8BIYk8FQIFJR0idcn/236UJXuX48YOQ5mMPH2qfJONXpFGz+RXDr+EImKOmzucd+Z4wTvM//PK41w+Msl8usk3bp8iuppF0yHIgD6A7y4v8pmFm6ytjRHvaAxyEnNmwPozc7hzfrKYaStsNQo8UlkjPTFk5GcREWgNnTAfgtSwUx5BoJE1PbK6x5TdJZaCTiaLHwgWSm3+unaCzc7HKKQc/uULn+XY/A5HUsniZtZqcW0wyfXOOFs7RYQqUTsaQy+LUvQ5NbdDLAWXu5P0PQMn+vB2j/99naYHGc8B7gXeKP4OYu+t8WG7PvuGtP1qiAaU7RF+rJEzXR4trtINbZ5rzGMoEXgqRl0lWnDZ8op8a/kEqhpj6CHHS3t8Z3MJv21hNVW8SoTZVCEGqUm8SoTRVHGmQrSBioiTMrJiRCyUm+z0c/RcE1SJvatwO5hFTDsoriCeddnrZBFCJiTugwgF2g+zXFywuRQeQhsosDCEiodqRMSuxsPldV5ijq1TGsb5DJFnJSXnQozUJWrdQhsIvrZ6mo9Pp1kxx+iGNj9XeIXnOwt8ee4CFwrTXBxM40Ua//feE8wV22xtl8BVuN2qUDQcnKZNapR8YP2CRHUE5rkMT4tFhKMQ2mA2FBwjhW5JzE2dp372ZS7MTLF5fZznavO4joHRUnCnQtKrGkgNZh18X+NQuY2phRxP79INbaZTXdbLRYakuHV+Bn1miF9LMUzZECjcfmmO5sk0/ZGJaYT4gYa/kUb3BZElkZpEqzgEfZPL65PMVtscK+xxPL/HtvbhL48f4AD3EgcVnXeHeyV7erfvy74hbb2lQUPj8nCGX3v0Wc6157jQm2bK7nK2tEEvtLmdHSMIBadndrjVH8Ptm0xPtVgs1FnplQljBSUTgNBQfIHigepDkBGYDZXIgszkgEHHRqo6xcuC0VzIQqZBy0mxkG+wZbvsrs4QZZNFApkIhhpGKcBp26ijJINXTvYIpYCmjeIphLkYZSONtGJiR0FWAr65doIHJzb54uQl/m30KZQ1KyH+VAyKJCiA3lMJXy2wVSyw2i9TTfX47Y3P03FtXri2gGJElIpDwkhhtJPh+shANSOUlE9nJ8e3aydRRiqjhQAUib1iMJyLkQKUtTTKtIt+3cY/OUJXYgJbx1ox+ca5+ylNd7CmhuRMl/pqlTAtMeoqfk6ijQToEeXskBurE3z21DW+11hktVlC0yJcx8DMu3iRTbycQZ8f4vdM9JaKXRf0/DJ+NUTuakgVVAXCVPxj/3MhQOhJg9va6hjerMpj42sHzpwHOMC7wHslhteSy0F2/uZ4u4uk92tR8Jbd40KIfy+EqAkhLr3mWEkI8TdCiJt3vhbvHBdCiP9TCHFLCHFBCHH27Z5IrEuEBDUd8L29RTK6h6UGdAObCbNL00sRjTT0joKlBgSRCr7C9s0x8rrDQ+V1LD3xsdZ7YHSS8SUkqB6JmlcMh4ptzixsIQJB+7TEadvoImKxUGfMGDD0DfyCBP2ORWQkUFIhmhYhXIUoG+FPBLh7afJph1PHN4hKAWZ1RGwnJKT4YKR9BvU0NSeLLiK+sHQF80QXvxxBDGbBJTvdIzJBG8K1Fw9ze6/CDzcOcfnKLNu3xtDrOoXCEE2N6G7mEbmkrK3pIeEdERLhKii+QO2p5MpD0o83mDq9R5yNiNIxsm5y4qmbfHLhNtPlLvqeAQKMost9Yzt8fv4aAEE28SVHAb0vSG9LvL0UD4+t8989/m2W0nsA+GsZTC0im3GIYwFmRJiNiSIFu+ggFRhVJbEBairEaiViLMFYkFzObESsS/y2BX0N2TEw6hp9x+JqZwI31u5p3N0LHDwAPzy4F3G3HwU74CflUl//9QAJ3sn1eG1z2928jm9n5Ot3gS+87tj/BPytlHIR+Ns7PwP8LLB4589vAv/67Z6I0VbwJxPjjaFvEEtBw80wbXV4rrXAfLqJsaehBIKVTpmnqleBpMS9PKjQCtIcyifSmk5VYtcksQ5SBa8o8cYjwmLIcqPM5fVJ5JxDbMekb+n82dUHANhx8wxck7AYYma9JNNWQNMj+q00ouAjQoFqh5jjI4JIwVBC8BSmil1mFmsUD7UTIZi2RWmyy2qjREEdcSy1S3Axj1lxMFoqphEyne8SHB8hJJgtgXbLJvA0jLaKOlIIiiGdTprd9RLSiJGRgp328doWMlCozHQQoSBKxUR2jOvpaGrEA+VNZucaaF0FYriyO0FedzCUiGA8IMhIolBlzm7xQu0Qo8BA7ykoAfjliMiWdI+CNGI2RwUaQRZFJIsYqUKjlqPTzBDtpiBUkFqMqsYEt7PEpkQJgThZXPjZxBxFa+ikZgagSuJCUhWQRowIBbGaxICphcTyx8F9T+LuAAd4HX6XD2nc3Q1i+BHR/IhsPsgF52s1v/eD/vp7ef+7eR3fkrSllN8HWq87/GXg9+58/3vAP3zN8d+XCZ4HCkKIybdzIupDHZSOhreTSlygnAyWGnChO00oVep+hvCwi4ig2cjy7b0TaN2EVC9enuNMZov1XhERCaQmccsCzRX4+UQgRFoRSIHv6Uk2rMTYmxoIiNsGz67NUzJGFFIOaibA65tYOxpazidwNYgEsZ+wi9i0CVYzBJFK17cxyi5nSxvkTJfPTt/k1MIWAO3VIuJylr9snOF7rUVELEjbHsWzdfpdm6rd5wuLVxEhuNUY1REYN22CQozZFIntZdtAHaikVnRERye6kE8sSa2QZiNLbCbEByCEZOQZzFotfnnmZZQQ4nxIGGi82pzhkfIaWkMnvdhBv27T9DPMZjusbVZQQkFQitG6KkFGovcFCHAjHV1EjKJEx504GQnjToavWCFIgaIkVQ2zpRDkY6JsjKJIso/V8XOSWJc4I4MzSxt8+sQNjJqGMlTRhgJxeMjJ8V16nkV4h8HvVdy93zjIsj9cuBdxd7djQkr5oc6QX3+ufx9B383r9k6uz993Pm9kKnIv8G7FVapSyp073+8C1TvfTwMbr/m9zTvH/n8QQvymEOIlIcRLAR6uYyB1CQLWr1Wp9zOcyW9zaXWKjU6BMWNAIT8kyEnUPYO86RClY9SRQCv4/OHqwyhCQjokykZJhl2JiBccvIkQpa8xfbiBpofEvko27eKORwQZiTpUCOo2f7N8jK2NMhOlHnbexRuLiFom+obJqcVNDs/V0bsKYSXJFPu7WVZ3y/zs0Ss4kcFXqq/wRPYmk3aPMyfWIRui+HD+u0tc3J4i83CDkWsmHttSJFKhUqH/oIfqCrxKjLfgIQJBkJNIXWJ0Er31MC1RR4JYlYn4TMdAaDHpiSHjx+vkbmp4A5OnZq+z5SWmIP/sF/8K4ajEHYP17TJZ1UUbCpwrBaKU5K+un+SV9dlEPtSD7HQP1Uu8zYNMQsK36xWeri1ydTDBZ8auk17ooo0EmRUNoy2QsUiun58sgCIjOW9pxFSyQzp9m2DWJ85ETFa6TNpdJs0uxqkuyoTL2EN7LE3UOZRq8V/NPUvFHNyzuKvX62/2Xu8JH6a5zzfCG2U5HyYiuMt4T3F3L2Lubih4fRDx+tpFxpvF2Pux0Hmvr/lBqaa9Z0U0mZzpOz5bKeX/JaV8WEr5sE6SxRnVEdKIMRsqn569xfONeWYm2uhaRE5zGbkmsSEx24IL21Ocvf82933yJl86domM6eEFGicPb6PnPLwlB5mKMK0ANIneE+xdqBIvZ1CMiPlCC6XiYdcEsS7ROwrhdgqlr7J9awx3L43WU8hdT7TBU5rP56rXiSyJsaMjIoFVdpisdGn5KbadHLfdcf71+qcB+JnKVdJ558dXOdizKaeGxNcz+LGG9BS2RnkyqscDC+voXYHRVpAjlfFjdYJsjNlMOr81R2C2BKor0EYCvatgtBXUTQv/TvbvliRKR+NPzz3EMDTRRUhBHUEMqckBqWsmf7z2IPOfXk3+D0s9SoUhoZNUEdyTDn6gJQuckMSqM1CIY8Fsps3p7DbtIE3wchGvHOHnE2cySErmcs8kzEfIxUTJTegxG5tlWE2jWQHWto4fqawNStwajvFriy9wZmaLuWybkjnkcncSN9bRRHTP4m5sbOyd/vO3eu0PPVnDm2chP+Xk/a7i7v2MuR/hvdyT/X4/38/P03t57Q/KrvPdkvbej8pAd77W7hzfAmZf83szd469JT6xcJvTkztUprt41YgX9g7hRRqxFPzi3Kt8c/sEv3Xy+8RWjPlEg2zKY3eYY3eY4+cKr/DFyaRvZG+QJRgZPHh4g3TBYdQ3yV42kCqIEOJZF1WLOJRqMTvWprcUJSVyDVTnjoSqJhG+QAkhMiF/UefS7iR/sX4fkNhfKj5YRsDWTpFX96apjbLseTk+O36dbmBxYTBDEKjJCJYrkOmIfzLzDMGsx43dMZCC65tVvnbzNMeze7jj8Y/H0XbXykgzJjaSxi29D+6YpPzx3aTBy0/OVUQQbaeot3KEmaTj217X+dtrx/jq3v1YIkBmIkabGeKHewyfr/BYaZXckQ6HSy3a3TRClSiugmkHzFeaiEDBKydbCkTw0MwGg8DkP9w+y9fXTuFVI1CT6xLkJOqOid4T2DUFjJh8xgU98djW0z7aUBCFKrEuGU8P0JSYf1C+TF51+M2p71MxB/ixxpOVm1hKgJRv+gC563F3gJ/E232A7/cH/V3Gvo+71y8Y38nCa78vNPdDrL1RVv1BXbd3S9pfBX79zve/DvzFa47/2p2uyseB7mvKSm+K7WGeU7kdNDVC6yv0zpdpj2w0JeZcd469mxVe7s+hF1y6N0o4P6gQSUHJHvHbG59HFxGTuR5hpJAtDbneGMd1DPQNk+F0THjojt90Vyes22y5BTZqJfS2gjYSCRF6SVOXCAXm7ACrLoh1CNLgrWfo9FIceWAT1RUEhRjnfBE76zEamezU8wRS4dZonJVOmW5gcXS8gRIm8qyZ0oiz5jZfOf0q4mYaa1fj6FSdiWKfa/1qsrebihK7UTPC3tTRBqC4CqMJSTzrsrVRxp0MGU1FjBYCpAraSKDdTua/w8NJyV96Kj3P4l+tfIZfeuAc0pA4tRTOTMjvX3yMyVyPkjlEv2ljXzdRJlw+NrPK2eIG+Zku6Q1B9myTypEWD+fX2B7kCUOVfiuNNGKIIcqFSJG8vzceIRXIXDV+vBDIFEeYZoifk+hGiL0nGLMGTKc6fK+zRC3IMaH20EXE44VlPpO5wpTWxpNvOoV41+PuAO8e++Fheo/wkYu7/UzSb4QPapvm9Yub/YC3M/L1h8BzwDEhxKYQ4jeAfwH8jBDiJvDUnZ8B/hJYBm4BvwP81ts9keWXZomkwi/PvoKcc7BqgkpmyLHCHtca42TmetzuVjDNEHVmhFeU1Fs5ru+O89TYVWKp8PHyMpO5HkvlOqfGd/nM0RsYp7rEhRDTCgjKIUZLJbWl8sLFo6grFkqQCH6ER1zcaoiIBJX5Fp89dBPjC3WcmQh3PEYbCaK2SctJ4Y+HiIKPNx3gOTpfOX4e0w4IY5Xv3FjiicllTmR3eaS4hj8RoA0Fg1aK5TDPuNEnPuJgtJP/82K+zny6Se6BJpnCCBSJ0tURiSAZ2kDAlIuMQTjKna5ridbUUEcCfzIgTEuUAJQtCwRUprrkTJfOyObPrt3PsaUthBRoXZXMOZurV2e4WJsiSEv8vOTTR27yQHaDG4NxOq003WMR7V6KU+Vdrg4nGbgmvqeh1XTUnoo1OSRzSye9LVACSK1reOWYMA36TRt9y+BQsU05PULqknAjTfdMwJOF6xxN1aiafbqhzf+y/mVeqB/m8mAaV+qcd+fIq849jbsDvDd81MrlH4W4E28yZ/1mf/dB451krh+lmHuneDvd478ipZyUUupSyhkp5b+TUjallJ+TUi5KKZ+SUrbu/K6UUv43UsojUsozUsqX3u6JaEPB07uL7Ph5dCNkNC3xQg0/1vgfjv8t5fSIqUwXRUg+PX+TsBCirliEvsrF/gyv9mfIqC5LuRo3mmMspBrsODnCMJnndnfSiZTpZMBoOkLrqSihwJ0KUTxB1NfRCj5i3EURkgutKQ7nW2hlB6lKwoykfKjN6coO1ek2sZfMRRu3bb526zS/vPgKLS/FidldwljlxdYhDpkNvvzAq6Q3QDgqf1D/GJcHSXPpnQkqtkZ5nsxdYzbXpt9OEWUjrD0FJUzmt62mQNUiNCOCfIAwEmvPsBSiBEknd1QKCCohsSHR+grODyrsDTIcH9tDUWLOFLb53MOXiA1JkIHcTY3h1SJCwseevMwhu8n10QSj0IBYIEo+Z+c2UJBsDAvMFdvksg7heECUi/A9neHcHUcwE5zJKHntdLJtoA0Ft5+eRwjJ4dPbRJmI6nSbfmRT1br0Qou85nAsu0fPNTlkN/la50EOGQ38O5n2vYq7A/wk3u0D/aNC3h+FuNuvpPxG+NG5flBNXW+GN+sO/yBjfd9Yc3qViN1mnkcyy7hDA8WHuWybnVGOG84Epwq7dDybxXKdbmCzcGSPMCWJ+zrfefUkz1w4xh9vnGV5UKFfy/AfrzzEjecPE/gaWlfFnBhhFV1mZ5o8evYmZx6/hVRkMtI1FqJ1VeSOxcfnl0kbPhvbJdxIJ237GB0FvSfoXiiT1x2+Mnueiak2jqvjTgZEyxku9ybxIo2eZ7HrZvn56nlWvDFeqs8RmYLUpsowMlDvWE86VYk2FCzXylxw5vhYaZmnTl5DGDF+QTKajBnMSSIT5O00Y/kBQpWIto4UkBsf4BclsSXBU1FGKoonCAoRYUrif79C20uxNFFnbVSiH5qk57tEhiRIg1QgsuPE77pxhIaf5urLh1D6Gsq2xdV6lSvtKl6ksVwv0x9aEIpkVGvDQnEVBrOS0E46xaUZE497hLbEK0oUD1ZXxjmaq/Plh1/BCzR0EWKIiEezK3RDmw2nyK8e/SE1P8sjmWUmtC7+j7rbDvChxEeBuA9w7/FGY19vRdzvZ6zt5zjeN6SNAFWL2A6KZPIOii94Yfkwt3bG2XQLfCp/jYFv8vHiMgqSUaCTO9Ihva6RWtOwtnR2roxz8cYsykAl8tREmcwMmH5wh6lilxPVXc5WNlhINZhJdQiyEmXFRrgKqgeqK7jWqlK2hpya32arl6PXtwnmXaRI9ry//vTDfLe+xD8+/ByGEaE4KtpIMAhMFCH55ZmXSWk+jTDL5d4kWxtl/Dy4ZxwUJN978SSZtEuQS/yrg67Jpf4UF/vTfKl0HikT328hk2zcz0lUT7C1WkHcmYVGgHu5QJiJoOJh1FVkISDKxuglF78QI1Wm3LiaAAAgAElEQVTY/c4MVy7OoYmYvO6wVK4TWUkjXZiLeOD+ZVadMh8rr2CrAXE6wt5VCIshj06uc7xYY32vRLCVJuokRiZicUBQiIjyyT616gGapDTZRTNDoiMOUksU0ex1nVu9MZxI52fnrnBlNMXftE/xbPcoW06B641xYqmQUT22gyIvjI6gEn+gYXiAuyOJeYD9if2Qwb4eb1bKfyt8kLH2Qb33viFtra/g90wu9mcwtWTs5+hUnVJhwFK6xu9vf5wHyltseQX2nCzTmS6ur+MVZbLvPO+h3pHztA/3OTG/zdKTK/zz+77Kfz33A/7h5Hk+UbrNtW6Vr66c4durx7D3lETEZJjoiRttQf+FMV68skAsBacquzw2v4ppB/hTAbEuIRYs/3COF7oLCJHMTocZyY1LM4wCnec6C4xCg2ebC1yrV7E2dLQRjJV6PHfpKFKVdDfyfOKRq5gNFXtTZ3eYo2SM2A3y/NyZCxgdQWTHKIeHRLYksiXCDol6BlZdIc6FKIFA8RSULYswLaGnobcUxO000owZTSfla6OtcLE2ia0GaEpM5VQdJRQoroKmxOw5WZpBmqfPH0dxVLySRLFDCvqIYWhgWgFSk6Q2tUQy9WKWh04to2YC+scCtJFAjFRaWwVmKx0UJSZOR8RaMhLW90x+tniRJXuX691kvDWteZzM7vBAdYsbwyqBVFl2xn6iPH6ADzcOiPsA7xQ/KkG/04XF+xFrry3bv9le+wcR5/vmCWl0BcpRlxjBZLbHtVSZlpPilw69wjd3TzKZ6nGzN0Y11eNEfo+Wn2Ki0GNzVkVfsbGmRzg7BnE54L84eo6M6pJSfOphlpPWFv9q+34u7kzh7aWQeoza09BSEkVLZDStjkg0xwE0ydWVKU7Mb6MpMfm0g7uTTsgzEISTHlfaVR6fWuPbrRNkrhqAyp5aYTdVIFccUUqP8G7kkFlJkIVjmS7TJ7u8+vwiUpXMWB2emUq00teWx7G0gOVBBUsNSH+2xmC9RLiTwt5TCLIS6auk1jRGR31UKyLIJl3uUdVHqRsICVFKEpsS4SVrsdF0TGpLYbiR5VljnkfH19nTs+xNBRALLu5MoaoxN3bGyVUHDG8WCHMRY8UBdT/DJ4u3qDsZNpezOJMRSIhMyYWtKWQkQIpEBa2uElmSvmcSdCysHQ13zkfpafSGFje9KovmHtVUj8fyy3QjmzGtz7je46ZT5bi9Q/ZOA1pwUB7/yGA/Nz0d4M1xr+/dG6m6vRO8H+e7H/fZYR+Rtogg3EgznDIom0MiU9LYzvNi/hCfHr8JwLaeZ8LssevlOJxqJsfUPH4xIuikELMuXzx+hRPWNv3Y4j/uPEzLSdHsZIh3LayGgpaTBNWQ2Qe2iWKFrmOhAf1CBq2pgQLWmoF/1KE+zDBwTLxaCrOhonrgTMSouyZ1PcsLnoGZ9QhTBvoQtK6CWjPpSUHwUpFwKiR7S2P4oMNMqsON3jilkw28QKOoD3nw5Ao3vrEIAm6EM4h84i8thEQZJcQ7POah7xkYuxpeJTEkUZctYh3CQkKksRWjjhSiVIzeTf5daEtS8z2GahazqdKMyqxn+jSHKYw9jTAjyacdDudbvHDlCL2+jrCScS5Djej4Kc5YG/yNcQIlgDAnWTi6y+qFKQxVMl1u0RymGDp58tcFfkHQvlzBdJP3Vroaqfkeh4ptNtwS3TDFl8uvklUc0GHZH0cXEVtOgUCqxFLgRAa6uPWBxN8BfhKvfYi+FxwQ9wHuFe5mrO3nuN035fHBsQARCa7UJljplbEP9VEGKlf2JniuOc+8megZ7Ho5wlhldVSm6aaZLPaSTnA95ksnLvGp/DX+Q+0R/v3aE9zYrrK3UUS7liLORIzmA7SjfZSuztp2GYDhyGQm36Uy2UXOupitZO4YAYOXKrhNGykSeVWRJMaJfOptG9fV0fUIf9FhNBUjJISphLAiS6INVIIMzE20yKgebddGSkHK9Pl3Vz7OMDBRP9ZmeCRAbyvEQ50wVniosklmoYvqC4wtg1iF7HrSOCaGKlKF2JAgJEYqQBsqaM4dOdFpn8i4c013MkgzRnWSju4b35tn0EklRiqaRAjJZr+QLFY0iVQlasFnIt2jbCbKZlWrT6wl/uGNQRp9IMjYHmeK2/zq0R9izg7oPO7jFyRhJsKf82HOYfJkjd9c+jtSms/ze4f5o+sPEiEwRMSs1uV3Vz/Gpl8iRvBAep3lQYUZq40b6/c89g7wxtivD60D3Bvca2W8g3h7e9g3mXZ1uk2zNYYzMjDzXVKmT9RRCKcUWk6Kr9YfQFNiDCVktVdmJtOh7doMnh8jnA3QtixerczwjWceIjZj1KGK1RQM50L8JQelYaL4gqCZJdUQWBdMWmOTMB5ze/kQ/rRPpuAgHncRy3liR8MrJXvrRlvFL8SISMFsKDizAWFaICKVYU9D+irGzIjA0VFrBlKTqJ6CiCVeNeKLk5f42tZ9NNpZ2LSJqh70dW55GnMTLbwLBYIFF3o6TqjzYGaNsfk+z+XmuX5rCuEqDKfVxBPcgKAQgSoRgYLftLAHgiCTdJKrNYOwGCZmHD0V7ciA4aHET9xqCKRqoA0EPgp7yxWIwO4JlEAnyMdUCgPK5pDPFa7wqjtHN7CQsw76ik1Py2ICrRslVrM9dt0c/+Opb/M7K5/g1PFd+qHJUqZGJ0jhRDqrbpmbzTF0LeLBmU1eHCzwUHqVb/dPcaa8w7aX5/HCMm6s89/P/jVbQREn+OiR9ls93Pbzw+puZNz7OWv5KOLdCIK803v8ft3P9xpvdyvW9nO87ptMO28mDl5IWN6r0BtaeOMRQkBjtcQrLx7lxReXeHb5CJvXx3nuxgKjZ8ZwxyP0lkaUitm4PZbMPysQp2KkkhCu7BoonkCEEGVjhqc9mg/FuPeP0LtK0tTV1RnsZHBdHVkKsAou2rhDpjogmPFQXIHiJ+eaXtGx6gpsWxyf2+XU4ib+wEBKkDMOIhB4xaQ7vDjXRhcRipB8YuE2ctpFDjVEKBCqxA01Jh7fgbqJWvBZ26rwreYptr08nxm7AapEZiJiVSaWmulEm90oeAhfYJRdvEpMlIlRvETs5Ed72kZX4G+lwUo6sp1qMqKlD0EfCKzqEHWkIBUIs5KZYzVmsh1Op7f5VusMt0ZVpuwu/9mJlxNvcpFYnOoDQce1GTcHHDFq/M+Lf8lyv8yE1aOq97gvs0FBH3GuOQfA/3b8T3m8sExG9Tg3PMyWW8BWfWatNn9dO8koNvlm9z5WvHFU5cPfPf5O1Zv2e9PWfn6AHeA/4Y3kSd8tPkhp0/djeuGjoiMA+4i0Txe2CQoRhcIQ1hNfaWtiiGUGiEAgDYniCqKujjQkQpFIJfHTjnWJTCWCKVIhGYFSJSIGvZc0SyEhvSVQix7j411E3if21URLW4LZUDBaKqoqsTIe3m4KywoY7GVQ90zE4SFBVhIbiYBIbACK5MbOOIqQ2HmXbHFE1NdRJlxS8z1yU32OleqkFJ8vTV1EQWKYAaXZDnEq4r6ZLRYLdTKGR2zGaLdslLpBVvNo+yluDKtkSiPsFYOglJCZva2iOoLA0YlTMX7PRN4ZBYsNiV9MSvtSk/jFOyNi/h0bTU+gOYLBbOJ57XStxPRDgFQkG1tlGk6G66MJfrC2wKX2JLf6Y6TUxEccKVAcBRELZjId1kdFXnTmueDMUU310UVEI8xQVgf8cvFFNmpF+kOLl0YLLBg1VBHjxRo7oxy6iAikihPqfGP3NF6scXUwkTi1fUjxUXowHODDgfdD2vNgkba/sW9I+9X2DEIKJrN9wmKIfdmGV3O4nk5qU0EdKFgNAZoERZLJO7gnHU6cXWPmzC64CiigBILYBLOm4kzEDBcCFCfRF+8diQn7OrVbZWQkKFf6IME74hLZidiJroecrO6ilD2Gq3lQEqIGYHFIvDTEK0nCdDLSFA2SfegnZlcop0cYdY1woGNoIb8wf56H82tcH01wZTDFmewmx8f3yJo+S0d2uNkc42pzIhkvO7mRCJ5UfL7z6kksNaDuZfjc3A3iM330jkKcjfDPjPCLEnPFxGioibe2p6D3FOJ8iJINkHqM3kka06SenLvVkKCA3hdkNpJyurGjE2WTLQBpx3z25DUeKG9yq18h9FU2Lk2w2irxcmeWJz95EXtLw+gohLZkEJpYasBfbN7PHy0/yAs35rncnaTpZyioQ/7XlS8T+yq/euqHmErAuNonkgqdINnXbwVpAGwtoONYXO9WWe6U0ZW35/K1n/DTQNbvJfM6IIG3xrvtmH6rv3+jP2+E/XaP7ub5fNQ+m/tmT3v51gQiE3D55gxoktFUBAqIQMV4osOxYpuc7nK1USWIVFJGwCNHN7jZHWPrSpVUXcGtxMR3DD+i8RBj3cBc0emdDFCCpDNczYQUp4c0G1kamwVEJoRuso/q5yVhK80NIPZV0JN9Y6OjoO5kKH12h0Y/zeEn1rh6c5qJ2RbNV8a55s0SnxJMpnqUnxxy/rlF2m6Rq6UJjqbrvNqeYa1WYrua58bNKQDS40OG9RQDXZKbczlT3Kb5UIrus1WCjOSZ88cRkaC+kOb05A67uRy1V6sEkYBCSJgToEjSy8msuhII0tcNIjvJmr3xCLOmYnQEw5kYP59UJCID/EIyuiWLAcaWQZBOxsTSmkfNzbLTywEQF0KcoUE7myKje8Rn+pjPZfEqMU+UbvNvX/4kMlKwVwyUYgyHoGwM+L3aE+z0sxhpn5TqccbaYDWosOqUqZp9PlFIOsQP63X+ducYuhrT802ypkf4IRr5+qg9DN4O3o6L1AHeHl67/3ovSfPN9n33E3m/UawdxN8+yrS1rprMIq/oWDkPaUikGSMUiedpnMjtktVdqtk+hZRDLAVP31qk9d3JpFycS4irNN1BahJ90yAyoH8kUS2L9URoJPIV2r0USt0APUbdNZLsXE0UyNIFh4LtIiUYY4m/tzvr447HbNUKfPbQTaJY4cHjq6T0gIXH15G65NYrszz/6hJZ3SMa95GGZBQavNqZIYoVop7BVjePtaOhjBT8G7lEerSjsXZ+ir944SwpPSDIJhabIhRIVVJr5hgEJiV7hJxzQI9RBipG0YVQ4Jx2EIeGeJXEacsrRUgV1GFSxhYRiEgwmovQBiJpRlMgNmOsWyaxBlEqRqs41Lzsj++H7BpJp3rXoDFIUzJGPHn4Fm5ZYtZVvrl7EuloKEaEMx0SWzFHsw12vRyqkJhaxM8vXuSYucNGUOZb7dN4kcap1BZLxi5zepMYhYLlEEQKUazwn0+/xD56Zvy9+GnIrN8Kbyfz3u+Wjx8U7tYo3TvB27kPd2vM727jtef+Wv/qNxM++SAcwe4V9g1pyxkXgoRQ3J6J3lEx8y6l/JDZSoe85rDaLzOd6jKV6WKoEeq6dYd0JOGET5iPGJ2rYO1ohClJ4XQyyx3bESIGdzpAMyPilklUDhJS0iVmIzHoiCxJKT1iq16AWCBvZBC+AsGdxq5bNn955RRCSDK6x1ymzY2NKsJKDDOsHZWXdmZRjQijqXKzNsa17SpbjQKFyR6+r+LOBDDmJR3ggD6TjFahSpZXqnziU5cwW6B4Ar3gMjveZqeX48rmJJoe8Stnf4g+MySo2ahDFRkqLIw3IRuQeqJBdbGBsjSASRf/qEPvWIgSJYpzUgVnQiKn3aSMrkB2NSF1RUkWGdN2h8VyneOnNhAFn/R0n99YepZP565xLLWHP57Mva1ujKEOFWTHQEkHmBUHJ9LZGBZ5bv0wPzN9jeP2DttBkZTicX92g3Grz+XRNBGC884cugj5LyefR1Ukx0t73HSqGB/C8vhPM17/8HwrBakDJHi3QiLvlojeboPa3Sbuu0WebxVXb3dR8lHA/iFtCdpAxSvH6HWdMBUTbKW5v7LNmeI23949zlPVq5SMIXUnw24rh94XSfd4T2DdNhFRUgL2i8lebruXQu8qaB2NMBuhjFTYsJF6jNLVkuY2T6CNEl3x2Ipp9NPMVVv8xiM/4Be/9HeQDtE66p0mr5j0JYtbO+NUzT4vbs9BV0e6atIIdl+fwV6GqGFidATeMBmYjiOBrkXEW6nk56EOekxsJ81lsS6ZmGvxydPX+Ur5HMNpieoKPnl4Oekuz/Zh28IbGlzqTXF2ehO17AGgbxhs/vUhpK/SqOWot7NYRkD0/7H35kGS3Ned3+eXd2bdZ9/XdPd0z2BOXEMQJEhQFG+L1E1pZVFSKKj1rnZth3atdXgj7IgNbTg2vHZ4vSspZN1aWcdKlHiLJEgQNwYDzGCOnpmenun7rK77zDv9Rw1phCwSJEiAg0F/Ijq6KjurKjP71e/l7/fe+z5HJnT6ZV9exke2BcHxNrINYtNA3jCQPGhNQZR1Gco0OZbc5ourR5mwqswk9vnY0Yv84uzzGMLjdzYf4VObp9D2lb486o5KJENussZQoUEyZrPUKJDWerg9FS+SKShNzjYP8an9+wBIKT1utfPUgxgz+h5PtudJy11kKeSpa4f50vo8Pf/OLvl6PSUTD3hr8Fpvar4ftvdGO7c38ibu29003k3fsTvHadc1EstQnN8nVCP0qozaEjx25QjL7Tyb5TQvNSb4+vYsa1t5xIZJqIHckwgV8GIRxD0CIyI0QmLrMpIU4hYC/KILRkhohEg+6HsK8XUJtL4gSmc8pDfuMTm7h7ecYP3KEJ/bPMamnSaR7hKN2agNCdnuS52KDYO/fuZBsrEuwhfISRe5KxEzHY4fWUfOO33pUVsmaGoUci0+PvESSkdgbKn9ma0WIHUlRrINolhApRGj6sR4qTvF9IPr+FbEcitHMdZGlQO0qRbqlsbVFycZMevcN7FO5kiFcLpHdyRA21UQPZmwrNO9kkG0lX6YQQYp5mMXfQJfxp/pEY3a/TKveESoRjw6d4MglPjs6jE6+xbnq2N8eXmepXaRGX0XSUS8PbfMQ8UVvGRIYEZEAuZOrjOb2ecnxs6TNbsAbLbT/Mq9T/Hj6X6Xwv9m4GvsdpLU/BhL7SIrtRw5uc2Gl+WEuYFEyN5yHtGT8TwF7r7VrG/L3TSYHPDd8UauSBysftw93DGJaNZwm5oSg80sc6c3WLwxgrmlEL+mcZlR8CTCSHBmYI0vX7q3r7PtguSDuSfoDEcoOzpe0UN0ZXqneoQVE6Uj4acjBkZrNJ4vIjsQGOAbIDUV3LyPFPNJxm1WV4pISkSkRZRKKYSIiICZoRLreoZew8Bc1RBqhBRIlJ8eIhz3oKmRmK/TczSajkEEyD1B/KZC55hD29b5WnkOLx4RO1TnI+PXudXOs5lNYyoe6Xyb+m6ChfoYS5kCqXgPyRGsXR8kPtZkPF3n4bEVnpMmCVYS3Grn0eSA8naqL6Iy1MX3LeS21NceDyCyApw9i/zRMpOpKmEkOH9pmkiOkGwJCXBzAVLMo+aauEE/AUxNOWzsZ7Ash6Zj8G+XPsSR7B4AvUBFbUq42RC53Y9D5/U21zpDrFWyvG1slZjs8lJjnAmtzIaXxYsUjmV2yCgddrpJfnb6HI+17iGMBINKg/+w+V6EK1BHOrxjfJm/kf0fmA2+0RwMoge8EbxV7ewbS/132/nfMTNtx1YRnoBA4IUywvSJJPCSEbLpw+2Yqy55aPNNpKKNuF1/3X5bty/tqUbgShD3kdYMpLSLCEG4ErULBexBHyfX75rlxyNEwSE73OCBqTXaKynmZrZR2/26bkkNCUIJWUQMWU2CQGJuagc3HeKb/dKpwIjQSgpoIZ6nYO/FqHZN7p9YRzlTQ4Sgr+p4V5NcXRgnTATYtsqekyCj9XW/Kz2LeiWO1JFBC/F3LMqrWfysT6SFvH/8OjdLeTY6abotHWmky4XFSV56Zg6hB0RyhG+rnHlwEaUj+mpn4y5n5pf5xDuf4mR+m2v7A6w1soiki7mloDYF/qCLMAJGinUeyi5zPLdDu9avTc8ku9i2ihARjqdwfneUcbPKuzOLhGo/3p68p0LO6BCXHW40iniuQkrtcTq+hiQitr0MMhHLboGqa/G3W6fYqSVxQpWs0qHixVhz8yRVm5kTmzw8vsKwUUcVd3ZM+/ultnS3DSQHvP58t3bzetjZmy2x6278nr2q0xZC/L4QoiSEuPKKbf+LEGJLCPHy7Z8PveJv/6MQ4qYQYlEI8f7v9EDC8LYISggx1YVI4Mci3HRfWlMyfRZWhnm2NEXccDg0UObUDy0iOwLjkoUIwNyVUOoyyrZGdPvM/EQ/bqy0BeaOggghHLNRjzSZGKhworDDdjvFyNE9bmwMMPmOdabmd7BiNgDNlTTPrk3hVgwWV4aIBvpCKL17eoQqhAoYqxrBUhwp7ZI2bdqeTsJwaJ/ox531qkBuSygVBa9ucH5njPN7oyxVCuzuZPoa4k0J0ZXJzVaYnd9CKyloaYdpo8TRwV0sxSWTbRPsWAg1xE8G6CsGkid41/wNsloXrQGR0r9RALjYGGGjk2YsXadSTkBFJ5LBGXPRLJd4uku5FaPmxZixSrz3nmskDYdCrM1IroEmBaRMm0fHlhjXKlztDiPbEGR8RpJNHkyvsNzNczhV4p3TN3ln4gat0GAuvseLjQlUEXC9PQRApWPxgelrlNwEE1qZR1PXGVJrvC+3wP8w+UUeSK7wwcQlUre7fb1Rdvda+F7qle/GQeRu4U62uVfy7ZKxXu8Y8oH9/uD5TpbH/xD4j8Af/73t/0cURf/bKzcIIY4CHwfuAYaBx4QQh6MoetXpk254BA0DJFjcLaJsa8iugFGHjqMRT9gkDId7sjtcqw3iBAqrjSzH3r/IUqVA71Ya3xSYJYEfo1/WtGwgqf0OkvZASJjyEAJilsNYus7i5gDL9gDvPn6dfTvOvYfW2e0k2blWJL4u0TGAgRDfk1GbMr4loKEgJCjmm+gDNRo9g+atNGZJwt0w2KwWOXzPJmmjRzVu4c97eFsWakuCCGRXJthJ0Rn1ELaEXpNwcyGpB0tU6nFqjRiVpRyaJ3D2TT6zd5JHC4tcbQ/TaPUbn8Su63RHA6KjLSJXYbuTQpUD7EJfJS480mbEqLPS6bc3rbfM/jWuSDiHexwaqqBKAUNWk0mzQkrpstwrsNVNMZqos1guMpJq0HQMplNlVBHQCCzqnkmowKHxEuNWjd+59g6KyTbEYMyscak3RtvXyahd8nobS3J4eX+Y6UwFTfG52SrwrvwNVOFzoTvBMXMTS+oSRBJpuUs9tF7ZmvMNsbvXyj9UhvJq+x1wx/OH3ME290oO7Oqty6vOtKMoehKofofv91Hgz6MocqIoWgFuAg9+Jy+cL+7hDvr4ZoRnK9/UITctB3spRatuUW1bLNYH2KsnsFSXfzRxDjtQcTwFEYE95tE53SM60cI5ZOMWAmJHajzyrsv8/KNPki+0oK3QLsVYemGCsKuglRSeOHeUW/t5TqU2GU/UCM0QN9GXKg21EEo6+lyDyAiRPEGUcZnPlLgvt86vz3+J2KEGXiJC+BBpIUtbRe7LrJO0bKJQIkgGuDM93HSImwuxJ1xET8LalBG+QK1LtJ8oIt80Mc5b6GUJPxYh9SR2mknO1SdZqAwiSSHIEb4VIVIuqhoQ+RIbtTTXNgch6nfzctsa15qD3Krm6bkqYSAjVVRCNWJ2pIQqBbwjf4us2uEjyZe52BrjkLnPB4sLFPUWn5h5HktxOVNY5R2pJWbNfkxbFSG50yVKrTgvV0aw2zqb5TRjZo1po8SUvs9iawAvkrk3vsZ/2bmPX5l5mqulQcJQ4m3ZFWQiFp0hErJNVm5jRyqt0KSgNHEjGfO2wPsbZXffDw7Knu4O3kw293pxN9c33y18L4lovyqE+HngReDXoiiqASPA86/YZ/P2tv8fQohPAp8EMLD4WPECV7aH8BQVY8VAPtGgkGizW08SxEJETUXPdChaLWZT+0yYFb5Yuocb58fRKxKaBEFPkDpdJ2P0kPMhW40UR/J7LFQHebp1CLEYw+wJeqO3499KhJv3MbZU/E6c/xw9QDHVBi3sa3ePu0hyiNQy6DQNCPtNQ8xUj5VmjqfK0ywMDvHjUxdZLAxwdmUSY8kkVBT+n51HGDm1QzLRJYxJSFJIzZeQtIAoFCQn2nSbmf5yvQKhCrIt8OMQ3JZNFQF0L2e4cMgg3DUI0z563GHmkS0kEXH51igEgvniHiu1HI5j4iUjhByx1UiRMm02VgooTRk/4xPEBMulHIcH9zls7GCYHk91D/PB7CWu9Ua41h5Ek3xecKaIKX3neb03hCW7LLYHeGltnIemlrmwO4oqBwwP1vjA8FUOGzsU5Ra7foohs0nb1xmLV/gnY4/zn9bfQzbWZTJZYcPOcDq+zpO1w2S1LpbkctTY5Mn2PKoIOGzsvHKm/brb3fj4+Kt91gEHwFvA5g6c9JuH1+q0fwv4N/Sj0P8G+PfAL303bxBF0e8AvwOQFNkoLXcZzLTYaOSJjrbodTQKxTb3Zjf4260HIe8wlGwiiYiHU0s8UZ9jp5kkMEMCo6+lrY52MBSfnNHhhbUJgp7CpeePEBgQHu4SP1mj3TGImhraaJd0vEfH0eg1U+hVgb0VY2szhsh6OIM+8VSPTtMg1COkko7aEXiJkFYpzi+8/SxbuTSLrQFSSpcH0ytUhy1uSgXYMkGKWFsrcPzwBtWexancFgvGIAnNoW6bxDWH9gMOstRPeOu4KicKO1ScGKVOnL3dNIrh43ZUaKlgheAL3jt1A13yiCsO8TmHzXYaQ/YxNA9HgFYT2IqKNeBiqS7C7SuriZ6EnHeYHyoRVxzOtQ8xb+4AEEYSNd9irZmhVE5yZGyXIaXJVi+NKXt8vTxLeTuFEvdIqz1+buYcdqhS8WIEkcRCb5RzgUbZjfOjuZewI5V/t/pBjqR30RWfAavJ21O3aAQWS70B3FDmpfIoq2aWudFtLMnlYnOUP7ryNjabe2+Y3d1///0HU0/C6j4AACAASURBVOEDXo273uYOHPabi9fktKMo+ubIKoT4v4HP3X66BYy9YtfR29telV0/zSMDN/nTlQJury+wcX5tnN18kkfetsCLO2NUexZ5o83fVY7x0to46WSX7FideiJG2FXwfZnN3QybjSKSJyDrIb+thqX6tHs6hubx4YkF1nsZzm1OYCg+xVibK0YCP95vKiK5grDX7zlt11PIUT+RzM3021qKQHBkdovL7RGOxrcpai0utsboBSqHkyWyepcXokm06yZuKLi8OAYCHhm4SbVj0XZ02j2d/+rIJcJIYsdN8eWVeX728IsEkcSQ3mBZyROEElmziyoH3NrPEwSCYMfisS/ei3fI5sPzVygaLW7W81wuDeEspgjTIUEiIF7o0HE09kqpvrhMT2AXQuIxmzAShAhG9Bq/efMRHh5aQTYjZELGEnU+PLLAWi/HsFGn4ZuoIuCj45f4/fLDABwy90lINgESq70ch8x9PrtzgiOpPd6VXiQtd1ly+jkHy+08dbtfTvYzYzd5vFdgzthhy36Qci3BT45d4IXuNI/tzrPXSOB3VITyrVtzvh52d8AB3463gs19K5nQA+5MXlPJlxBi6BVPfxT4RrblZ4CPCyF0IcQUMAu88J28539eP8Nz5SkOz25TLDQRVQ22DUpnB3nipaPYPQ1D8bmwO8piuUg8ZuP4MkOJ1jfPJCzrRI7c73ilRchaiKYEjCdr/Hf3fI1j2V127BRZrUs63mVtucjlm6MoLQk370NEX01NAKLf1lN2wM30a58lF/ycB0DH10hINu+KXWc+tktK7bHYGOC5hRkQEfM/vESQ7L+n0AL+4sp9aErAifw2v3Tk2W+e972xVT44dZVj5ibtQOeEtUHTNahU4mw3kxxJ7vJTh88TM10iJUJrCMSezuevHeMzV05QXsmSi3XxhxyGj+0xMFrjF2efp9M2EHKElw77MfABGy+QGTBa/GThRX53se+EN7tpvEhmx07R9TXiss0DyRVqnsW4XkUVAUNqHXlXw7Qcan6MhNyjG2q0PJ0nK7PEVJfldo7PlE5+c3n7XQNLWIrL1n6a+dQef9WaIiu3cSOZ08kNfu3UV2gFBnHZpmi1cB0FbU8hcr+1Sb4ednfAAd+Ot5rNHTjrO59XnWkLIf4MeDeQF0JsAv8z8G4hxCn6S0arwK8ARFG0IIT4S+Aq4AP/9DvNppxOldnupLixOsjgcA1ttIOheTRX0igNCU/W2JGTuB2tn4VtBER7OtejFJIvMOqC7oSP0EKCQz1ipss/m/86JS9JwzdpBCYv7o7RbJmomo98IYEloDvuE4zZiFAw9OA+RavFxa0Rug2dwkgd21NorycZfEZQOyIhmz6bjRSTmRo7XhpLclBFwMPJJdbaWYQjIadC/EhGSXgEZR2pqaB2BOWiyuOVOGceXOZs4xDHE5uMqDX29BQvtA+x0cswrlcZMpuU87F+ElkkaPs6//3cY2jzAf/TuY9BWUfeMhABeImQjYVBoqRPy9aZze3z2P48puUiSSGdCKSyiVvXkIYdlhoFrpijfOLw83y1NE/VjvF0dRo3VDiR2iItd3mmMcuEWeGQXuLt1hKrXr7frARo+/1ysmG1Rs2x+OmRF/nM3kk+Nvgyq3ae39t9hKOJHVQR8GBqlbnje5ytTNILVGQR8kxjlgG9iS55HDM3qQcWKdVmpFBnw8siwjfW7g444Bsc2FyfA8d9Z/OqTjuKop/5Bzb/3rfZ/zeA3/huD+Sl3VGOFXZ559EbVJ0YQSiRMXo0cyZBpKNVZFwM9GwPU/doLqeJr0n4MZBt8OL9xhdW0iYMBXP5Eproq2tZsks7MLBdFXnTQNiC3ryNtqZj5rvIcojnyTR6Bu8aWGI3nWSzpzKZqnJ+fQySPm5cI5Qj1OsWnVmBn5L461un+BdHv4IlOTzTnKVotqgeqjKZqhJTXN4zs8gTygxO2UQKZJSWTNSR+f2Vt6NIITu9JMfHN3jAXGFVyTOkNXimPk3TNbA9hW5b56XKOJbqctTaxo40PnbkIp+/dQ+eq8C+TvKmjJMG31Gxkyp2oDIWq3FvZoM/u3w/YUvFHvKRWzKuqzBaqHOtPcixxDZZvUsVi2GzyWonS0rp8VxzmgG9SdmL85R3mDGjytutJbKpDpKIOFeewItkcmqH8XiNP9t8gCgSjKsV1p0cj2Ru8F+27+MTo8/SCGI0fBNNDnBDBYmQE/FNGoFJw7eY1MpUg36N+JOr00gN9ZtO+42yuwMO+AYHNvfm525UQPv73DEypsELGfI/dpNeoCGJiJP5bb56fQ5R1ZAGbFTDQwXGMzWCUKKhpmjO+WCEICIIBUcObZM32izVCyhSyE17gJudAjXbIqHZhItx/EyIMtMhqphIR1ukYj0s1aPl6BzP7ZCSezw6eIM/2T2DIXu889AtFBHyuHoY45LZv0GQ4NqNERIDbT63fwJFCtlup3ADmWojRtfRcGyV8WKVn547z/ZEmidXp9EuxAkMKN3KEcUCdhoKn9z6eYSAf3H6y9yyC5iyx4eGLvFMbJaKEyOMBMNmk1ZocLE1hkTEvzz+FX771iM8fOQynxs4RljWsbZlnJU4C1sxmkd3+XptFmnbQEgQ3xA0ZwM0zefS3jDjmRpPl6dZLuUoptv83dIRVDXgkyNP8FJjnLV2loZjUK4l+OcnHycnOfzq9OP81d793Jdep+ZbrPeyTJoVnECh7prUA4stO82NdhEvkDnfmcSSXD6Quszv995BxYmx7uYZ1arYkYIqAq70RrEkl5IXJ9i0CBP9tqIHHHDAAQf8w9wxTtu3Ij733L3Ex5o8NLwKwPz4LuGYYHFpGEkOGco0SWp9xbEPnXmZqmux0sxiqf04c7kbYyxWo1xLsLudYamY55/MPMmnS6c4f3EaMiFS2uU9E0s8o05R30kin03SeqjBA8PrHE9sYkkuluTwoaMLAGz3khiyz8xQieWNccw9gfmySXvGo7Wb4KXtBNaGgn20R1TXMPZkOqM+UldijSw7T4zi39Pm4ckVvt6ZI7GgQSRjx/oSpJlUh2opyZO1wyRUm4XKIEEkOBwrcaNR5Hhm+5vX6N7EOutOlk+XTpE0bDa7aY6O7HJorsynXzxN9iWF3oBE6alh/FyIHAACnCwYJZmWmiA7UmfIbNILVMam6nR8jdn0Pk8tT/M3lfuYie3zt7sn6LV0lH2N/731PuyHFf5y9T6mM2VOW6vcdAb5w40zbCVTaHJA0zF4tjXDQ6lbXO0Oc71cZEhrMKA2APiJ4ovUgxiNwGTNyTOk1ZEJeaE+Rd01uVXK9521L4jUu/su+YADDnj9uNtn2XAnOe1JG1HWsa+n+XLpGOmBFv/6yBd4vj3NB96xwKc2T1PrmrQcDU0JGLHq+JHEh0cWWOnmMWWPqmtRcy1Oj2+wUs+RszrIIkSTfPRyv31mYabOoN5gLF2ndSMDQCHRJqt2uNkd4Cey5/jXSx/jh4YWafgmZzKrPFOdZqeZxEsHBIaEMtQla9n0zuZReuCmIqKGRnysiVNUUVdiyD2BKxkEx9ooV+I0hg0+fPwyXzKOwKaJtqUSqdDqGOBIPLcwg5nt8b6p64zoNVQRkDM6hJHEnLXLnpfkUzdPEjcd8laHrWqKtY1hQjWidUQnOdDGzmXwYhGyC5EU4Y+4jA7W2Lo6gAghO1LH8VS+tjDP4cldqsIiigTDsQY/deQ8n1k5ThBIOF2136BFiUgsqvym+ihCDimvpwlPCMbMGoV4h71WgveM3mBF5OgFGku9Ab6wdJSRXIOb3SJ63GNYqdENdYpKE034rAQGAGm5y6RV4bH6HG7NQHEFkdzXnj/ggAMO+G54K2W93zFOO53qMD25zrkr08gNhW4pw7/c/Bk+9ODLJCSb9w1d41a3wHYnRUKzudEoMmC1+MzGcRK6g+MrfHT0It1A58n9GeK6Q9fTeLE1xXozgz3sEVtW2b0wyO+tFFDTNqEZ0pmE9kYBU/EII8Hj2hHGEzW+vD1PweqwTJ7ZeImdVpLkYIsglL65RL9UDIiUiOP3rKNJPvOJPUa1KkszAyw0htjvxGi2LIL5HleenmHjRIWHppapj1is1jK0KjGoG4hQEMkh3s0E/oTMzW6RBxMr2IHKrp0gqfT484sPIFVUqsQZfaCOooSEjuh3A9vK8/GT5/hr5xR+RyPoyESxAByZ3VoCacBGv2jRGLKQpJDCYANZChkym5zdnqDhGKyqWbKxLpu7GXK5NpW1/g1NdyRELanoZYEI4cXYBOfCSRKZfivOfTfOBwoLfGrnNDeDPIcH9/nlkaf43a138uO5F3muM8tJa516YCERctpaw41k0nKHfTeB4ynEB9p0ggTWUBvku/9Ld8ABBxzwWrljnPZcdp8H0yukTtuc3RmntZ3A2FX40uP38sTsNP907gk8U/6mepeR9jhbm2Q0UafmWASR4Gxtindkb7LXTACQMG2+unoYu2IidyS8WIS1JfBrCt0jKsIXaFUJyZe53h4DGRblEdS0jdfUKdeKSC5cV6fQDjcZSLbouBqLWwOEPQW0CD3bo+kYFK0WCdmmEViYsseHB/qVIY9XDnPh5gRaT1BZy5AeXKHqxHhkZJnBQw3+bvsopXocr2ogu/DYF+/FKQY8UzzEeycWWe9k2HOS5AtNart5/HTApY1RAIQCQdElCgTdUKOQahMvONy4NopSUvEz/UQ8sWrSGwjJJru4vsxgvMWJ1BZ1z+LM8BoJ1ebF/XE6joZq+ChyAAGEVojSkPGSAaEsE5phX8jdk+i0DU6Ob1LQ2nytOs+N9UEQEUcndnimNcv7C1c525lGFiEvtA/xYHyZi91xbnXzPJBc48nGPGEkaFZj4AmwfDplq5+je8ABBxxwl/K9JsvdMU77ZHKT881xPlF8hrTaZauQ5jlmEZGgXbP495/5EaLxHo9OpzFll5/NPs+A2uCvdu/jcKpEzbUYNJo8W5vmgeF1zm5O0HU07IqJVpHx0iGhGuHHBaLoEI/ZtNtJ3HRIlPWIbBmpKxGlA6L1GMIMsebq9K6n+7KiZ1Ns6yncbEiU9tB3FDIPlGjbOi1HI4ySfLZ9nB8bfZms0qEbapS9OKNWnYXYEHZRxtyU+bx7H9poh0PxMnHZJm306MUUGqGE3zGRAlDqMnYryWdaJzBiLuPZGpOpKon7HVqOjuMpdLs60kQHVQ6JGS67dhI3kLm1WyAyAoIAkMDraCgSKD2B48t8ZGKBZ/cPMaA2GVCbNAKTz2/dw+5uGjwJOe7RtnWGD+9TbVv0Qov4skJnMiCK+WDLmPkuScum4+l87uYxTo9uopoemUSXjxQvYUkO8/oOZ7sznGtOsNVJI4mIvNpi2irzc8lrVOML/Pr6xyAQ/dK4io5kSwdO+4ADDrjr+V4c9x3jtOeMHVJyl3+78mEyepeUanPm5E3Wmhn2lvN9KdFNk2evnCRU4fFTs/i+TBTBjbBAGMiMFmr4ocR+I04UQa+lgxZCJEMAUTxgarxEuR0jH+/QsmKQCCkWmowna8QUl9VWlk0jg2V4/X2O92ervSkVbzlJfE3CbmloDUHpeoEjp9dIqjbvyy2w56U4aa5RCeJ8pXaMUaPGl9bnGco06cZ77MuZvgjM9ThfWL2fU29bIqnaFAptUsM9XsyOs7WdxVjTCNUIaUcndHWWtQSpYxV0xWcyVaXUTdDp6viezLun+vXhl3aGUZWAwJPgtjiMlnTwbAWtIXCOd0kaDjtOio+PnkMSEZrwea5+iL3lPHJXIrRCworO3KlNJqwq+oDPZ+VjtE0TzfIYyjTpuBpJw2YyXmU+vsNaMs/NVh5d9/jgyFUKSouC0uQzjXvZstNktS7LjTznKhP86NAFBo0dnrCLPNOaxQ0VCATRlolQon4SWnQQ0z7ggAMO+FbcMU571c0DoMs+5y9NMzpT4hPjz/G8Ms2Z4hq9QOXC/ihBKKgvZXE2EiCBcPvSo0KC0rVhArPfBSuMByBFJHMd2pqBuWDSnYhYXhng+OENLMVl5EidZ1cOockBg0aTumeS0BzSyS7VWgyS8CuHnqIRWHytPEfvZJvl2CDJRYX2WIjWkGg6Bh1P496RdZ4I5niyPU8QSfiRRMWLYWkelupyKrdJNbvHCxsTOKqO6MhcemqWSIEjZ1ZwAoWs2cUdkKk0c0RyRGy0Rcq02W/EqaxmUNoSlekY49kamWSXRtvg+e1JOh0DRERwPQHJEMwQIgg2LaJ4gG9FyHJItW2RKvR4tjHNqcQmLzYmeP78YSRbQumBN+RCWcdSXN6fusxXmsd41+gtBqcbzOh7fKl2jBGjzqhWxYsUhtUaZ6xb/En4MJocUPMtAK47w9xoF0koDtPGPruJJE3X4GzzEPOxXU6a65yvjrFZSWOtKUg+9AajvvTsAQcc8Jp4K9QofyuiKHrLaKjfMU772do0DcdkNrmPdcJl2Gz0a5PLw/zkxHkM4WPKHuN6ldWhHB1fJ612WetmcUOFq1uD6DGbeiWObPhYly26sy7N3QTCFzj5kNiqgpOOuP7cFNF4j/sm1tE0n6LV4h3JG2y6OSQRkijafH7/OJc2Rvm0eoqmY7BbTzCSbTA2tc92Ig17OoEWsXGrwAMnbrHqZZnQ9vmLjftQpJCOqzGWrJE1u/R8FT+U2Whn+MD0NaaNff7Pi48iVyzUMtx4YgpnyGdwtIrny8h2/0akm9ZRpJBMoktbDVDlAMdTWFoYQYSCMBYQ7FiEVgCRIBjorwrMTW+zWs7i1Ay0fYVQgyiQsAyXXqBS6iW4LEZ4bnEarS4R6v0J7uRghXBAMKC3+ELjJJvdNOvNDG8fXKEbaDiBwoyxx1/u3E/eaPPeTIc/WP8gSdXml4afZtkpUlCaqMJn0Giy2U3zp2sPcDK/xaDR5D3Jq/zmxqM8I0+zcm2ISI3wRgPUmkQkgxcLDpbHDzjgNfJWddjf4M10/ndFTPtwvMSemmS5neMXRp7h2dYs7dvlQRt2lhvNIg3H4NlwivnsHuNmjYRs80B8BUPy+Kx+ihDBXjLBL4w8w5Oz85ScOLdqOTo9Hc9V6MRUjB0FpQOdmM7Z5gxST+L83jTXhwZ4aGSVYaPOl6tHiasOg7kGW80kMc0jn+wQU1003adqWrjDASzHiK0rvJwdYcKawwkVtjZyxHJd7J7GsfwOWhDwQHaNa61Btp8fZm0sDyLi/uk1jCmPZ84eRXL6pU57t/IQ95EB7USdQatHUrcxZI9ioU0vUKm5JptmmvJ+sl+WlfaQlJB0uh/fPpSq4EcSnqtg5no43Th6VaLX1Jge26TixPBCmfV2BtGT8TIhSrOv913vGUxnKpTdOE6gYCkuM+kyDc9kMlHmufIUa/E8G/U0S70iH829zI8MXOR3lx9mMTnEQrsv0zyj7zJrlnh+b5LjuW90EhN8unIvihTihxJyTyJIuBhxB7ebIJIj5I70GtXwDzjggLudu6Ws63s9/jtmiLzUGMGUXX5++Dm+WD1Bx9cZUut8eHSBz14+QdfTyBg92j2d51YOca4ywY6bAmDDzTFq1rjVyDNkNlnojeJFEh/JX+TdwzdJxmx+8cRznDl+k/gDZXr3domMEG1fxppsYg216a0mePzp43xp6whOoHC9XGTnepHaeoat/TQdR2OnleRUapOHRlbRdZ+H33OFzqRPtBbjr599kM+eP0W62GIg2eLRmRtcrxX5WP4CC80hZmL7uAM+sQWdyJUpdRPIImL2xEb/AmghkR4SS/UIR2yyVo8T2S1OpLa4sD7GaidLVutQMNpUGzEkLUBP2RAJokCifjNLx9F47vIs1/YHCF0Z7ckkRGCUI5SGzPmL0wwaLaodi8l4Fa3QhRDCyR7H373ET01e4HC8RErtUbFjHE9sUbFjrLcz1PwYD+VXeH/iMr9x7G/55ePPsOwWaAcGxVgbO1TZ6yZZd7K80Jnmufoh3jV0E0UKGDNqfCh9CYCs3mG1kkW2IZXpMJmrEqR81GIPZayDUO8K+eYDDjjggNeFO2amfXVrkGsM8jXjML2uxpmpVX44dpM/9u7HiLsMxxu4gYwkRXxs/iLPlab4UOoirdCkoDQ515zg3nzfAdY8i307zhPhPONmlfeNXCcl9ziW2Cal9iiMtpFFyFK7yPmtUdySRWSFoIXsbWYgFKCF6E2BVpfwYyb1IRUk+IMb7ya0QqS4R8fXEEZA1JLRyzK+JdG0TBq1GMthEdGT+UP97ey1EkgiIjvUoFnNMTBSYza1z4xVYtys0j2lsXNhECkAu5pCjNoYikfdM+n4OslEl/V6mrVaBt+XUZSAaCmO3BaI0QC5LfUT176eRh6NaIsY8ZsqzZkApSvRGxD4BRdlX+ULZ0+hD3RZbWf5sdmLfC1+mNJKjtxMhyPGFp+tnma5lcNUPF5qTJDSe7w/t8ALrSk2Ohm6ocaPZV7ktLlKiMQ/f/Gn+ejhyzwUW2JIq3OlM8KOneJmPU+I4B8Pfp3H20co+QmOJzb57M4JkpZN2UzQ2EgxdryOmnTQz8axH2zz1ohKHXDAAd8t38kM9a0Q179jnLbYMAnMkF5oEBohbV/nD2oPUvFiFJJtYrLLsUSZpUqBxzbmaHUM6qHFtpfhdxcfplOxOHxoh5Teww8lGq5Jx+t3pGp4BicG1in7cT5ZeIIFZ5gvVE4Qk11ODG9zRRpCV33qO0mEJ4isANVy8RIKkQA/EZEeaTKVqXBxfRR6CnMje1wvF5mf2EGZCrlycQK1KWG9ZNIdjIgkkF24sT7I8GCNxXKRjNVj6G2rnEhtoUoBJTfBpFHh3vwGTxzR8QIZ+akU7iGfxdUhrBmX66UBkpZNz9HoVU2kTl/ZLRz08LWAyJeIMgGhraDPNUjIAU1bRwxASkQ01lN46QjZ8PHTAm1fwYksmqbDlzbnqd/KMnpkjx9KX+VvKveRUnuEkSCuOvihhCQiLrQnGDNqVJwYebXNvp/kpjNA2YuTiNksNIYY0Wtc6/SXx7e6KZodg0Te4ZZbZNdJcsTYpuQmmUnu87Wbc2hTLZyNOHXbBCDUQH8pThgeuO0DDjjgtXO3LKN/K+4Ypx2qEXpFJpIjoiGbq5tDXN0cItrXEUWbja0ckhoQtlTUukww6PHrT/8kk2P7uNeTWG3BjXCIgbEaAO8dXuRqc5Aho8FivciTjXkeTNwiQKCJAFP2GDIajIuAexI7tAOdjXyGFy7MQiCQ5Yh3PnSFs9sTBD2NejnOxabJ+GAVXfZZr2X6CmKNFDPZMkdPrFO3TfaqSfyWSmxFxYtFSPsau5UialNiY9agkG3xV7un+GfHn+D58hTFYovj1ibTM/v86doDVAYjkoZDGAouro8ipIjKzQIIEGZIbKrBqYEtynacW6U89x1a5ezyJHOTOwxZTTq+xqGUx2ozx149gdKSCIyI0NNBjfDj/dhxfSFHMOASJXwGY03+48p7KDXivO/Qde7PrXO5PkxW72IHCpeqwzzWOEwyZnN9f4DD+TH8SKbjaXR6OqdGr+OEKmNGjcd25ylaLR4aX+VIbIdJbZ9NPcul7hiPJBZ5sjXHJ088xW9/+YcBsH3l9v8f/GSEJP3gv2jfbRbq3To4HPD6cLc7lTuFu3XWfcc47dimhJcAuSfotjWkloLcFehVgdc0CfIBcklFkm6XJoUC65bGKgWS+wI7H4EaUVrOIXcl/rwex7IcMlqPU7ktHkldJy11+YvqGYLbofwBtcnn947RcAzeXlxhzKwRu3+BJ5Zn8FbjPN6Z44ePXmXMqPF8dYqrV8ZZawwityWCeIg15ZKLdTHkvoRpxYqhSCElLY462KKzm4BIIHf6y9fKmkGpoSGSLn+8coZmx+C3l99NYbhO+VYWyRPodUH3xTxyCH4uJIgFSCM2VtzB92XSps1yI98PFzR1zr4wx+TxbSzFJaX22OsluLY/gKn1m6h4OR9rVcUuhiD6muRaQ6I75aGZHr7Xj69LImIiV+OF0gTD8QZpvceLG2MYhocsIsLlOPtpk+xInYeyyzy2d4QwEihKyMv1UUasBk4oMxxr4IYyHV9DFQF/VHqYcbPGj6QukJIc3pe8wj9+6R8hD3eRpIjycha5K+Ee6aJp/g/EaX+vpSKvfP3dOEgc8P3nGyVKB/by+nI3XuM7JhEt1MA3+xfXXNEw9iQiBex8hB+L+tnGWoSf88CTUPZv9152JexchGwLRFfuJ1YpEWFNp7Uf54WdcRbqg2y6Of6s/Da27DR+KJNQbJZ6RbabSdq2zrXmIE/szLDTSzIzuI801iFyJW40iqTkHh8pXkLOOsjtvniJcAXl/SQ7tSSL1QKSiBjUmyR1m08eeZpivI3QQ6SuhAgEXjpEBKBVJPQbJrXFLPrZOEIN2d9OY5RklI7Aj0UQQW/MQxnqcnpulZFiHc+TcTdvt+qMNyh1EwhHIlIjFBFyPLXNjWaRuOpwenCTIBQEvoxwJZzjXawtCWtTRq/IdGdd5JiPWzMIHZmOq9FxNVQ5YDRR5x3ZWwAEnkwu1qV5K01gREhxjxOFHf585T6aro4kIgqJdl/DfGec9VaWpmcwn9jjgfQqjcBElwKavsG6n2XRK3LDHSQM+ysZQ5kmAH4qIJPs8r6p68QV5w21u+93bacQ4i1TL3rAa+M7dSLfsKUDezrglbyq0xZCjAkhHhdCXBVCLAgh/tvb27NCiK8IIZZu/87c3i6EEP9BCHFTCHFJCHHvd3IggQZmSeDHI7xkRPewg3W4DkCoRygdAUUHQoFSVwj1iM6kj9STsI7X8I50ia3JWNsySldACGpFgWfS7D49wv/19Ht56tYMCcXh0dQ1fi73LMdiW0xmasR0l+X9HDPpMpKI+KHidX5i7mWyQw3WtnN8pXwEgB+Zu4QAwhGbMB4g6ipuT0WWIrbsNG2/H0N/vn4IXfH5r08/T3q2yujpbQjBnXCIBPSmXCRP0CtGqBsaKCG9p/bo+wAAIABJREFU8f7M2M0HBEfbHDq0R9yyuVXNMxhr4m3HIO+w34jz4oUZ1paLRFa/YUnDMdh1knx86AXen1sgqTj0HI2gq0DSI2iruJkIuxDixyKkuoLYMpA7EhNjZWxPIWd1CCPBfGKPqh/jwuYoYUdl7fogkidQhrqEnsRON4kfyFQaMcrtGBulLL1AJWv1GE9UeX/hKu+I32BCKzOk1kkqPZ7bnWKhN8qqm+e3bjxCsGthaB7ldgxtoMvIZJm47jBv7qBL/htqd68XrxxwDwbdNwc/CJv7Vnby923m7+93p9vVnXxsb3a+k+VxH/i1KIrOCyESwEtCiK8AvwB8NYqi/1UI8a+AfwX8OvBBYPb2zxngt27//vYfYkW4mQilKwiHbNLJHrarEsRC1IZEoIEkRYi6gp/yEa6EVpYJVeheziCH4OQivIzfT9aSwCt4+IMRoqYiTJ+opPPV2jEez86SiNn8+NTL/OrIV/lC4yTTE/us2jkAEpLNV2vzfGR8gZcS41y5OEH1sMVcukTx1B67lRTWioqTD0GO6Lkqz65NMTuwz7XNQTTdx92MsTyR42hxl6VKAWu0Tdxw2OtlGRmuUpxpcW1vEM+TGcs1mE3twwk4k1rm6foMqgipaSalboL1ZoZIihD7Ol7WI7kk0zjqgy0xcqhMx9F4MLHCjpfhXH2CU6lNdNWnF4G8oxPqEZGAMOdBWyFSQyJfIjbcYn07RyLdZSxW52J5mHrcIqn00DQfzxeoTQkvFRJtWkgy1G2ThOHQXknRCeHwvevsdJMIEZFUHLxIxhAehuxhCA8vGiNp2GzbaZ5ozNLuGIRaSKttIq8aJE9W+LHRlyl7cb5cPoopnn9D7e6N4iCO+abgDbG576dDu1Pt6gd1PG8FZbRXnWlHUbQTRdH5249bwDVgBPgo8Ee3d/sj4GO3H38U+OOoz/NAWggx9GqfE+oRakugdASSHFGvxLGrBpItkb23hDLdJqjoBGn//9Onnu0guSBuN5/S5xqoKYdIi1AaEnJVJfIkCnNlREXD2JeQuxL6ZYvGeoo/+fSjfKlxHFUEdEONjNpFkQL+0+K7qPYsrrUG+eWRp3j0wQVKLw/wzPoUpXocISJ6cw4iEChrBu5CCrersrA8QhQInK5KpEV4V5OcuzRN72KG4GKK2oUCalVm+1aBly8fQpZDDMPjTGGVn8yfY8oqs9QbIKt18SKJuOrwUHGFX5h8DpFxCdM+8xM7+O9ugB6QH6+jSCGSFPLF8jGeqU7zvvxVLjVHmM6WmZwqEY33CGMBkg+0FMwtGSNrE4kIu6cxPFjj5MAWDc/AUj1utvJ8ZWsedyFFpES4wy4AqcNVJo9tU4y1cXyFSImQu4IglNhvxfnA4FUUKUAVAed6U6x6eWbVMu9JXSMIJSbMCgB+U0PP9whcCckTZM0ueaWJF8mcTG2x5yXfULt7o3kzzJLeqvygbe6Vji6KojvOEb8ZuRuv4XeViCaEmAROA2eBgSiKdm7/aRcYuP145P9l782DJLnuO7/Py7vuqq6qPqevuTEXBoMBCIAgSJEUCULkUitKWil0hbWywvYqVtrwOixZtkOOjbV2Za0c4VivIrQh2VodS8lLSqJISbwPEAQGGABz39P3fdRdlXc+/1ENeTwLYGaI6ZnumfxEdHR1Vub75S/r2/mrfO/3fg+YveGwuY1ti7wLZkXBHvNIFWyCWgI8Ba2mArA8USIz1MAreMiGjlW2CSbS+GsJZF+A0lIRoaC1nEZJ+0hNogSgeoLE7jZt18AcaeGINLLHo5PWMCoqVkXwd597CnufQyZn84GhCaYaRRKGz3o1zViuwqxXRFNCfvIT3+FqqxcvUtGUiBPndyEiCFKS5JyCEpgEliTIh6BHkAzwpYYIBF4hwlpREWF3ta3IFESGpF232De6xGtro1xu9lFzEpQSLdK6y4qdYTRdYcisMuf18I8OvU4rNHlpcRxdDdk7sszjPTP0Gg0m7DKRVLjWLPFbb3ycF/adY6JVwlBCFCVCWdMIdjlQNeiM+VjnMtAXoBsBx0qzDFsVTlTHyZoONSdB7VwRRYDaVlBXVcKdDgk9YCTdnfZVbSQxqgr9Ty1iagGObbDo5QgilT69Ri1Msd9YxEchlAof7b/EgF5joZIFPULXQ1xbxc9EHMovEKGgi27t8qTq3VPd3U8exCSZB4X7qbmbdfHW63f6onfjvm+3z2ZqLE7CfHc243/8toO2ECINfA74FSll46YPSwoh7ujMhBC/CPwigEUSLx9hZrpJSEpDQ4SgBBAmJFKVmHpAa8WEfMDB/kVOTe0BCWoqoDBYp96yIFSJqgakAkJTRQkk7bkM0opAkaTHGgSn87jjDnp/G9tT6flikkizcDWTpWKGpWqGj+26zESyyKm5IU7PD/HJ3edYcrM8nZ9g0cvxemWEvbsWMfcFRFJwPrEDtaUS6RIU2U1U62gkB1vYHYOopePutTGsAFUPoGOC151vfWWmH9lREckQK+3ySGGJr5w8jFF0cEONot7mm0t7+KGh86x6GcqpNguNLEvNDF+19/O+vmlW3DQpzePK+R1IK+KvTz7G04evMpZbZ2K51F1ZbN0ABRRbxctFoEAp06agd9BFyLqTYqmWxalYaAr4mQi92u2IkRGkdI+6Z7HY7D4J7/zANM8UJ/jK4iP05FvkNJsFJ08tTFFUW0z5JVaDLI7UqAcJ3qgNE/oqxqKOl9Yw11R2PzfFgeQCtTCJG2nMdfL4Ur1nuhsZGbmTQzeFOHBvPe615m7+/O9UDzd3kd/cRXyvNPZuvUdbXeObdY02o83byh4XQuh0RfwnUsrPb2xefqsraOP3ysb2eWD4hsN3bGz7/yGl/D0p5XEp5XEdE3NNQdMi3GtZIiMiLARYh2roI21EKFhbyyD6HYxFnTenhglzAVpLQa6aNE4XCdYThK7araPtqgS5EK/fRxoRhAKhRbQqSdLH15CeSng6RxSqLD8bYXV7bjn16m6EgBU3zXCqymBPg58/8DLDVoXdyRUqQQpFSPqSDQZTdfZllukx2/zkkycYPrKIKHgYKxp4Srf7eTJDZGsotoJQJW7boLmcxrJ8EBKlqiM9BVSJqOm4js7Xr+5neNcqgadi+zpupPFs3wQXmgOcXR9gYqVIaz5LYznNeH6dFTfNqp1msdMNplq1+3QP0IkMEkmXcMAlsaiitRQiqxuw1YzPR/ovA3C6OYwiJE7TRF/XCPIBesnG6wkJ0hLZMMgYDtP1AgOZBs/vuUhfokknNLqV3hIdxs1VrjVK5NU2q0EGXYR8fuEo826BNyrDrNlpysUm2aPrKBfS+FnJzvQa367t5XRzmHmnuzhJQvHvme7K5fK7C/8eEXeVbx3uteZut8rX7fJO7W3WkMxb3fi36s6/lxq/8cvLnR6zHbid7HEB/D5wUUr5Oze89QXg5zZe/xzwVzds/9mNzMqngPoNXUvviFOO8DyVsNfDWtEQbZVSuo3vaehVBXPSQq5Y+NmIqKkjfIVoxEbxBEFCotcUzDmdIBOB6D7xaus6Rt5F+AIaOua8ztpKFiLws1F3XDXl45S6Y+LWqgJXUlxa6+WluZ00XYOS1qQapDhRHedEZYyJdomPFi6Q0Rz2JxY5mplDV0Ie7ZnnRw6e4pOfOIFVtMkMNolKHsJRuqtxtXVoaRgrGu31JIomu0++ne6TZZQJiFo6Ys5idrKMsmCxvJTnq7P7mLULtAKTUrKNpkVIIXnskSlGkxUymstwusp8PYc0IoJsyOi+JZxQI6fZDGSaiHUDt6ebjJa+riELHp/cf5YZuwcFiaEErLVSlPvqhMMORIJyrgUK3SlldQVNiRjPV6g5CY6kZ/l08U1WvQx7cqsMJBs4kc4vjX6TTmSy31zkjD3MQiXH12f2MvPGEItv9rMyUWRtLo8z4rH78Bx2aJDVXK7Wysw18/z3e75MKJV7qrutQhy47z9bRXM3BthbdY2/3XH3U0s3B/GbA3qs8/fO7XSPvx/4GeCsEOLUxrb/AfhXwJ8LIf4xMA38+MZ7fwO8AFwDOsB/cVtnooBfsVDbKqHVnZc9eWkAvabg9QYYKxqJkSbBuSxBSiJ8QZhWIBWRmFORGvgbc5wBCAQiAsMIMHY0ac9ncIc9FC1CVE2kCkpNR+sI3FKICAVSh9CQqK8XcPfa5Ms2k26ZI8kZLjb7WW6lGeqtc8keZMXNMKf38NXF/ezLr9AODWpugt2ZNX5q32tc75RZyOTImTYn39iNNdjGblikR6s0mkk0PcT3LaTa7U63ZgwUH6QKCBW9KTBqBs1RhfMbiXeaEvEju09zobefXek19icWCRMKf7d6EEsPaBkRqZzD7EoPU16J9H6XPdlVvMMqM+cGUFxBeyxE0SQnVkb5yMAVvrq4H1MLaLct2oDcKCPacEwy/U1a81mCTMRrE6MIVTLaW6EeJvhGZT/9VoMhs8qVdj+KkJyzd/CtlT0MJBu88sZeyPr4awm0ALSOIBzw+ej+yzyRnSSvtvn92Q+QM23mp0ocfmSG7zV340bT91Z3W4i4q/y+s6U0txkB7n5nm28lfW/X/7dbBm0p5XfhHddx+Mjb7C+Bf3KnJ6K4AqkIpCqJFAgzIelyG2M0oNFM4nsK/lwaJSWRfS5RxUA6KugRkani9AeoWQ/ZMBCegrmm4hZD1NN5gqRElRCmQZ21iEYdWDaJrAi/ECIliJqOXhckHIFTlCjzFna+zd/OPsJqX5qC0eEDg3WeSl/n67UDlIw231zeS0r3uFzrRVdDlmpZWp7JYDrNE/kp9qeWmHV62HNwnqLVZmC8zjOZa1xz+3hxfTfpwXnemN1BZOs4Ix5Ci6Cho3YUwoTEqAqsJY2WkUSpaURWhDoW8XTPBN9e20skBb1Gk8V2lsbpIsmWwE8bRNkIzVZ4Sd+FUOTff3hSoVt8pmqw5BT4T82jBL5GtG4gAkGUCSEUpPta2B2TPQMrXJrPdqeYHdTYu3uRtm9QD5J8qHCZpOLSiUz2ppawhMeUXWQsU6HuWQzuWSWUgvHdFV4+uwdlt41sGyzaWVopi05k0JdssNzJ0jdSAcCXKm8NF94r3W01ttuNZDuPY97M/dBc/OS5edzqf2m76fMttkwZU7Mi8DPdaUDOQEC2t0VjPYWZcQk9tdvFXXIJ291iJlEmwJw18HoinP6A5IyGiDRCC9LH11iXBaQZ4QxEoEsyPW3sK3mCbIQ+YeHnIvSaStRW0UZbJHratN0CbkkSJiIwI2rXe6Dk8rX6fv7RwddZ91O80trFDqvKy+vj9KcaZDSXYKNLdyDZ4OzKAJoS0cmY/Oml4/Rk24xmq8w0CzR8izcqw3yk7zJPFKZphSbTuQLF/g7z9RyhFHQ0SWFnC9fX6FzJIwJQqxp6Q0Ebb/C560c50rfAULLGdKeH19dHWL1QRmhgD4ZIXZKa0vDTErlooTpg1gTNfT4iFaAsmSiuwJhVCS2DqLe7FKbiCfScg+9ptGoJRofWmakWkImQxh5QUgGTqz0Ml2q4kYYjdY4aM1zyBkgqLlecAU4tD/HhHVcwlICc4RBKwYsX9oLSrSmuVnSC0W6m+Izbwy/0fYfvtPZT0pp0IpNXauN40ZaR5H1juwTuWwWc7eLH/eLmrO87mWP8MMxHjnl7tswdMkyAWRUECUhf0+g08ugBMK+jJLorZoVLFlZb4LcVDFvgZyV6VcErh0Q6pBYk9T2wPlXolj3N+YiKQZQOadWSmOMtgtUEii9QSi5h0F1RTEylqaVD9Khb+1xvaISmxKwKWikNNeXzxemDOI6OZfm0WxbDvVVy6Qonl4fZVVjn5/u/y5RXotdqAnSfOksVhJBcXuvlo8OXeSI9QSVIUw+TdEKDy80+nijPMNEqkU/aDCQbBCWFnO6Q0lxeMcZodCyCKxkSyxLn9Tzy0SZOqHEgU6Wot7t1w32BXhdQU7uBW3Sry9m9ksiEIAnJKZ3OiEALBakFgVMCswKRoeAN+JgLKv6VNNGQh7FgsJ5P0llMI0JABX3CwjhSYyRdxY003EhnJczgSY1z7SGKepsPDF1nutODE+qstNNUamkSOQd7LYldSUCPz0CywYzbw48VXuW3559n3UnxfP95IqlwMLPI99R7W8Y0ZnOJA/d/zttdj5uTp26nB+NhHie+XZ9v1t/b/Q3b66l7y9Qe9/IRdq9EdcHtkSge+D3dsebcNUgubASbYQ+pgLUuUFyB1hEY6yp+WmKXBEhILKhYawJpayiuwJrXkY6K2zZQHAW3HBI2dYzhNlpLRQRgrKtkJ7vtJlYkRl3g5STWvE7kqbSncuzsXae5nsK0fBarWaaaRY71dpNFv1o/iCN1fjj/BhUvyVhinYzhkNZdDvcu0Gs0UJF0IhNT8ek1GjyWn2XNTbMzvcaxnlkyukMkBR/IXabpW3x44AoAfr9P9QkfxQd3Kcn1Sok/vvQEX5g8TN220OsCo9mtKgfg9EY0dod4pZBIk91xcgnWgkaQDun0S4xqN/kuNQuJCQPVBiUQEAm83m4pUZkIEZEgOavi9oYc7ZvnWGaGtOqiixBfarzWGGfNTTNqrlHzEzihjiIkq0s5evIt7JUkqd42Wk1DqeoMmHUOJ2d5wx7jifwUP7PjFSwR4EQ6C26O4KYpXw8rD9KN+EHy5W5wO8lit0rounnfmNvjnabX3Y0EvnuVBLhlgrYouwSZkNYBF7GrTbTTZufuJUaem6F6JEJ/YRX5wSpKXUMWfJq7Q1QX/JwkSEpERDfIrnYDt+qAtaQRFANCS3YTzRy1WxWtrSCsEG8+hd7sJqxJHeySwMuC3Se6T+5z3cQ0fdZA8QRXZvsQWoS9lqSca5ExHGbbeQYTdYbMGrNOD39dO8oLPWc5XR/iYHaRwUSdIFJRkawGGXYY65xvDeFLlV3mMp8pv44dGszaBZ7MTFIwbL5d288T2Umey1zmF/Z/j8d2T9M3UCNISTLXVGxH59jQHCOFKmGk0BkNcEr8fYIegIgEasYnSoW4pRA/J3H7QpJzGn4hwst1ezfsfoEIIbRAa3cXa9FXNVqrKURLJUqFdAZDEvMaLd/cWAQkwJcq36w/wnwnR0Z3+PzyMXQRMV0tcG5yiNHhNeqtBCIQdJomkSbJ7qox0Smx6BewFJ8LrUGuOX38yfQTRAj6zQZJ5d4+ab/bzfF2p7PE3Jo4cG8ud6rX+PO4+9yr+8SW6R5XJy2slgA03IJBkA+YcMuUexuM7FnG0nykJXAP2Yxn10mpHktOhpzusD+9yIvreziUXeCL0weJfA3VcvEvFUFC0O8hfYXsOZ3OkCTIB2Br6C2BPexjLmlEgNMXoTcEkdE9J98R+D0B1pKGlw5QKgY9eyrUGkkWlgq4JY215SzJPR4fyl7iZH2Unak1znSGKVstdBFiKgGvTY8y9sg6q94AzcDk5PQIo4fWyaoOE24vioiIpOB0e5h2YPBc4QofTF6lHpnMu3kezc1Ttlp8bWcG1U4QrCR4ZXUvxfEq5UwL8XKOIAmKLzBq3R6CyNr4BukrSD0iNAV6VUF1wVxRUd1uYppUJEIKQhOk1v3SIzWBWNEIxx3UCQshwd7h40Uar1bH8EKVmpOg0kjy6b1n+fmel/jtpY8BUEq3cV2NubV8d6nNgQ7OegJrpIWiROR0mwG9yp/MPwXAqeUh/pcDX+A3r32CpO6z5r3yNurYPO6kgtRWmYe6XYm7yu8tb3etby66cuN+D+vns9183jJB289FeAMh+TcNFF/Q0VTylzTqIyVW+wOy5RbNegKApVqGTNJFVSI6iQ7LToay1eJSs4/9pRWGE1X6zTrVHSkmOiUSqs+3zuynNRYhVYnwlG5d7d6NhDc1hZoIsM4mCZKSSO0GMK8AiTkNezAAMyI71MDxNaJQsGOggiIkVStkJFXlfz7/KVKmx8W1PvxQ5TO7TpFTbS40B/ihfedoBAkUEdEJDHb1rfF06iq/u/ADPFOY4JHUItdEH2+sDdN0TJ4rXOFvW4dIqw6HU3N4UuNyq4+hco01LYHUJCIVUE61SGoeU/s9zHkdoybo7PTZOb7M3CtDGKMuzrxFZAiMmoKXiwi7C5ERmqC3BFKA3oJMJaI5ouCUJV5PROa6StjsXm/16So/MnoeUwmIEBxJzPK95m7+svIojcBiNsgx186T0l0UIUklPFxfQ1EkYz3rTIgi6YRLT6LDVLPIY+kZVCXCDnSO9c3xYnMfv7n3L/hK4xDXjM79kuDf8/2UZny3ohYPKnEy1PfH/QwSD0o29cM8nr9lgrbIe4g1k/Zgdww2M6kAEr0tkOsarVaO5LJCeyzAVyTFUgUpBdHGT4/e5mqtTCgFQaQQojDXyVMwbK7Wyzz+yCTjqXUm20WqbhJdCVGE5MpCH4oZMtpbYXK/gnRVhKOg2gpaW2APhCiuQnKgRS7hkNQ9JoMipUQLRUjUvoi5Tp52y8JxdBRFEvgar6yN0/BMTDVksZOl5ZqszeURVkgqZ/Nfv/ZTHBueoxlafDxzlimnRK2ToL2W5H+b/BRRLuBDBy7zaGaWebcAwHN91/j8oykUR0fWDC6dHSY13ERLBPgZDaMuyF7QmfD7oRwQTGUxWoIwCaEpEXIjoc8Af8BDrhhEusQpCjp9gsQq+BnQ6wqBBX5G4pcDfnL0PCfWxyhabR7JLHHO3kFB7yADhZfmduJFGnuyq7RDg6LZ4WhhjtfWRslbNrO1PPt7l/EijY+WLwJworGTtO7ihhoprbsk57DWYMxaI32Pu8dvxXtNVLmT4+I6zg8X8ee9uTyo13TLjGlns93VqFAAAXavxMt2x5ZFCOa6glGXpCa1brWwZgY70FlsZPEjlcl2kT35VSqNFEWzQ91PcGp2B68ujpA2XFq+SVp1GUzU6Us0SWoead1F0wOeGJ+m6ZqMDq5j5h1KuyrorW52utHXQRZ8xnsq7MsvU3USHOxfZDy1zmiywrGeWZxQJ5H0CNYTuHWL/UNLTK8XWFosMD1XYmqql7WZPFpNRUaC9nwGVZWcOL27m8AVJWkHJmnLxcw7SE1izOsstHOs+RlqfpKzKwNcafUSBArKnIVMhGgdhXbD4vCOeSh11+pWbQlWhL6uEWUDnDEPEXZXQstMKOjNjTHvtoYctomSEUZjo4icL9EbAsUT3WI1fT7ZcotlN8tYusJT+Uler45wvjmAE+n09tY50reAG2q4kcZko8je1BKLTo5SosVAos7h3gWe7bnOTC3PoF5l1ulhoZ1DExGHCwv8UvlbqCIiRDCmr9IIE/dXiPeR7Th+vp3OdSvxMD4hbgbfz1DWdmfLBO1W24JIoDqCSOte8OZBDz8l8Yohmg2hJdDb3epateUMbU9HU0M+1neRnx14mVAKfmzfm2Q1G4Cjw3P8wPBVpqsF5us5vrO6m6l2EVMNKFstnspPcmRwgaqTpCfR4enSJPm0Tb2VIPHkGnLEJmH6HN89xVhqHTvUeaI8w3wrR0L1ObE6xqxdwA508kmb8X2L7N25yGIzw4H+JVJ5G2vGQKtqpCc1IlNiLOpYyyqcz4Am+Rd/+yM4UmeiWWQsV8E0AhRP4A35TL80TCQFWc0mZXqMJiuEgUqQD9FTHollgagaXF0v88MHTtM64NH5cAt9RScyJelLBsaCjrUi0FsCp9x9elaG20g9Ipl00fMOTlGi2gK30E1KM2rdbH495eH5GqtumlU3zYzbQ1p3qbsJJtolPrnjHL1WEy9SmW3neaY8gYrksdwMh3MLTLd6eCZ3nUcT0/yPB/6G79T3c642SF+ywYBVJ5KCFzu78KTGbJDFUnwMEdxPGb4j8U32nXmvQwgPG2+npa1QgnS78rAljW6Z7vFo2YJ02K3YlQq7U388BRGBXlPxU92nQakCEQhHoX6lhx2Hl3ipsotLZj9BpHKl1Uu/1QDgmcIEScVFHw2xQ4OvT+3lmeFJLtd6MbWAtOrSCQyuL5UZ7Vtn0c2Rt2xsTyeKFPYNLrPWSTFZK7J3xwqKkLy4sJNPjpxnslOk6Zi8Wd9BGKhk0ja1ToKdxXUqK1nyCYehXJ0r/SkA/DEbaeuUH6mR0j3sQCepe1w9M8wfLDzLxLV+JgAl5aPt6PDMyBQvij18dX4/7x+Y4Fd2fZ0/Xz7OJ/Zd4PW1HdTbCRI/uIJ9pox3IUdhV4dHxhfo+AbTRYvkhI7dH6G4AqckCVKSnr0VKrUUj++Yp9VnoikRQaRwaS2B6nanWgVpCCxJmA0ZLdVIaD5t3+D5/vN0QpO6muBQ+RojxhpZ1aEn3eLfOR9mKFnnG4t7OV7uLvX5A+mLlLQWxxJTAMz6RfYll6h4SYJIpeKneDZ3FVVEpIRLM0qQFC76Fg3asD3ndN4r3mmMMb5Wd87DmhAWc3tsmaCtD7UJZlOESQlSIJXu3OlIhTDZzX62VhSsNYndJzDXVIKkZHalQOQrDA1U6Ul0aHomkRTdp1IEvtT4scKrLAU5fvTYaywFOapeAkVIKn6KhmthmD6HCwsA5HI2q+0UqiJJah6RTFOppaj1JVlx0xwtL3BifYwfG3id8eQ6fzt3gPVKmpTpUbctpqsFrKxL0zU5WFziiae6lc8KWoezjUFGk92SnedqgxzvmUE7GnH2ynB3JbAIduysoioRs60C6bxNyvDQRUgjSlAwbEzFp2DZPNs3gS9V/tookZlU+PryPl4YOMcTiUnODg3zl+OPMjHRR2Z3E1MPqLUSVC8W6XlknYVWjkcKy7w4vRMAxVbwspKw5JG8akIShNGtlHYkN09BbxNJhX3WIjmtQz1IklUdTndGyKgODc/itblRPnXgLCW9RTO0eMMe41hiigmvl2tuH/UggS9VJupFVtczPLFzmjdbozybvUIjSpBUXP7j2lOsBav3R4Axd4U42Lx34mu4+WznL+BbJmh7K0m0oQ5+wyTb28I9kyc0IMh2x7lFpzu+HRqiu2511K3U5zuwAAAgAElEQVSgFrUTqMdqLCznqWetbmGPZpqrSpmhXHf8esop0m/W6dPqABTNDnm9w57EMmdWByhl2iw5WZbaWZ7tvc7P7HyVjOKgi4A3EmN8xd7PSwvjaGrEf7f3y/wH5xkW/TxzdgE/UPnw3iuUjSYTnRK9ZpNvz+1md36NktEdDz6SnmPUWKUaJJl38rw/f51KKsXx1CR9eoPLJ8ZQxtr4ts7MYg/SVUmVOjiOzvjALLoI+eLKEfqsJq3QZDhVZX9ikW/X9kKvS7CSYGquxHS+RCu0mLF7eK58DU1EtH2DtUYKt2qhSVhbyLFv9wJ5vcOhgUWW2lkq9QxOX0j6vEl7PCQ1pdIqKUxc72N3dpVWaDJk1lgNsgzrFZKKx2VngLONQTQl4mBukUgKVpzukpx7EsvsNxeIpMLr7THeqAzzbPk6313dhaGGjPRX2JdepqC16dfqLNgFpqMyP13+Hl9Rtu6T9lvET0Ixm0msr5h3Y8sEbalH+A0TIoFzPo9+qIEGhA0LRY8wSj5Oj4lyxURrdb8lOSVJclHQrCUQAtKWiyokXqjygf7rnFgdww01JqMie3KrdCyTn8y/hi818mqHc/YOPjnSzYxu+SZuqPK5q0cZLNTRlZCBZIMBs07K8shaDuVEi39x/od4anCa650yq06aX973DSbdMgWtjS9VkqrHsf452oFBUvW6WdR6h6TiMtMucGWtl8dz02giYtYrsujlKB1ZYWm6iNpWCHt81LTfXabUVfn25T0Uiy2CUGFKFuhJ2qQNl9PKMDUviRDgZSW93zDgEFT9JCWjxZRdBOBYaZZrZpnpN8dwD9mY1y0uR0NM1EYIBlyMhI9fjBChwH7MhkDglBXSFw1aj3hcrvXhBBo7c2kqbpKP9V5k0cvx/sxVTsgxfrDnAv/X9DP84MAl1v0UbqRRDxOctkephwkGjDq7sxZn64NMTPdyePcc7++5zoqXoeonmXcLDJlVMqrNX9ceI5RfuY8qvH3iG2vM3eTm4YVYXzHvxJYJ2kgBWoRe0fAKId5KChRJabCOEJK1qR6kHnVX7HIEUgW9KQhSkLxq4hYkq3oWK+EhhKTfrJO3bFqeiRNonFod4mVvjG+m9/ITO15jTF9jSKuyEmZIKh4rXoZGIkE7axAhqLkJQilYdrP8V7u+w6vN7mIWlh7wysIorqvRX2hyqj3CipOhx+jQCExGElX2p5Z4rTbKI9YC31V28aWJg3yJg7i2zof3XuHlyk5GUlU6kcF3V3ZxpLjA0mwPRAJ8BSXho6qSfG+DgmVzda4XM+njVC2crE40n+R8apjSjhphS0Oo0Ngp+PI3j6HvbPJPD3yzGwg1h52JVc7XBoiONcHT8Hc6WFcTOAMBqYsWiWdb2EsZIgO80Oz2duRUHKmhmiEzC0VGBteZaRboTTY52xpiLLHOhNvLc8WrXOgMcrQ4zw6jwqi5xhdWHqUZWOxKrnKuOcjjuWlemttJOdNidHiNIFJwIp0hs0YnMhgx1ohQUIg4lprirxTvfivxtolvrDF3i7e0dOPc9wddX1vBv61wDnfKlgnaalMlTHXnE6emNdr7PPLFFo6vYdsGUpUYyxoo/P1iHk5vt5s8sSrwcpBMOfSkOkgp+Ozk4/zWgc/x75c+yL70MucbA7R8k+Vmht+98hxfzB/hA8VrFLQ20F0W8jPFk5TVJn9Rf5yGabHiZihbNRb9PE9mJkkpLo9mZrnW6WPBzrIrvUbNT9LwLZxQI627tMLumPr7CpNYis8P9F6hNNhkzuth3slzcmmYn9/9Mn+5+CgDfXV+euQEfzr7JEMj6yxXsoiqiaJINC1kLFfh3NIAmZxN0vRYqlj4FQvdF8iOwvp0Aa3VncZlj/qkr+iIpSy/1XqevSNL5E2bV1dG+fjQRar5JF+6eAhZM9A6oGY97EM+7vkiJnRXE+sIgqUkpELCVASB4OePvcSZxhC9Zosf7XmNRmTRqzZpRBZ/vPo0TqgzmKjzVytHCSKFj5YvsdNc4X+98gk+OHCNv1s6yI58jYVGls+Mn+bZ9GV0EfKGPUZS8Xi1uYtDqTnyaoelILdls8djYjaLtwL1jeOsD0vgvt9sx2u7ZYK27HegqRPlAlxXR6lp1LwsVtFG10Nkpzs7TW8KgqTEy0tCQyINSSMvURyFVstiINugN9EkW3D5i8pxEqrPkcQsOdUmRDCb7eHlpXEm1orM13OkTA9NiSglWnxVHGTIrNHaKBu2L71MWnXYZy7SqzZ5sbOXSCr8g8IbVLJpLjsDuJHGx8sX8KXK+dYgS06WJ3NTjBpr1MIkoVS64+xemmOZGRQkjtRoOBYrXob/+9JTODULAMUKIAS3bRAlfE5eH0W3Apy2QbOVRchuCVIE+PkQY11F7mpjdwxUK0CqOl5Wos8bXGnvQCvavLDnAucbA2R0F7FiIg1JaEHkqegJHy8XEunda6vZAq0toKnhDfqUii1O1XdwOLuAKiLOOsM4UqOmJTFEyN7UCk6kczw1SSQfoai3qYcJPrvyJAXLZpe1wmvRKHPrefryTRbcHMP5Bt9o7+XT6XOc9vr50ewZ/qzxKPvNRZaC3DsuZrwV2Y7/8DH3n7erJPcwaul+V4bbrtPrtsw87VTGAQWURvd7hDQlSsrHm0vhLiVJzSloHYGX7S7+EWkQJSP2HphDyfrIoke5p0nF7k4pskMdXyq0A4P1MM2gXmVYr1DzE4zmKnxs/BK2212Ranq+2E3I8lNcbA9wujKEHRr8QPoiO41V3uyMcckb4NOZMxxPTvBqZxdlrcE+axFdhDhSoxMZ7E8v8nzxHB9NX2A1yNCjtnAjjQudQT7Tc5JHE9P4UqEeJGm0Lb50/SDebAoiUBsqrJvdJ+dlg1TCQ9UjBgoNFE0iEyFqj4vTH3RLsQaCgScWyWdsdo6s8N8c+Q7/7Oc+z+BTC/g7XIx1hWAtwRcvH+LKepm6ZyF7XRRHwR72Sec7JC2P8nAVY7hN7yOraO1uWdMgJVEaGi3b5GhujnFzhXqQ4LpTZtoucckeRBchndDgSHKGP156CjfSaAQWoVR4oXiGkXSV/2fhcXqsNoYR8M93fpl+s8FfNY9w1JphIsgx6xV5zRlkj7mMJXxUJLY07rMSb83DMBc0ZvO5eYWpm+dqxzrbXLbrtb1l0BZCDAshvimEuCCEOC+E+OWN7b8hhJgXQpza+HnhhmN+TQhxTQhxWQjx8ds5kXbTQukoREaE3hZodQWxZGFWFBDQGguJjO48bbc3RN3TAkWiKRF7BlcolZo8WprnsfIcH+m5yKeKp4g2nnK/UdnPny8f57IzwA6rxidK5xgw6vz0/tf4kR1vsm90icW1HCfmRpnv5Hi+/wJ7U0ssBTnWwzRPp65ywJznW509zPpFDiXm0EWILkKeyVzDEgFp1SGn2hw251gIcvxg6jJfqR3GjTQKWodvNR/hr2uPscOq8ZcTR8imHLylZNc/I0JvKqidbnGZIB0BkM10cAKNnnwLPelRKjQxig7546sUx6rMr+VxfI2abbHo5QhR+FDvVUqlJv5OB7WjENoa/pvdMqiPj8+gDLexFnTakzlqyxmSuk/ScglClc5uj9CSRMmI5IKC76tc75S54gwQSUFS8Thf66fXaHDGHmbMWuN7zT18tHiRJzOTzNoFIinoRCY/1HOa5/vPczi3wKfGzrEaZBk3V/l05gx9qs1qkGXRy9GODCzhsxTmqIcJmoF5T3V3J8Q30Qebe6W5W62V/aDrLC4i8964ne7xAPhvpZRvCCEywOtCiK9uvPe/Syl/+8adhRAHgJ8ADgKDwNeEEHullOG7GZFVA5kJIRSEhsQvBmQv6ARJ0BoKfjHA2+2hmwEjPXUSms9KMo0d6LiBxsHiEpdrfay3k3zi0FmcSMdUAo7k57jc6acRmFSDJAAzXpFd5jKVMM13K7t5vu88WcNh1U7zTHGCpOKRUW0W/AJp1eGCO0QrtDAVH4CM4nBAb/OfnCF6tBYhgmeSV+lEJtf9Mv1ana+295HXO0y0S/zNwkH+4e7TvLY2ynI9Q+CrOLaBaiv4BzrQ0nEGfISrIBWF/DkFdSziUGmRZTvD5FqRMFCptxMcHFjk1MQIz+67yt6RFSY7JRbtLGeqQ1xs9PPTA68wvmuFf3XueeyyAq6KCOHM7A6Oj02TsHzamQhpSBAwu1JALFooPux7aoaWZzI/XUSEkPlekpeUcWSk8NjILL1mi8OFBSbsMs9krqGICJWIpOKyHORIaR6mEpBUXL7V2A+ASsR0p4dVL8NH8hf4t6sfQhGS05UhdmbWGTHX+W5rgFUvzbVGGdt7457q7lY8yDfPmP+Me6q5h62L/OZa6/F4/ffHLYO2lHIRWNx43RRCXASG3uWQTwOflVK6wKQQ4hrwJPDyuxrK+eiLJooHflai1TQ6A5IgGyJSAUN9NfKWTZ/VxJcKlyp9JHWfqcUiUaDghSrr1TSRrfE/nfsHBIFK0nL5Snsfphnw6fGzXGj08+N9J/lmfT8Frc28W+BgdhE30omkYCxT4Y8uPsmzoxMczcyy6OWIZJ5HUzOcbe5gb2qZRS9HRnGYC1bJqx126atYwudLjaOkVYcnEpNcdfv545n3AbBUyRJVTD679DSKo6DZgAFGS+D0hohlC1HwUVYNxJBNFAkauonxSomX0kX8Po9ybwNb0yml2yy2s+wYqKCLiBdXdzOSrtKXaGIoAdOtHv7d1IfIWzYfG79E07d4eW4MO0qiT1ucaO4m3ddCcQVhOkRJBDw6MsepYATWdSZfHsE6WGNodJ3lah+KD+lvpfDTgjPX9hLscvjxA6+z7qf4XnM3Wc2hEST4dm0/CbX7hWaH0S0eU9JbpFWHebfAE/lp+vQ6iogYtir8+dTjBKFCX6lBJzJ5Ln2J35x8gYZj3nvdvQPxzeTh415p7mHV1s1+P6zX4b1yR2PaQogx4DHgxMamXxJCnBFC/IEQorCxbQiYveGwOd5G+EKIXxRCnBRCnPRxMaa7N2x32CNKheQPrpPYXwMFVD1ifrbI+QvDnFgY5bUvH2J1KcfM5T7EkoVS06lcKqIsWChNFfdijvB6ms7JEtr5NK3FNH/25We5Xinx5eohdibWuNbpY9bunrKp+PzToa8x0yrw3Nh1Bqw6vlQxlYAPZi/xN+tH+ED+Cu9LXudas4wiJFNBEV2ETPklAI4kZskoDv924cNc6Ayy3kwxP1MkdDQS8yoyFRKmQrx8RNDnwdEGyR0tRJ/DCwfPEZU9Alclm7GJij5+pru2deqySf1UidZymumL/WQNlx3pGpoSstDIktVs6p6FqQRoSsTieg5NhFys9fO92XF60h0+8Ngl/J7ul//OZLZbClaT5HNtdqXXUPQIIoHY02K0UKXSShIOuPiFiPYwKCGEFoR1nT87/zhN32LIrFHzkzyRncQOdRqBSSgFIQqdyORIYgY30kmrLr5U6VFbNMMEb9ZH+KnxVznaN4+uhOw2l4hQyBguCT0gYfj3THerq93qaw9b7eKYW7PZmouJ+X657aAthEgDnwN+RUrZAH4X2AUcpfvt9N/ciWEp5e9JKY9LKY/rmOz94CQv/OBrPL13gky5Rcs2aS5lGBpbI5F0UVM+WlPFv5glSErMeR3FEyghGFUFa0VBBEDZhZ1t/LJP/qll7KEAlO4iI81akm+d38f51gBnKoO8MbuDObvAoF7lDXuM/3L4RQatGl+aPshXVh6hEVhcdgd4PDfN360fYsbvYWd6je/WdvNiYy/n7B2sh2kcqXPGHqZHa3F2YZAvTz+C52x0YjgK7qHuAib94+u88PQphgaq5FI2R/oWODYyy2hijZHBdT51+AzvH5zkyT2TyGGb5j4fLy+Rgm699VBw/dQOXrk2zmy7wGihyrcWdnNmdgdnKkPM1PL80L5zeFHXtu9pNB2TIFJ5ZN8cSspHapLIlKhWSGU1y9dm92ElPBK76zw9MkXbN0iYHp88eJbPPPMq2UfXIQKjKjCqKtb5BJcrZf586jFeXRlhxc+SUH0Ophc5uzLI5U4/H0xexZcaObXDqpchp3b9z6g2P977GoetWTQRMWKsM6ZXmPJKTFZ66El0/v6J/V7orlwuxwE65j9jszX3Hs4rXljkHrDVr624nZuWEEIHvgh8WUr5O2/z/hjwRSnlISHErwFIKX9z470vA78hpXzHLqOs6JHvEx/5vhyIebA4Ib9OQ1YEbL7ujh8/Lk+ePHn3nYjZdhw/fpyTJ0+KWHMx9xIhxOtSyuN3dMytgrbofu34Q6AipfyVG7YPbIwBIYT4Z8D7pJQ/IYQ4CPwp3bGdQeDrwJ53S84QQjSBy3dy4t8nJWDtAbHzIPlyo51RKWU51t2WtPGg2bnRxijQy+ZrbhVoE+thq9m4X3ZGpZR31v3yduN5N43tPQtI4AxwauPnBeCPgLMb278ADNxwzK8D1+neED9xGzZO3mqfu/HzINl5kHx5Ozux7raejQfNzv3QXKyHrWljO9m5nezx78LbFqr6m3c55l8C//JWbcfEvBOx7mLuNbHmYrYDW6YiWkxMTExMTMy7s1WC9u/FdrakjQfRzv2wGetha9q5H5q7V3bjz+kBtXNb2eMxMTExMTEx95+t8qQdExMTExMTcwvioB0TExMTE7NNiIN2TExMTEzMNiEO2jExMTExMduEOGjHxMTExMRsE+KgHRMTExMTs02Ig3ZMTExMTMw2IQ7aMTExMTEx24Q4aMfExMTExGwT4qAdExMTExOzTYiDdkxMTExMzDYhDtoxMTExMTHbhPsetIUQzwshLgshrgkhfvUutz0lhDgrhDglhDi5sa1HCPFVIcTVjd+FO2zzD4QQK0KIczdse9s2RZf/Y8O3M0KIY+/Rzm8IIeY3/DklhHjhhvd+bcPOZSHEx2/TxrAQ4ptCiAtCiPNCiF/eDH/exc5d9edO2CzdbYbmNtqIdXcH/jxMmttoe9vq7kHR3C3s3D1/pJT37QdQgevATsAATgMH7mL7U0Dppm2/BfzqxutfBf71Hbb5HHAMOHerNoEXgL8FBPAUcOI92vkN4J+/zb4HNq6dCYxvXFP1NmwMAMc2XmeAKxtt3VV/3sXOXfVnK+huMzQX6+7O/XmYNLfddfegaO5e6e5+P2k/CVyTUk5IKT3gs8CnN9nmp4E/3Hj9h8AP38nBUsrvAJXbbPPTwH+QXV4B8kKIgfdg5534NPBZKaUrpZwErtG9treysSilfGPjdRO4CAzdbX/exc5d9ecOuNe6e0+ag1h3d+pPrDlgm+juQdHcLezcNX/ud9AeAmZv+HuOd3fwTpHAV4QQrwshfnFjW5+UcnHj9RLQdxfsvFObm+HfL2101/zBDd1d79mOEGIMeAw4wSb6c5Md2CR/bsFmtn+vNPdu7ca6e2cb8OBpDh5M3W1bzb2NHbhL/tzvoL3ZPCulPAZ8AvgnQojnbnxTdvsn5N00uBlt3sDvAruAo8Ai8G/uRqNCiDTwOeBXpJSNG9+7m/68jZ1N8ec+c881t5ntbrBtdfeQaA4ePN1tW829g5275s/9DtrzwPANf+/Y2HZXkFLOb/xeAf6CbrfD8lvdHBu/V+6CqXdq8676J6VcllKGUsoI+Pf8f90o37cdIYROV1x/IqX8/Mbmu+7P29nZDH9uk01r/x5qjndpN9bdO9h4EDUHD57utqvm3snO3fTnfgft14A9QohxIYQB/ATwhbvRsBAiJYTIvPUa+BhwbqP9n9vY7eeAv7oL5t6pzS8AP7uRifgUUL+hK+aOuWlM5R/S9ectOz8hhDCFEOPAHuDV22hPAL8PXJRS/s5m+fNOdu62P3fApujuHmuOd2n3odfdw6I5eDB1tx0192527qo/8i5lL36/P3Sz9K7QzZr79bvY7k66WXmngfNvtQ0Uga8DV4GvAT132O5/pNu94dMdf/jH79Qm3czD/3PDt7PA8fdo54822jmz8WEP3LD/r2/YuQx84jZtPEu3O+gMcGrj54W77c+72Lmr/txv3W2W5mLd3bk/D4vmHgTdPSiau1e6ExsHxcTExMTExGxx7nf3eExMTExMTMxtEgftmJiYmJiYbUIctGNiYmJiYrYJcdCOiYmJiYnZJsRBOyYmJiYmZpuwaUFb3MGKNjeU3dtUHiQ7D5Ivd8vOnWjubtm8zfOK9bAF7dwtG1tRd/Hn9ADbudtzETemkN3RijbAyc04jwfZzoPky92wc6ea206+bRUbD5qdu2Fjq+ou/pweXDub9aR9P1a0iXm4iTUXcz+IdRdzT9mU4ipCiB8FnpdS/sLG3z8DvE9K+Us37POLQLebQFMfN8sDSBWEBKlJckmbeicBkQAtQjgK0oogFKCA8ARSARQJAoQvkJoEVXb3iQQokmTCAyS2bxDUO6iZFJoWErha90QUSX+6TiBV3EgjpbooSCzFRyBpRyae1Gj6Jn6gIgQMJmsEUsWLNHJqh5mVMpElMayAIFQI6h2UTApFkUhbRWpveS2756VKkAIiECGIZEjkq4ig6ztyYx8hSZsuTqgTBApCkaR1Dz9SuzZyKTxH6w5yCIlQJKYaIoGy0aIeJAikQkZzWWlnSJouHcekN91AAJbw/746/qqfQUpBIBV0JSSh+ugixK3a5Isq636apmOhOAIlE1AyWoQo1LwEvqshNIl0FXjr/EX3M2z7BqYWUNJarAVpbF/HUEPctoHUJUnTxVRCmhWfMJUlmljDk67YDM3drDvTNB8/dOjQnZq6Y1ZXVymXy/fUxuuvv37LYx5//PH3bGezuNfXbGpqirW1tU3R3Y2aS6VSjxeL/y97bxojWXbd+f3u2+PFvueeWVlZe1V3V3VV76S6SYqbKVAz1ggDzGgEeQxJNuQx4C+2MR8Mf7E9AgwDwsD20IJmKInyiNrVokSJ3WQ3u8neauvaK6ty3yMzImN7EW+//hBNgeaQYje7ti7mD0jkFhHvvfv+uOedc885t3jP9XA/j3Pu3LmfSGsf5Bh3gvtxnHPnzu1IKT/QQbUf/5K7g5TyS8CXABIzI3L6f/8vcFoJhBpzZnqJt67tJ9VWiUs+I9UmGztZ9HkLbywAX8Eq9gGI5lJEYy4zw9vMbZaJmwZq3kMoMZVclzBWSBo+APNLFYxNHWYc/J6OsWbgV0LOHJ0nloJPFa9z2Nxgzq+QVvs8Za1x0atw2xtCFxG/9eLnCcsB4xPbNBybnxm7zTcWDjN1Po18vM14vsmh7BZ/9cYpkCCTEZkrBp2ZiOxYi6Tps32uilRB3d/F3U5g7qh4owFaXUcJQDnYJVhOEuVCnj48x/m1MRRFEt1I41dDUCS/cHIwIQ8bLf7j0uNsr+ZI3dLpjcUUZhocyG8TSoUwVgilyidKN/jtm88Shgpey+K/fvqb1PwMv158jcv+ELUwQytKoIuIKWOHRb/EtFGjF5usBAU2vSyvbe6n07OIb6TgoMN/dfzbfGXhCbSlPCIQaB2BkBDsc4l9FS0R8vOH3+WllUN0HYtTk0sUjB6XGiNMZeq88eoxlAiqpzeZytRp+jZhrPDd53/vnunu9OnT8uzZs3f1ePeLQQvkf5iH9dp/Ek6fPn3XPvunRXM/jO/p8Ny5c9wNB/GjjhBi6YO+526Fxz/QziWqEiOlgK6GnfKomB30tIeIBDJS2GknKeQcgpREOCooEq9mU812CDIRyrpFP9QZK+8i7ZDHJ5d5anKRlOHR93XyZo+1RhZjQycY85ASMvke/nCAsaVx9t0ZFCFRhCRiILKK2sGJFW57Q3Qii69tHSca8lFag+ecJ4aX6UcGbj2BW455emyRrNnnxUuPIpMRRlPBynh4eYm0IjQ1ZrOeJTIgyEV4mzZaV8VoCRJZl3jERRzo4vV0xLBLdbhJO7CIQpV+PYFfiNC3NarDTW52qgRSZb5fJghV1HRAbyyGksfOVoYL62PUemkabpK1dobLnTESRoByKY3wFda8PKYS8rvNJ3mpeYwpfZsziQUKape3u9MsuiUAtsMMlgi50hzh16Zfw+2YKIFgf2WH+X6Z9oXi4AEpEEgdgpRkuNzi0L4NSvkOc90S3tkCUd3kjdlp/m7uEP/tvpeZSOwiJ/r4xYhTpRXCWB2IppW9Z5rbY487xJ7u9rin3C2j/YF2tAl7Ok4tCYCzkuYbC4cJOiZaT0AoiEKV50duIYs+atHDWtMhGRLGCnpbResKVtYLtPoWSEFW73OrWWZ2eYjOSobzF/cTBhpSAeu2RSXXxdAipidrxCboDYWz52e44oxSj1IcM9ewFY9r/sDDHjMaHM5uIXZ1jKbCVitN3bOJpSC5qGGvKyhCktR8Uvke+ArBtIsQEhELFCPCcQ3iUCAiMOoq0ohRfPCzEt/TMa2A4XwbGSp87uBVLC0kiFTkhoXW1Egua6gHuhzM1zieWUclRlMiPjdxjclKg8SGgrZgYWU8fE9j4+1hluYr7C7mme8UGc/sEmQkUpW8eO0EG26WYb1JOzSZ9yv4UsWVBk+lbrPpZvg/V17gijNCK0owlmzyJ5un0KwQEcNcrcR6P4u1IwjbBoy4mPXBw04kBYqQfHrkBhfnJxh/fhnNUVD0mGjD5n+5+Vler+3nkbE1/vuPf41fK36bRzOrlM3uPdXcHnvcIfZ09z7Y87LvHHfFaEspQ+A3gL8FrgNflVJe/Yfeo7VUFE+QXFZR1cEattoHc3Pg2X596Qi6FaLpEe6kj4wFzw/dIhz28AsxZnIQAhc9lePJdf7J+AXoaKg9Bb2toN9KoB7oknhih49Xb3O8tIEXasQjLnpXoPYHQzHrDqOImGZkc8Za50n7NmWtzaurM8SJmFgfiC9ruGy5aby8xM9LNvoZNnoZnhld4NDBNf7FibeYLtUhBvvdBJ6rIyMFqUJoSxQ7JLQlUoV81qGa7bCxm6E81MKLNYSQzM4NExuSMBvRH4oZyrU5kV7jEXsFUwnRRUWxSZ0AACAASURBVMRst8LqW6NIBSJb4q8lEQLClMRa10iPt1lcLbHTTxElY44cWiUOFV65fYBVv8DnC5exFQ9X6sDAu97up5hJ7/Bs5hZP2HPMd4pUEx2Giy2ClCTYSXDtbw/iTMTkhtucnloiSEtUXzCZ2WXUbtEKEySzfSZSuwS5QTREGpKkEfC54au0/ATLXpH1KE1J67DlpnE9/Z5qbo89Pix7utvjXnPX1rSllH8N/PX7e/EgASs2JM5UBGspRChwSxIlgrCj4wQKyYwLwOMHFukGJt3IJJ3t42iSMNDwLqWREwGXumOs9bJUZ3bY3k2j3LBx93mIno6mRfy/bzzF9MFNIiko5rs0ShZaH97cmqKS7LLpZSkbHRrRBgeMLXqxyf7CDhdn8/gjAaOpHt++NcN/duQKV3NjGDsah9JbKEJyaXeUsWQTL9aoWh3mBEQWKKsW0o6JrRgAcy6BVCRKIHiktM7ZzXGUS2m2JyzC4gZT6QZySrByZQgEGA2FU4UVzrUmWTELTCe2me+XOTc7he0IEJCeaaKpMUnDZ2iqza5rs7BdQCiSit1hLZvj1juTVI9vs3O9xPy+Eu3Q4pn0bXqxSS82qPkZPl6+zUl7kSm9wW/vfIy04aGJeJBE1hJoh9t49RxKIHisusYXixe4/kiV/rUcb92cplxtMZTqcHp4hRUnh5IMCFXJof3rFMweK26BjWaGr9ZOMTteIW/0B2OllO6d5vbY4w7xQXX3o/IN9rzRPd4PD0RHNKlAbEkSGypaV0Gv9FE8QVz2CXIR2q4GUuCspnlmdIFYCnJmn5qbRlMj4roBQtIfCRkabzCZqGOpAbsdG8MIcad8rAUTfdkkvJgjNdxlfTdL1nTZmS+QXBV4lYhOz2ImvY2mRAC4Uue7vQP4UuXc5WmUgEHCmJCcnFpBERIRKoRJyYabJZaCfqiz7aW41Bolrbv42ZggJYlNSXZWRVoxii8I0jFqX+Ad6hNIhfj1PKoHIlBoBRaXtoeJpUD1B1nxXjXir24f52ptiEWnyLRR48XLj6DVdfycJPnsNo9V1zhS3GQk2aLtW/yj4QtUcl00M+Tytw9QyDmE2RCAuOTz5oWDbLoZdBFx2NjkY/YsjyWXKGgOrtS56I4xajY5mVsho/UJIwW9C73eYOkiMiUv5K5TCzM4c9lB9n9vsD6d0jy+u7SPT1ZuUC52SOT7eJFGNzT522+dwt1IIoBeaHAstcaJ9Cpp271fEvypY89A3D9+1Ni/n+TBjwJCiL//gj2t3WkeCKONIlE7Cl5eIgIIfRVln4PQYlLVLmEuwpozQcJLrz/K9a0hDqW2+GzxMu2OjUxFxLsmiqfwSHEdgI8Xb/HIyDr9toViRKg+BLkYjneQUmAZAVudNGpPoV+VYEbkUj32W9tMWTtcbo/wavMQVb1JRevAe2HxMBWhqxEHUzVUYqQqSc8NhtFUQmIpOJTeYjq1w8vLBxFDLkZLIEJB61CE0lWJDYmIBLEBqZSLLmKc4x7uyR4yETFmN9ltpFhZLiFCEJEACWGgEoYqXqhxoTeFvmUQJWIiK6Z1oYQXaZxdm2C+VWT2/AS/+c5n2LpYxbiQwi+FdHomworQlIG3rxQ8LiyPc9TYRBGSxaBEI0wRIfjz7VM0ohR5zWG5XyCv93B9Hd2RRIEyqErzBFthllaUIMpEMN7nZ05f45mhBUw1JF5K8n+/9LNsbWUppHqkDY+bmxXCXIg17FDKd7A1n1gq/PnaY9R3U/dHfw8h92ui/P4J+2ExQveSvTHb48dx30q+/n+okrDqo28ZBPkY2gbDB7ZYWijjKpLSWJMdkSVZ7hG9m6V41CGr9tkJM0S7JmreIxKS1GiPI8kNbveqXNk9zHOVOZRDkosvH0JEIHVJLtVjPN3kmfwcX986Rt/LE2sgOhr/+MxFerHBsL5L3U0y1yhxIrVGhEDb1QiqAZPjOyR1n3qQZMRsARAbMGXX2fbTVOwOS70CN3YqTOZ3mfXKRAk5qD/XJakFle7+iFiXBIf6PDW0ykY/QyrXYyTTppLo8PLyQejoaM7gYcCqOnAxQ7Rr4Y75NBI2/+GN5xB2jN5SyN2E1gF44+oM+o5GXUkTZSKS1y28nCRKgLAiwqUUagRrcR48FbGlEpZ9/vXyF/mnQ2+z6hdZ83JUjA5upPFuZ5yLW6ODe1SFL+y/wl9Xn0bsGvRmfFLXDV6uHSalexyZWUMRkpLRZa5bwlCjQVl6MkLdMaglUvzC+HmKpsM76xOcGVnm9fn91OoZLi6Poy5YyFx8vxS4x4fgHzI0Qog9T+tHIKV8KI30w3pdDwoPhKctPAWkwDjYRmR9RCBY28kBUMx1adwuoO1q9NoWEx9f5lRphe/uTrPm5VByPupcAjwVZzHLHy4/zj8qnGVfpo4uIq5vV9F6g0Ysk9M1bD3g5k6F+X6ZtVYWtS8IChGi4PNy7TCn7Xle2j3KVLpB0vR5uzVFQXVQAkgsGHiRSs7okVI9YgTTM5v0y5J6kOSfld7g06VrPJVbwDYCUrrHC9O38IsxiS2BCAS9YYmS94jtiKhtsNAusrybxzYCluoFbjXLhOEgxCzH+xQer6EoEveAS6yDngjovl1Ca6kgILEl2DkpCZOS1C0dETO4q6qkX4mRusQdCaCtEyfiQSMaAYo7uPVazeDds/v53fVnKGhdhswWtuKzP7VDy7fQtYik6bPczfO1+WPEBkhVcmJmFanBrXfHmWuUmN2o8FhulaVegazh8vniJUqP1NDrGnHZZyjf4d9efIFXLh6hv5zm9VePw3IC2TLQbyVQvtccZ4+7zp00ou9nct7zuv9THvYHmR9o23nH+X49/WB054d9PUw8EJ62mgwZHWmQMV3mrk/iDwUIKVD6KtuNNKorCO0YY9kgHFPY8VKcyS2x4WcZKrYwq3UWVsvEZoSuxHy99QidwCROCEazLazP7xBKlUbfZmm+glXs8872BN2tFHp6kGUdHAo4nN1iO8ygCslEooGhhBxJbrDsF/ErIcamRtl2OJVZ5t3OOK+sz6AMcsD4xrWjdA5YfLZ4mWu9EYSQbDoZYlsgExG9kcELo3QEbQN7WUPvgHkgJGEE1K+UB2Hu7TTBkR6kA6K+xpOHlrjdKdO0E2zpGeRSkliXaI7AbKgEKaDiEQUKfXQYfm9duGkQWzFWuY/0NEYnm2yeG0JqoK0bBIUIxVfRpruIS2lWmjnOJvfxX5a+zVxQ5lJ3jDG7yWonR8Z0afRtKpkuS2MJkLC4m8eZCrE2NNwLBUhK/mD3GYqTu8QS5loldOW9bHsh2X5jGNOHWAN3LEAd8ggaFskhh17S4vTMImnN40/upxAfMn6Yx3OvDfYe74+H3YjfSb6nuw+iv4cp4vNAGO2U5vF0ZYE/+9aTRKXwvdakEhEIdDMkmOijribQjrdZ3CyysDtM+kmXpzNzHE5s8Jdbj/KzR69xqT7Cb+z7Js0oyRu1fZy7Ok16qMOTw8t0QpPrjSEA/JUkw6c32YpKJLYEnZkIQsGyk8cJj7LRy3Buc4xisse35g9gmiH2gk7wSBcnMPiL9UcHa7axwunhJV4aSyI9lXOr45zOLjFuNRgda/Jue4yT2WWyx1xeunAMI+/y+NgK737tCEoA/YrkUHaLVT2Hd1ClU0vhFQXUrEEbUyvmWysH6Ls6j4yus3m5OsimT0niRESy4nCkvMWVjWH8ho2sesgdE2lIFF9BlD28TZuxgzW2vzOM4YGzL8Re0ogSCqo7GIt4IiC8keNtfYIh81FmzC1WnByGGnGiuMGqk+N0eYWrzSHUtkqUjHEWspw4tcjSUB6nZ6LrEe6uRX0pj1QlDUB1FGJdIj0VrxxhlHukbY9J2yFn9pk5vM3rtf1kinX+efUNXmycvL9CfAh5kCaqh2ni3OP+8ZOG3x8W/T0QRtuLNbxYIy4Gg77hoUKsSHQXVDXG0EPsEx1sPWD12ihRQjKd2OGiM8H15hDHc+vc6lb4H2f+hmNGjT9un6Rid1iPynS2U1wxh/ifDvwVV2tDGOkecTwIDSuuwCsOGo6omuR2o8SF9fSgt3kg6MoM0opJXE0R23B8ZANNiUlrHmndRVNi3lyfIpVyiS7niUyDy5OjvJC7TiNK8evD3+IN5wB1zwYz4jP7rwMgTrfoLaZJTHWoeWmezC+iCEl6aJVbzTJry0W0hoY52sXUQwwt4tzsFIouiVRIbCrEZ7r85/sv8nsXnkJbN0gdbdJtJUiuqLglib6/g7ecQncEK8sl1EN9vPey7HUHeqmI5EyL1mwBraEhQqjPFtmsZKnobTQl5on8It+qHSRr9Hljc5LGehajL1B7KmFSoolBlv3+6g4L2wUShT79eoJUxUEIiefpRG0TNRkwWWnQdi12NrJ4ZZWbu0OcT4yRS/cZSbZ4qXWMGbt23zS4x73hYZk497j//DAd/bDI0sMWEXogjHYsBV+7fhzpqohIIHyB4mn4xQi/bqMlAzQ14nC+xqI9gjHu0AoTdAILUwvZcLMcSNW41J9gO8xgKgG1Xhol5zNUbJExXX5n8zmOVTapmB2mE9v8x6XTRKkItaeBJhFCogqJkAK1pRAlYmQ6BF8htCHISopmjy03zaaT4VCuRs1JUUo5TKR2+U4+h1Tg27dm+JVnX+PV2mGOmmu4sY6mxDx/ZJbbnTLjyV3+yf4LfD1xhH2ZBhWrww1niCfzC/QiE4ChZJvldh5ViTlTXubFC4+RP6/RfMqDlk7/eJ/nxxb5o1snoashIggCDdo6zniETEYcKtW5vpoiNkBJhETuYLMTdEm/IlESIY21HIoCUS4ksaoTT/f52rlHmXxuhy9ULjGkt+gVDb65cZCM5bHrKxjHWjgrabSuwoXbk1SHmhQtB7Ua40UabcvnX+x7iz/feJTp4TovXTpK5GosXRhF9cGQ0HUzKIFAv2XSyCd5I50HPYZAAd68r1rc4/3xsE2E94u9B5g7x09L/fsDkYimiMEOWYcOriEyPkowGHytrWKt6VgXbLrvFge1y8mIYtrhSnsETYnwQo0pu86CU2TWqXC5N8aQ1mLzchVtzmJtvsSNq+PUemlOZlZoBgle3HiErZU8wldQQoHW0Aj7Gq2mjfAFkR2jtxUULUbtqigB6G3Bd1b20XQTtPoWSc2jkuzi+AZZvU/icBOzLlBXLP63pc9TNdssBmWudoa5vl3ljeUpTuVXGLd2We4XkFJgqiGrvRx1L8msM8Q+s0Zac7m8PsJT1UX2ZRq8eP4x7AWd9oxkcqSO1lP4lUffYL5T5NP7bpC+pRJZ4G3aKEUPpehjpHxurlcx6wpIEBvWwCBmAtIFhyAToy1aGHmXOBNiFVz6wyFhX0PN+PzO9WcIpMaV/hhZrc/nRq9Rd2zIBIxmW4hIoHoCa8lg+0aJt5cm8SKNIFJxXIPfvvUMi1dGeOXVR1A6KqKnEpd9YhWUQ10mD2+SqCn0ZnzkkIvaUQe7n5nRfVbiHns8/DwMiVrfb4h/XPXC/eJuje0DYbQ1EXNmbImU7nFyaoXMkTpy3EX1QfHAmYwIk5Luu0XUVMjafIntXpKlbgEnMPju9jTPFea4uDVKVuvz1a3TROkI1R1s4yk1ieMb/D+Xn6UXGiyslThycA3NUYgSEq0/6HFOWye2I4xdBTnjDBLHciGHvjhL+fl1grk0u70Ej1bXaAUJ+qHOscLmoKmKq+M92iNMx9y8MMHrtf38u9vP8c7VaUopB7+v85XzTzLrVPjuyj6262len9/PzZ0KTTeBExr0YhNFSPyeTkr1eGN2msxVnSAlsfZ1WLk0jNEU/M6FZ3BDjbPbEzhjEqlJ9KZCPtMjcjSiSEGZT9AfC4iGfFR3sL6s6oO1aKlJQlui6xFTE9sEgYrWVhGqJGoaRJHgK0tnCKTK7V6F3730JAI4vX+JJ4uLqMM9FB8Uf7CVKlIwv1RhfSeHvJwhfj1PYlMhLAaIqsfkoU3oauhdgb+WZGl2CKkMGrFUSm3Kx2ugSjL53v2W4h73gI+ikXhY+GFj/1HzRD+Ifh6Ea7vTen8gjLahhLiRTtF0ANDVmDgURMbg/yIUaF1BrDEI84aCeitJo2+z3UrxeHGZlOpyuFSj7qd4oTjLscMr9CZCRDjYV7u+kCfq6Cy382hmiCIkEkjPQ6xL9LqG1CVqVyUyIdxOIJsGVsYjloKM6aKE0N21afo2t5pldCVCEZJmkKCS65JKukhdEqcjVhbKNHbSJOd1Fucr0NFBSN5ankLXQ2TbIJ910JSYIFb4eH6WnTANQKncYcKsQ6jQnYwZenyTg6UaelvBOeBzfGqdTt/idHmZKB0RmzFSh1OVFRQ7JJHwCW05WJvfHbQeTa4q6EYIArScj9FSiGNBw7EpZB1EDCNDu6RHOkTrNl3X5E/mHiOn9zgyvknCCPhE4QZBrCLjgZfsFSSZWwL7XAICBbFi4WdjnKkIZ18AwC8dfwtDiRCh+PsEOqWnIGJQewpbWznKtkOh3EZT9zztPX66udfe74Ng1H4SfnCc7maVxIPGA2G0/VjjYKpG2eiS1j2eqi6SyvaR4y6xCem5wUYbRlug7ejoHYVo3WZnJ41t+by1PcXvLz/JpN2gbHT4o9VTtD1rsLVnIuLnTl1EcRVEoNC4USRat5nbLhHZMd1JiHUIszHoMbE5aDkqkxFqwcNtm/zTobfJGT38cojoqYSxwpPlxcF2okDTt4mk4InhJYhBsUISaxpqQ8fZF5JY0dHag6H2dy26axmkFtPsJOh7OlGsYCsephKgi4jnR27xmy9/AeEr6F3BJ4ducvm7M1h1OLZ/jV8e/i6fmJjl7PYEelMFBVRX8J3VabRFC0sP0XqC5JwOAvqnerQPhehahD7iEO2aKAG4G0n+zfE/xdJC0ouwsZ3F83SMcYcgUJkqNPiLv3uKlO7xixPn0UXElpdBriVQOgPPuXVQEiYBMxrUwxcCkqMdCiMtfv2JVzlkbTC3VULxBNGYi5IMUSLoH+sPEgCNCD9S+W8OvELPNe+fCPe4ZzzME+qH5W7XNX9//fRH9T58/7n/4DU8SNd1t8b5gUhEU4Tk/O44/2r8ZV6Oj3K1NcwXJq9yrjFBK2+xtVzA2tQIMhK9KwiSEtUVBI5GR7doNW2emlng75YP82h1DVv3kVJgr6jEpx06oTXo6x0paO6g77fvaiTHOzhraYQvIIbyUIvt1Rxm1UVKMIyQqdFNXm8f5LH0KmcLE8hLGa7bI2QOuXxu6Apfvv0UkRTYRsCKk8eoq+SnGtRTFtq4A6GKf9QnaXtwLUdQDMmOtSkkeyxuFokF9DyDr26ewdZ8eqFBLAWKq6B3BCMfX+UPbpzG3hKkf26DstXlUn+cbywcxt210AFjW8UdCVDnMiSOtdhZy2IFAueAj7ViEDsJlP0OQajiOQZqzifeTlCd2WEtyJOz+jTygtjREQsW8nAXXY9wAoPPfuos31w+SEINSKo+Y4ndgWdvSFRPITndorOZxlowsc/scKa0yYn0GpYIOd+Z4KuLJ0naHv3JmAOVOrPLQ0SmhB0TbdxhqtRgrZXlNfsg+pvp+y3FPfa473xvkv9+7/HDTvz3s63t3Tj+T1Krfa+5W9f+QBjtIFbY6qb4g+0nGbOaxFJwpT1CUvcoWg5bFIgMSWRJrJog1geeZVAAsZqAqsdGL8O/PvrXXOpN8Nq7h8GIUaox8Y7Nd2aPExQi1GxAtDLwwKmZdB0de21QvhQmwQ00PvXYNeqejRvpzKS3+UT2Os3I5o83H+fT+27wonsCbdXieqHKfLOIosSMZ9o8X5zlKwuniXVI6AFaX5CyPbp9k32lOjcuj2O3BLGu0YwyNMlg1TS8KY9QV7h6YxxjR8UfDlA6GtKMcXMxj+VX0UTM8jOSjOmy2CnwysUjZIY6uKEgnuijLiQwcy5hUiNleXRFkjAhsTIeXklFbyp8bGqeV944zqFHV7h1aRy9A7YecMDc5AuVS/yv0+OUx5q06iVMI8TSQ5a3CrRdk9Fsi1cuHuHpE7eY7xYZO1Sj/uowfk4S90xyw23k1QJO3+RGo8r5jXFKKYeN3Qy+Y4AEFMlqM0e+2KHhZxGuQtr2uLk0RDrfoxOadB/Z2zDko8LDWErzoPEwjPHdMtbv51j32+P+3v2708b7gTDaPdckiFQubI6hDksUMbi4E9l1Nr0MQ5N1WqUEcn7giekdQfBeJzN3NIC+hiIk/9fS81TtDiiSxLxBfyzE2FaJbElyaFA7LA/69JfSFA/W2dlJEyXUgVGRkEu4rDg5/vHwBWIpmDZqdOIE22GatmdR09OUCx222jrtehIElKstLs+OM5st4/cMLEewdm4Eqw1txyKOFG69NYnZH9w4dcJhKNtlu5XC92zoaPhtDc1VQEDqhoESQpiAx3/uOinNYyTZ4pH8GmfrEwzbbVacYaI386RC6B6QGH1BfCMF+102Vwvkqh38xQLx1TRy3EdUetxqlTHHu9zeqJDYVOiXJTOZbc73pzhqrvFzj1/k1a+cQUmD07U4PLVMFAsUARudNMcOr/DGuwcwii6qGtOfCshe1ulNxWhqTBRKvKbFzraNtCKcZoLEvIEYjpCJCGPNwN8wiHsCUY2QhqTVtSBU8K7meGcoib79k++nvcceDyPfP/HfbyN0P/moXv/dOOcHYk2bWOB5Ot2NFK/N7+eZ4jyP55bZb27x0uxhnqwsMV2qI0ddOocDQhvUvkAJwKhpgw5qQBCprHezJEs9pj+1wJnjc2RO1gcJXLUk/fkM/myGxGSHbt+Ejk6QkRhtQWpJYWWtyKcr11l0S1hKQE7t8Ufbp/na+gkqdoeK1eELY1fQCy7atg6BYLeVZHrfFl7TAiAyJHpbEJmgKJLRUhMEWHVIfGyHkUILXY342embyIKPXukjDYkUECYlkQW9IUlvImSr9962mclNDic2+I3Jb3FudRziwUOLkGBt6PhH+kgVtDkLI+PRvZmnNxmg+ECg8PTEIg3HJo4FrFuIEKIhn2/NH2BIa9GJE0xZddyixKtElAsdusFgffnJ6hJBoLG0mwcFgq0E7noSESioniR0dRq7SdrPuRhbGkreg0hgLRqIeNCnXKvp+IWIKCHxsxK9pSACQRwrJIs98ie3EY6K2vtoexU/bfwkE9JHceK933yYddGPuqf+Pb5/DftBXZO/V0mEH8rTFkIsAh0gAkIp5WkhRAH4Q2AKWAR+UUq5++M+K+jrKK5CNt3jpc3DNHoJwlAlYfu8vHyQQ6UacaAgPIUwISE5KDlSQoHW1FjZyZFNuahKzCPVdX516FVebD7GsfQGv3/lZ9Dag004lOkuvdUUZMKB4ciGOJpKal4lXXAoaW2+mL7Ey72DXPNGOZTaYjwxOP0DiS1+d+kpCpke7W6K2FRJDXXYaqcRnoLSUdH6AqkOMtK5nqJ2VGIeaNPfp/BsaZ1X52ewbY+GbSMdjaCjU52uU9vOkM726Q/pRLUExFC12xy0NvibxiPAEAqSoJaAxGBXkO6+COELpqp15jtDGDsqciFJmItIVRy6JBGhwiuXDqO2Bk1YjK6gX5Vo6wZhWuPfLrzAgdw2Bd0htQx9T2W3bLPbsfnczDVqbhqvp2NkQ9BjzKIHV9MoPngFUI2IaqHNWLrJu7OHSbxp45Yk7kiInnNRApVQlRg1jViHsZPrrDeyPDexONiSNDK4tDHC4RMrRLHCxj3W3R4fjg8Swr0fk+yd8tA+qpr7wXrmDzsWP/gZH1UP+G5wr5Yz7oSn/YKU8jEp5en3fv8fgJellAeAl9/7/R9GgvQVpCZpbGZZ28nhujq+p+O5OpYe0gsNFD1GhILEtkDrCYyWwGi9ZyCBcrLLP5t8h9PZJc73p5iy6lxujwwywg1JmIn43pgq28bAA057GA0Fryg5XKpR0Tp8pz8FwJJX4la3wrDR4np7iH9z9jOsb+XYvllCKmDWFZyreTxXHzQccQXyVBuvEJM+VScyB21Yy+ku//zwO3zz0hGitoF3Ocdb81MYdRXhC7Y2cowN7eJ6OkHPQPEGt+VMZglLBERSoCCZ7xQRwSBpzt4USD0mMdVhOl3nxJFllENdAKxNjfDdHKlbOolVleT8YPevsBBSeG4TqQ289NSiSv3NIc5ujPO1uWP4WUF0vMvJsVX2V3awFZ+j6Q0e27fCE8PLlKptvC2b0JK4lZjo8Q5xJNhsZOiFBmFC0q9K/GLM1P6twblcT2Av6NjrAqMpWLoxRBSqTCR2+VhuljBW6LctZtLbHMhs31vd7XHPuNcT+w+WA90hD+iOae5+eMB34h48iOvGD5LXfS/O5W6Ex78IfPm9n78M/PyPfYcqEWaE3lIwNzRYSaDMJol6GnEk6PZN2p5FMukSJ2K8gkRvg5+VdMdjFE8QehoZw+VSd4w3m/toRQn+aPUUF988QGzG2KuDS3V3LczhHr/06VepHNrGbVrobUG8r0/LS/Aftp6lFSV5zFqiHVostAt86dqzXLs0Qep8guRlizgZUX52g0c+d4PCY9so8wmsLQUpoJR2kJpkZyNLWPHp9w1MNWRYbyI8hepEA78YoS9YxDoYbQVCwViqyXOT8ygtDalKzB2VSWObc719mEpETu+xtF7EaCmorkL3EZdDB9b55YNvMmbtstlNk0p4jJzawM/FeMUI54SLe6yPVEDd1+XxIwsk9UGNttEUOGMxXiEiZXlECymciYgTI+ukNQ9LDfj21gxXOiP0QoPb7dKg1WvBI8xFmDsKbsMikfTJpnssNAoktgUigur0DivbecJagv5IhOpBZIHmgNpXUJYszjYm8KXGmN2kVGmz2stxqTFyb3W3xx3hR4Us79eEeg8N4ofS3MMSut7j3vJhE9Ek8HdCCAn8Oynll4CqlPJ7Uc5NoPq+PqWj44/54CsYOY9gzUbpqsSAGyqQHpQsiUAQq+/VViclRlMhtCXSV7m4NspjpSc5kQAAIABJREFUo2tkdZeS1mXtWhWzLQgDle6BgFTFQUrBRH4XVcQAJJZ1/LzkyOgmT+QXaYUJtoIMf9h4kr9ZOIq7lUTrKMh8SPeUT7nYQfF1VhZLbKSzmFZAmJRY24LeZETDsTGHegTLSaRQUR2DBbXI6/YBUKA2X8TYVfAqEcQQFiRD4w3qbpK04RLbEUiBbwjm/QpZtc9oZpc/3TiJumm+d80CPza5GQ1z8/YIwow4OrnBVjeNF6kMH67x8eptdCXib1aPkv5EnfnbQ5zvTQ46kx3p4i4kmXlkldsbZaQc7Dcucj6TdoMzqQXacYI/WHmCXmhwLLtBI0iiiZjv9PdBM0F/LESva1CGR8obvLU6iUyDn49ptJPEDRO1r6C9t04d66DGECVjpB5zLLvBuc4k316a4cTwOlc2h3G3kvdWd3vcFR4Ur+cOc1c0937Cy997zV4oeg/48Eb7OSnlmhCiAnxDCHHj+/8ppZTvifw/QQjxq8CvAqjFHFKRGHaA3EgSeAr2VIdex0TbMglzg9alhfEmfTNBmIxQwkHjEHckQGtqKI6KFyR4uz/FLz32FsteYbAblg77nlzBj1U+P3yFmp+hGdjsBja1eoZcTdI8IgljhW/VDlJNdHgit8DvLD5NMJ/Grgu8vMTIeeh6RK2WRUrQWhqRGeN4KpgxkaUgEiFxLFDVmHDYxbhmozvQbpqsl7KoXQXG+6Qme5yurvz9WNxulxlLNhm2WlzOjeA3TbSuyl+sP8onqze53B1lMtXgtjJBbMb4xz1YSVB6TWfnmRDRMAjGVHbbNknb49MTN2iHCW53SuzMFagXfDJDHXqzOaKKz0ihxczUHHXP5uTkCt3AZCsdoQhoBEn+uPY4+5J1LC3AUEK8eJDVfX23ytNji7yyehylpxCUQ4aSPc5vjiGlwNgFdyLCNAN8zULvClIrErcwSJxzi6B1FJTpHt3IxFRCvA2bs84Usqdi1dR7qruJiYn3e7w9PiLcRe/1nmvu+69lzyt/8LiTdfQfhA8VHpdSrr33vQb8GfAEsCWEGAZ47/sP3W9RSvklKeVpKeVp1UohQoF6JUVQDgfZ3ts26Wyf4Uc3OXJgDayYxloOJOg1HSUUmHUFY0dDCSBORGDGIAXL/QLX20NMfHaR8HiXouXQcGy+9NefphnY/Mvyt8loLta1BH5aMH50k+FEm09Xr+PHKr/1zc/gX8ph7Aq8gkQJQC4kCa5l/v78IztGqevQV9ELLrEBsq8xXapjmz6lfIfYkEQmWGs6s3PDHHpykccnl9mXa7Dr22y7Kf7u6lFqnRQ5vcdtp4zfNAfJdvYgEjDrVOhHOrfbZaQmIRtwZnIJbbpL/WRMck4flK/17EHNeK5JO7SoeSmWG/nB1qK2D0BYGrQWPVUYPDDsS9bphQZzbw86qxVyDpqI+VzpCn956wTr7Qx5ow9AJzA5VthgvlMcLAWYEq2hsTJXxvV0vA0btzIQbmfXJnNdIzIkzoigOx0RJuSgxasuSSY8NvpZLjVGSS+o0NZAlYNs93uou3K5/P4OuMdDwYeZWO+05h60tdh/iI/yxiIPIz+x0RZCJIUQ6e/9DHwauAL8JfDL773sl4G/+LEnYUWQDYhPdBgdryNnHJS+iudrDCXbbLQz4A/KhBQ7RAQMdq8aRJKJDRChwtDILqdnFql7SeZ3ikSxwlOTiyQ1n85yhqjiM2bt4kiDL198Ci8vKX1mjTOlJapmmwvtcW7uVEgtqEQzfQ597hZheWDo9JbAL4fISKA0dcxqj9iQTB/cJKwlBtfRV/hU+TofG5qj5xn4uRg/NzD6aBJLDaiYHY5lNgZdz4TkyYMLWHrIUXudaXuH0mgLmRjsMpY2PApGj6dy85hqSJyISWf7TCd3kBJUV8HZH9B5q0xjPUvo6sxtl3jtxZNc+dtDDOfaFIZbfGbyOrEctIBV6jqvrM/weHoRUwm5fnOMsBCS2BIUbYdWYPGuM07KdpFScH23yno/w82dCt+8fYjFuSqxDsQQpWJEMkRVY7RKH78UvlfzLvCf6xAb0B+NSI520MccKHkUDtdRBDxfnOVMaQlnRJKaaHNwZgPlieY91d0eDx8/ygh+GON4vzT3IJQ37RnqH839ujcfJjxeBf7svZuqAX8gpfy6EOId4KtCiH8JLAG/+OM+KA4V1A2Tj71wk8/mL/Pv159l8eI+errN2c2ZQXlWKLBqKmE5IvVYncZ2Bm1bR0SgOQJihfF0k8ezy6x5OdqeRaNvM3d+HNUFORowVG1yPLHKby5+DuuWhZ+P+XjlNscSq3x16wzn391P9oZK89GAoXyHUKocnNxkt5pAVWJE36K3msKsK/QzJkKBpQujyExIfzyGWDCi79KNLH5+3yV+r/UkITqxLtBrOp1Ji47uUfPSZHWXVSfHJyo3+fWhV3i1e5jbTplOz0S4CkEuZnE3TxgrlPQuvcDgi2fOYys+adUlDDTUAISnENkSxVEpjLbo9EyUaJCk54Uak9ldbnaqHClv8c6ujV7TSRoB/8flTxL09UGm+cEe7QMCZ7NMKdflnVtTnNy/jBOYzM4Nsx6UIRlyYHyL2e7wwONXQMn5yBg0LULTIuKVJCIeNL/xDkeokw7VrIPjGeTTPcJIxdJC+oHOiL5LK0pw+pmbjFpNmoHNWLLJyo8Tyx3U3R4PJ3dhEv2p1dwPlnfdb/bW9T+E0ZZSzgOP/pC/14FPfrAPAznustzN80fhaX5h6Bz/8/QY6DH6hkGQEhgthf54QMYKCCMVzQoxmoOyLdUFrxRzfbvKejfLRHoXISSmFhKlI6KMZHqixguVWV7rHOTW1VGoRDx35jpPJ2/zWyufZKOdQWsr9D/e4eemb5DXe7y5s49H8mv82Y1HB0YpFshkxPSnlrl+fhKjpSAicC2F1KKKMxrzTneax5OL3PaqPLZvhesvHSCyJEEhYvbWCBtDaf67wy/TCFNs9DPsBCm+svM0sRRUzC5e08LaUfEqEb6v8a/GX8aXKgzBbmBzOLFOI0qRzTg0Khp6XUNvCeIC1OspkhkXLyUJKz6Nrs1Qss10aodHkyv0pg22KmlW5spkbmkE0xHGY7sQaChFFyEkW5s58BVufv0AYUJiAEZL4BwPWW7kURIh3qjESPkYRsjPjM2x3MuT0jzOujrGhRRhUhK3dQ4crvHZ6lVeb8wwkmhxtTlMs2/x7PACf7p9iiPpTZ7NzfExe5a/aJ/ky69/jB/nrNxR3e2xx/tgT3MDftqN5YPCg9ERDUBIat0UAH+8+TiEAtWMiKf6FN/Q0boCVMkL47dIGAH7h7bpD0coAfSGJdKKkVKw005ydmWcpO4zkmqhZnympmv82sSrDOtNXnztNIV3FaQhqZod1oI8ZwpLBJGK1MA0Qh5NrlD3UxQth1Fzl6TtkUv1Mc+mUJsaN9arJKY6eJWI4GgPmYxwxmPidIQuIpzYZNap4EY6fiEm1sFe0lAdhc7uoI95I0zS9iz2WzW8WOVYap12aKLYIaoLIuszWmix6JfoxSZjRoOj9jpvd/bjxTq/OHWBVMlBAm41BkWSzfVQhCQohowO7zJVbHAwVePzuUv8yeYprl2ZoP1uEa2t4j3dYeLQFo9W1xBCUsg4TBZ3Seb6g6z2pCRRG9TDOydchDpYY8/lHJL5PoGrYekhtzslLs+NcWF9jNDVkcp7713XOJzdYr5fJm/0OZ5c4+Pl2+zLNZhObBNLwdX2MN9p7qcZJ7BVD73x4Mhxjz0eNPaM5t4YwINitJVBE5JKqkvTS1Dv21SnGmhahGUFNE7EhPbAu1t28sRSsO0kQWXQ0tQDva7hbCbxN22CpkXTTfBUboFyvoOphlzvjwJgNBX6VYGa8clqfZb9Ihea4/RWU0RWTK9n0oiSNHyb280S364fwNAiev4gW12EgxDR8eoGat5D1SLGR+sonkDb1TiY2GTK2KZqdvhU+QYUPWI7prcvQO0LSuUOVatDO7T4lcnvcqM/TE7vc7Ezxo6bQjYNRARxT+NUYYUpYwdFxHy9fpzfX32SHT9JVu1R89N4nobmCuJMiNoTNHdSpC0PxQ4JY4WM4fLJzFW+0TrGzdUqijeoow7LAeL/Y+/NYyy77ju/zzl3f/tae1XX0iu72d3sZnMRSYmWrbE2RGM79ow9ju1kAmdmggQJEAQB8mcQIAMkyEwQOLEnnoyDzMijxLYsy7KsXZTEJinuvXd1V9e+vn29+8kftyVzGEmkxKWr6foAhXp167169537q/s9v3N+i4APVZeomj0+MXeVj09c4+bSOI4ZgBOhtGQyFDkKzYg5P7fKmYkNTle3MLQIoSlOVzZZ3BxBrxl42ymUq+FVYqJMRJhS3OpW+eqd4xxNbwMwZTa4UFjhWn+cppfiZr1KL7D4bv8ozzfn8MsH/bQPOOB+Zz8so3+Q2RcNQzQ9Jpd2OZbfoRU4NIYpZnJNoljy9MQiL2Zn2Hx+Ar9vMuF0yJsuXqTzwvXy3YhjQYzCaGkEowF4krThs+EVGHgmOdOjGab4N1/4CDKG4XjEPz79HXb9HF6s03IdRMlPelHPeABc2RsDYK1TpNlJoWkxFJJKYpYd8MLiHCqQ6IWInVYWo5fkOreiFJf6U6wNi/zFFx9D1yBMKZx1gyCv6L1Q4eXzko9M3SKrDfne1jyfnr6MF+tsdXJITyQef8FlY1hgN5Vl1a+QN4a8/NIxlnMRNyZHeHhsjYlSh5VDBsaWSZhWHJvbYjzVod5Nk7dcnijc5p+vf4yrL84mva6P9JkdqdMYpniwvMVLjRmarkNt725UfAytK2V0lcQJmC3oTypy2QG6iDmS2eWPr58nl3Y5M7PON188iXG3UMvwrA9Coe86xHbS//z2N+YYfXKTbS/PSlzhrxdP8OH5W1xpjPFwdQ1HL1EfpvjjW+fp11M/rAR3wAEH/Hjeq5aPf1u53/bJ94Vop3Sfz8y8TkZzGcu2cbSAi5uzjGe7nE8vk9eH/OV5nfF0h1vdChnD406rhDnXZWinQYJZlygJxAJ7W6d5yOFaZ4xOI42uRXy9cxSzIxieHfKPzzzDK+0kX/KB7BZd1yIe6vilCL+Z4uu7x/mNhRf5du0IS3tlzGuppN65loiZezuH0BUyBr0S0dvJwKwPAq71x3k8d5u1YRGjIwhyitiKGR4LSF236M+EeGt5tis5Pu+e41C+weqwxJXGGL1rReJ0EnF+dmKTrOHy3738aVIpD8/XySxDf1ojHJd8Z2Wej8zeYmWlin60y+Fyg8YwxeLGCE8fWeRsdo3fu/phxGtZVDkmmPZ58tAyo1aXTsbmq9dOYN+y8XMKYagkuMyJyD1Qp7GVJ7Y1IlOgpl1at0u82LeZPVbn7x9/iS8sP8iNLx/B1kBp4OcUUdegMtWiNqUjehphPiKsxGy8Mk7uMZfZdJ2oYfG8fYhz42tUzS5funIKNdBIZgkKe+9AtA844K14P2pcvxMhu58EEO6/890Xoj0MDSIl2fVzXOpO8czSYQwzCXz6vP0Q006TX55+lZVhBV1GfG9rnrPVTbqhRXrK5/W9cZoUEYHALriEDZ36YpnmSBrZ1glLWiKsCyHTlRZ/ufkga5fHEKMeWyM5jlV2uQGE3y3RO6x4vHyHlPQZdzr83AM3+N83PobVkHjlONlblwqrLokchefpWLsa+qk+/e00z27McSy1w6FUg5fHY4y2BDsGoegf80jdtIgNeHVjkn/4wLO80p4hUJKd5RIUIvS2RlAMSes+X3nxQaQriTdTqLyiOw9hOcDfyZAd67LcLSN7Gn4nw7VaCi0bICQsdcs0fSepylaJefTCDUrmgFPpdf7pxU+ASHLd/ZzCXuiQsT12d/Nk8kO6/aRbmXQF/miIvejgVSKCtsXyoEwvtBjJ9Lg5lcNoaSgJmRNNqpZPe2hDKNAHEjUAMesSDjRMGdIKHGTRp5LpY8mIz944D12d3C2N4XjS5cwv3F//PAcccK94PyqkHXj0b4+f9jq80+u2L0RblzE3eqNUrB4ls8/TC4tcqo+zs1XgtlNhxOqy4RWp+WlOZLb5rbnnqYUZJs0mL3UP4QUGsuAT103cuoM2PURsOISujjbi0d3IJW0iUxHriyPIoUTZMXFf52h+l9frE7TqGewUyHSIJmIMEbLYrrIxyBPnQjyRDFWQSwqEBFmFiMCxAzxgsJ7B2dN47PwKh61tVr0SSgN3LOTY7BZSKPb6GazxJtuXRjGuZNleyBMqya1GBbOhgYDIBJkK+fb3H0AfSkQMg4mY9LpEPdVClzHHKrscy+yw2BthtS2RHiw8vMxuP8PejQq7lyfZNkEzFcaJDr9SfYkvNs7wT5/5FAAiEJhHO3x05ibbbo7NXh6hxbg38kRjPlbBRa/EaKHENWJEVwcJL29MkUu7TGVbnDixzvXVMYRUWEZI2vCZyTa52FggNhIRjls2RnXIy68skD/U5ujEDvOZOhe3D+EPDZwtDb+Y5MAPjnrYy9Y9tMIDDrj/eK+F+0Cw35qfdoze6Zjui/VIKWImnRa/XHyJjObxzPICBXuINCNanRTzzh67bpZT2U2O2Vu82p1mEJmYIsTRAlzXQGoR/KAK5pZN7CTerXndwWgmhVmEq6F0heaDMhS5kR5r/SJKCRBJJ7B4oHOzP8IfLj3BVKbFb0w8j+6EWHWJqHrIZMsbzYP5x1Y5VGwiYoGyYoKs4nRmnWvuJO3AITfXonqoyadGL1Mwh3xm5nU6rgUTLjKAL33hMV5enaZxtQIK7JogtS0QmkKWvaSi2pSL2ZIEOfCv5mltJCL7UGqF1W4RdzLgxCdvcunmNO3nRrB3JYPpEHcyYPaxNR6fXOazO4/wzMWTYMTYmzojC3X+8xPf5Ex6jaeKt2j0Ulg3HMy2wFq2EAIuTKxydnKD6kgHlUkCxNRihr2VIuvdAj3fAiV4aHaNh6trnC5uUHfTEAuUAH0oyF3TCboWek8yuFxkrVXgVrfCyco2mfyQ1Idq6GdauKMx6RsWfj6+J/Z3wAH3M2+sWPbmrwPeH97Psd4XnrYf6Xxt7RitIMWJ9Bb5zJA7e2XKpR71xTLfqB3nMyOvkpYe32wf5+WdKRZKNR5MrTFpNZmqtFjbKSILPmwmgq1kMpuJTIXmCvS+SJazR0OCQoy1q/Hw2TWWeyV293IQSqQvOHFkg51BDl2LeH1ngufvzKLfsfFPDFA7NhOPbbJyY4z0Q3VubVeZqrSITIXe1AkLEbUww4K1wy0xwsA1mSi1edBe43sskNFcfmnudf7k9lkG4ybSlWS/lyKyIchA71AMMShf49zCCuahiEu74wwKiQdqNSQUIYglbmxwtrzBfL7Gd145Tu6GTudYiFbwyTg+j02ssNiu8rWXTmLVNMxIYKyZaB9pMJNrsuxWuNyZYKVZJPB1jLMdhn0T0wnIpVx2hllypsuD5S2+uZdD1pP2mpEteai6zpXGOOcWVgA45NSwRcifbp6l8KpB90ND5KJD5CRR/cl1gP5mlltDkydP3aY0PaAfWoxaHVbHiiy1K8w7A565NyZ4wAH3He/l3vb71Rv6g8T7tZ2wLzzt0NXp3ixyqT7OZ5cf5rHRZeKVNIcLNaYf2EYXEY0ozS1vlGc35ujeTLy9SaNJM0jzoeoS49U2Z2fWiNJJ9ywtH+DctpChILOufijY1o6OMmLEiR7Prs1R66WRRgyBIEwpCuaQE4VtcqaHYwaoSOBPJYVExIjH8u1RjLaksZsjblqs3hjF6ArCkQAtGzBpNjlq7lA1uyyM1DhZ2ObbveNkdY/XutNIFIYWMbJQ5/D5VYKfb+M/2sWd9YhzIcpSqIFG2epzJLNLr+UgQwESxp9ex64OOV3e5PdXP8zl5jjPf+MkqTWdzsmAykyLTx69QjE15OsvnmJlaQSjoxHrIH0IclBIDVntFOlFFpduTNPZycCqQ3Qji2GHAMzmG9zYGGU+VQPATPnYdUH7eERc8al7aerdNCvtEq+sTPPn62dwlc6J6W1aD4ZEXYNYU/RnQ4JChNETODt3u30Fkj/8/pM0/BRVs8vr7Uk0kYxJ2erfMxs84ID7kYOl8f3B+zlW+8LT5u6S9c5qCeGErOcKfPTpV/m5/HVeT03TCR0+t3yekjNguJTj4Q/dIFaCP9p9gk+XX+P1wQxSKFbaJWQuQG7aqG0LdzxCGTFe+e7cRIDmCoyajt9PExcCRFYhVh3SLUF/JqQXWrx8e4poKcP4Q9vkCwP+y2Nf44XuAt/bnKPVNsisQns2Qts2kEd7RKNgKkGw53DWXuHfNh5lsTdCxe7xcPYOx80tvqjOsjos8tWt4wwuF+nOuqRHfaJIIqVidLTNg+UtvnHxQZxdja9lj/OJ41chkEQjPnNTe5zI7zDqdPnKlQeSKPkVE2Ur3GpSQrW+VOSL9Qx0DFQqQvQ17OMt+st5YktBLNhpZwG42RnBqOkE1ZCwEKG3NIgkZ6bX+Y3R57lRG6Fi9Hi1NYXXsolKChEIVMcgb7hMFNsYMiJnuwSRxhl7lV7Rpnq2x2Krym4hg9xKIX1B6CjiHNjbGsOZGDGUfOfSMeyii2GEHJnepVTqc6dfvodGeMABHwx+ICAHnvL7y/u1OrEvPG3pCvwJHzTFp09e4h+MPc+03eTZ7mFGzA5LvTInytv8+uQLRE7MUqvMhNPm2aUFvts5ysXaHJv1PJYeIqQiLIQ/7NtMLECADJLvg9kgEbCqh9Rjht2kVnesg3QlV9bGUYsZwmLI2maJvOPy7dZxxqw2c8U6Wj6g9aRLXDeJTAjvZDDNEHU7jbJi/sXu01gypGr1mLJbPOUscd0f56/WTnBpdwIv1LF3BXHDJFYC2wxw+yZD32CtX+DChZt45ZjU6w5fungW2ddQrsadjQpf/tY5nn/+GMaWCZHAPeQTZpN9YHtbRwYCNdQxRwf8k0e/SWqqR3cnQ5wLiU0Fk0OGHZvZcoOU7qNmhxhZD2FHVM7scmxiB1NGLHqjmHrEs815dnoZhBVhNgWxHTNxZI/FdpW04fNgYZMg0thtZ+jGDg+lVigZfY4U9hgrdokzETJJ3ybKxrjVCC0VgoTqZAshFP07ef7s8lk+/8wjvHLr0D22xAMOuP94Y9OKN3p8B57y+8/7Meb7QrRJR0g9ZmyqweuNSf5g7cMMIpNzmRWW3QpLe2WW2hW+sHsmadHZTvPn3z/HVLVJ2UiWVKcqLbquhWFEHDu8iV0eIlMhZk1L0qZsxezsLlo6EfTY04h9DSfroQ0Fw5mA1Fbi9UZzQ8yaTqHU51Rxi41Bnmfr85hahO34xK5OZqbDwrk1lKbo1tNEtkJPB2wM8nixzqP5JT6cvcFf9E7hK51jpaR059nqBp3TPlrZ4z+c/h6fOnQFzYjJOy4n81s4WoDSILL5YblVEQhQgigfEmcizn74JlomwNgxsHe15DmnOjz1xBUef3CRjy9c48vbJ3l0YoXHT93CznooK0YA5obBtWtTuJFBLjvg4ek1tG2TZjdFxvAYsbtoKH5r7nmK5pDGXg7RNAEQ6RBLD5Ei6T/+V8sP0B7aPHVoiT+vn2XJG6ERpKl7adxQpzTWxp8MMNsCoymxJ/qcnl5HORF7GwXczTQiFMnfFyB6b7uf9gEHHPAmfpJgHHjdHxz2xfK4pYf89498ntcH0/zp4hmiUKPpOlzPjvJk6TaPzyyT1V223Ry//tALFI0+o3qbL9cf5MubJ/jQyB1WBiVOFbfYdrNc2pwgDDSoWUSOIr3QJmX5VJ0eq6qEUXCJ19LEVky4lyUqJ95qZEG50ONXZl7hyyMnOVtcZ8vNczS3ywu7h9ho5wkCDSLB01O32HZzxKYidctEe7QJwHymzqxd57y9TCt2WHYrZDSPlu9wsrrNxiAPoSAc6vy/Ow/zROk2v3riZba8PEVjwIXMHb6tP4A7EuHnJJXZBsdLO1yrj/HJ6StsugW+sXgUfcXGL0dMzO8ylu6w3c9xuTbOp6cvszosMQgMdtwsT5Vv4WgBr9oTNFeKYID0JdeWx7lwZJnvrxwizEXoAvxI46+XTvA7x5/jSm+Cb1w5TuqWiTsaY9cVA19jp5MlY3us3Brh0OFdRlJdDjl1bg+q5LUBW4OkulrJGXAyv8VXwuN4BQPNE4zkelxan+TE/OYPq969+PLhZNtiIAlHgntmgwcc8EHnIO96f/BOr8O+EG1dxPxPix/D0kNOT2zy4u1DeIFObZjhj1fOkzICJtJtfrn6MinpkZYel9xpKlaPp2dv8G83HsbSkiCqppfCb9rYWzrujE91LNkr7oYWN2ojiC0b+0iLbiHE2NORYRLZbG8YDKdCnihv8X/feoTuao70GR+ASadFvZUhk3axrICFYzUuNSeYzTYwWhKrpWjW00gz4lp7lIIx4Gu9k2z5ef7yxil+9/R3+DsjV3muNU/F7uGUh3hDg35gUtT7HLO3uKxNcdTe4ov1M1ijA9yOhSr6NFoZBrkmT08s8lfrD7C3k6fwkknrdMDTZ65zuTbO968ehRhOnl+mHqQJVLKA0vFsvrl3lJTuc7q6xff6NoGRpGo5WY/tfo6wb5C/rtO2La4xxoWpFb6yc4KOa6PXDZQGZkPS/WgPuZVi4GUYhlmEpli9OUrqpM+/fPkJiuUuADvdLHPFOlOpFpYMmcy3WczmiH1oDhwemllju59jKtvi0tYECFB2TGgozHXz3hjgAfuaH+UlHgjPT8dBNPjb4/0oafpOr8W+EO0YwRPjSyz1KkiheHhhhdVOkd12hmAjTR1YKZTRZcS53CqfzFzhu2GSv/3PrnyU4d1qYDcZJfITwXJHQzLXTRiDq81R/udjn+N/VL+IXt3BjzReu5PH7AjcssLsSLyRCKSiG1r0+zb5GxqXOYQ1PuDa83McubDC9cvTiEBw3coxsbDHty4dJzUU+DkovGzSfsTlztVxgmMaGdOj6TrEseDWYIRjqR3jgnURAAAgAElEQVQ+VrrKP7v+UcJQcnJmi3GnzY3BGEcL25xy1pnQm5TMAW7XQloR7Foo4KXeHK+1j4ACM4Duh4ZcOLTKxdVZ/N0U6Iqfe/gKgZJsuznansP2egl7wyC0FcbhLrmUi20HsJwmzMQEt7Nwto/sa4QpGBtvMp1t8dzKbNKty9Uw7+ak+8WYuGNhDgSxLlC6QhlABDfWR0nnhzw+tsKXrp6kUulyp1mmaA4xRMReP410BVE2ppQe0PFtJjJtYiWYKLbpOB613RyyqyVR8gcccMB7xsFk5yfz5iC+/The+0K0U9JnxmrwYGqdz20+zEq9iGWGCJEUQbF3NLQNi2drJ3luepY/0J8kbfs0WmlUw0SGAtGx0QcCzVAEUx5y16I/GzFoZjg/u8q3+8c5m1/nu7UFStaA9FybsFFEREk6lNGShDM+t5sVSoUefLLHqUyXxa/PE06EXFuaADvG3jXwjg3ZrufRmzpBRhFbijAt0Lcs9J5gPV8knXPpb2bR+hL/sM7vX3mSYGhwZHqHputgawF1L82p0iZ/sP0R3Ejnd8a/x83OCLlLJkEaYlOhNJAtA78QY/QE/ozPRxZu0Q0svLaNXvIIhzrffPFksi+c94k7BnpXI0wplKZwt9OEFYljB4TZGOELYkOxfnME5UQMR2HWGWBrAaYZJfv62xn0oSA2Ic6FyLaO9ARGFyBJjwtyCrFt0ytpLBXKVCrdpFDMhMs3Nh7gP/vw1zD1KNlLrw5Y2SwzM97AdLo8mN3g27WjdLDBlyhd4VUOunwd8O9y4B2+Nfdbw4v3m59lfPbzysS+CERzY4Ov7R3n9259mJuLE+TSLoOBhdu1EIFgOO/hVpIOW+JWGncrTWOxRBxIrLpGbMfEEy7a6TZqoY/q68SpGCUU2rrNy6vTXO+P8d3aAquNIrqM8DwDrxQjQ4iNpBFI7GtJBbZCHVOL2OrmiFIKa1dDaAotHeDnFHEg0ZZslIAwFxOVAvxSTJiK8YsxdAz8K3mUUKhJl9vtCsHQQNsxubk4QW9ocXl7nFeWp/m9qx/m8t4YDTfNP1/5Ba4tThLaEGYU/iGPeG5ImFLExQBvLOS3H7rIcrfE1Z0xhBmRSbuIvgbZABSopolRcpGzfYz5LtpQYNU0oq0UUiiUGSeBayqZEBUuGZy/sMi402EQmvwHR17AMBLxDFOKmadW+ejJ68TpCKuZRNkrAWZLYHQEasxFaIqdXoanxm4TlQIemNoCXZHRXE6XNwlyEYGvU6l0WcjVCGONL2+fZKeXJb77v2TvaSjj4MZzwAFvxc9a9Ww/C9F7wTv9rPt1IvSWoi2E+JdCiF0hxOU3HCsJIb4qhFi8+71497gQQvwvQohbQojXhRDn3tZJCMXSXplGLYve1mi20yglkC0dBBBIYkshvURI0qsahcMN8CUoMDoazmWHftMh6CTVw5QRoxV8Yg0iV+fFrWl+rnqTv3fkZXqBhabF6AOB9AWxqRjMhBg7BqmURxhL5vM1wkj+sKKaigXHJ3bIH68jejqRDUjFz1+4TKYwxKgOscYHaEOB1pcEUz44EdFAZ22lgooE2lyP6nQT39fxVzKwZ+Ftpeh3bVaWRrhzdZz8ZYMwpYgmXeYma0R1CxEDocQpDZmzdpnP1gl8HVE3aW3lUKbi+Mw2M0d3SE32mKs2WBipEUWSMKVwxwOMrqA/NMlWexBzNxVO4WdJ9pjtJo8W7yBFTG8ng9kRmG3BVLpFN7QQdoTmKyIryal3R5L663LLRinwAoNGkOYzZ1/l6gtzCCti2a2wNcxj7+rEPYMzlU1GrQ4t3yGINM5WNxh6JnIocccitP7fmOP7YXcH3L+8V+Kz3+3ux33utzMeP3jOuzl2+7106rt1Pu/253onE4K342n/K+Djbzr23wBfV0odAb5+92eATwBH7n79LvC/vZ2T0EVEMTtAM2NEBFEgUXsWmisgTnJ6laYI0wqjJxhMxORsDznU8EYijI5gOBojzQg0hVUZQiyImxZRIcS5Y5K2fA6ZNQKlsdnLI2UixjIEFOhtDRGBfzcAbi5VZ+Ca2HuSIKfAlfSDJFBKpSIqJ/coHa8jRYxjBhSzA6q5XuIV2wrlSWTTQOtoyIGWdBtbS7O3WSBy9UQ0JWhDidi2kUOJNpRorkIc65HLDQEQkeD4E3dAjxnNd7npjvOt505hmCF6XyACwehMg9ogzXYrSyk9wNJDaoM0ubSL0hXCk2hDQT7j0u/aKEMRpSNkOmQ4EZGzXG4PKvQim6/vHid/VWc4GeGWFc+uzbHWLaA8DT8n0AeC/tkhVl1gtiVhIQQl+MVD12j7Nl/66wtYDUH2VZvLnQnmMzWkB8IJaQc2KS0J7hvejW53e9YPPewo9+8sj7/ndnfA/uceeDv/igO7e0fsF/F+Y/76u/G39gtvKdpKqWeAxpsOfwb4o7uP/wj4u284/n+phOeAghBi/K3eoxcm3nE00AkKEamrNlZdYnQFn3jqFcYyXZ68cA0ZCPxiTHqujRSK2I7J3dQQMYnH3DcgkHgtG4RC6TFaS8crxczkmmwGRTbcAjO5Jv2mk3w+CTIUWA2BjARu02azkaPuZwj2HIbHXcJMjMwGHM3v0tgoYGU99m5U+NVDL3MqvclUtkXfM9m8PEpuSaIMhZ4NUGWfKB2jdwX6UJBZltgbBumbJjICo5N4+ZoLzo4krAY0H4z594++yiPjK9y5Oo42NkAXEbJpcKa0wcXaHPaOJLyVxZ/yKc42+Ufzz/CJqatUcn3aQ5srq+M022n6rpn0ySZpe6lrEXGgofUlesFHrtuodER9mMKSEf/68iMsbo7g50DrSeJJlyDQ8EONp09fp3c4wCsprJsOvQc8pA9aOqQ62ubV5hS7gyxKQpBVxBps97I8uz1H5ChQgrqbZtfPslwvESu4sT2CigXOhoYcyKTwyvtodwcc8Gb2u93tJ/F4O7xZvPeDmN/v/Kx72qNKqa27j7eB0buPJ4G1Nzxv/e6x/x9CiN8VQrwohHhRdrv8Vwtf5fEHbjG9sIfzVI3wZA91vgMknvio1UWGiefZ79pEsQSpGI4orCdqyAAwYrS+RFgRqWUDmQ6Tame5EF3EvNqdYmeYZa1bQGgK//gQr5LkaPeP+YSppPGHrsc8szGfdAerJ8L3qROXea02id7S8HdTjJ/YBWAQm9haiLuYJ7co6CzE2KN9wr4BSiAHEqMvMLoCoUB64BUURlsQ61A43CCY8ZBBUviEbEgrSPFLpZdRTsxnjl5id5BFjrmkpM/ypQmspoLZPvPTe+RsD1/pDCKT35x5nofH1vjo0ZtENSspkepK7F2NaNSn7AzAl0SlAP1GCmdXIHoau/UcX7tyArFhk8m4uGMRUSrm2NQOxdwAKeBb146iZQO0mT75D+2AL/ELiqino5TA0kJylsvkuS3yp+v4eYUb6DSul/ELMXbG49HyMjc7I6RtH00qnp5bBMCrxMRVH90If5SpvGd2t7e391bvd1+zn5ctfxp+4DHdQ8F6R3a3X2zu/R7Hg1S994Z3HIimkqvwU18JpdQfKKUeVko9XCxJIgTz6RoL+RpPTyxydGyPU2NbHE7tMOF0+OLtU3dfmARbrd4cJTfSwz7Votu34UgfzQmRnsBetHGrManXnCQQa8Pgyt4YU3aLjmdTb6dRCtSOhb0rccdCnJxLWA7I3wRvLcPZ0Q1yD9VRpqI63eRWt0r99Srl03uk1jROFHc45yyz4RW4ePUwVl0wmIDYihnWUtjrBunLFukNiVdU+DnFYEwxOOoRWyoRPFvR7qSx0z6hk3j8jx1Zouan+V/XP4qZ87jUmmDvxVHOTK/z2YuPkdqUdBagnO/zYHGT0VSXxeEoNT/DNxrHCZRksV2lPN+EW2nibISfV4yMtHmqfAvMmNRNK6nkdjjkyMkN9BU7KfhS9ek0U5iNZLWgYA5pdlL0XqxgrZmobRu/btPqpahOtYhGPUQgcYyAQWDS8y2eHLnNkeIe0cKQMNRQAlQ6Ipdy6YQO9UGatOkzm2/wlVdP4SyZMOYxMtJmrNB9X+2uWq3+tC/f17yVSB8I+Lvy/j+13b2bNrefUpHeeC4/6Zq8cS/9XtjeBy0A72cV7Z0fLAPd/b579/gGMP2G503dPfYT0UTM890FWkGKfmgSKI3/euavGLM7ZKXLvLPHXKWOEpCa7SA9CQL6AwtTj8imXYJdB+tSChGD0QXNF/h5lXiwbUF/scDz9VkypsdIoUep0kWbGKC5QAylzICjs9u0jkNqU/LcyixzhTrl2SafmrrCzRcPEY4EeIHOYCrikFPnYv8It7pVzF2d4ViMNxkgPUlqVSdyFIOpmNiA2FJkH6wTG5C5kmwF6EOR7C17GuGtLGFK4Rdi6m6a9W6BMJYIodjq5AhnXf5O5SpWZYjmQpyKcX2DYWTQCywymsdqr8juIMt3bxyhPbSprRdQGmgtnbjqc6K0w19tncReTfbl9b5A72rcXBkjTCsIBaKrk7ppEVlw7OgGoZIYRoQ7HuCNRFgNid7R8F0dWw+ZGG2hnAhHD2gPbf7jQ99hz88QKomuRwxrKVTZR3Z0HhtdphNaLBRrdD2T280ymWqf2FT8/ZMvcqK0w3Yr+77a3QeJD9JNaR+yb+zuzXXG7/Uk5s38pPO4x5OtHz6+3yevP6tofwH47buPfxv48zcc/627UZWPAe03LCv9WAwR8bH8FY6ltplw2qwPCuyFOT6Su8Edr8qNwSgncts4ewIhFFHFZ+rwLk/N36Zey9JcLiY9o7uJQP9gv7h4/a5Ha0FU8dls5gFIGz4nK9sAd6PAYRjoPFa5gxp36R+KUKtppp0mfqjxR995ChmBNKOkKMiRPf741nmudseJlcA40UEGAmPPwN6TDGZCFOBsJdHbqhDQ7duE1YDefIgyFO5YSGo9CVCLDUVQDlEln6zpcq6yRs+3UDcyhC8U+YWj19GIscyQwWSyV/8rc68yZnWYTLXQRMxspkFz4KCZEe1mGj3nE+Qi4lSMNGIiJdjtZDCbEJswmEqWwIkEcTbpw53a0BAqSee6uTbKaxuTuHsOZsFDhAL3iAsCzFsOaxtlWgOHR48vcWevxHShxbdbxykbfVY7RdKOh7OuQ9vAnOqT14e4kYFEcSjfpOC4qOcK+Ic8lvoVJIowfMva4++q3X0QuJ9vPvcRB3b3Jt5ocz/OBn+UUO4H9ssE52fl7aR8fRa4CBwTQqwLIf4h8D8AHxNCLAK/cPdngC8BS8At4F8A/+TtnESoJFWty6OpWzy7PUdtmOGLjTOs+BVmrDplo08rSNE94+FdLiCk4mx5nWuNUejrSFeieeCWQcQQ2iAi6MxJlEhESt8x8bZStFyH2iBFw0szWW4Tm0AMhhbTDh0Oj+8xc3QHe1fwxVun6OxkcDY1NFegL9s4ZsBOI0d/N01a99npZhlsZjC6SaS7W4kRTojVEvhFhYgFxrpJOd+HSCSR7QLMmoY+AKMriG0FhkJ5GhNOm4/kblDrpJFRUsSk6af4bvsIsRJJcZRQcrU7zrjRoh043B5UKRgDTla3Keb7aGaEvONg7+qg4JHZZdZ6RfyVDGEKONVFlj0+cuEqhZEuk5MN5KpDmE6W8f2iwrpjI69lwI6JV9IYTcknH7jCwoVVLnz8Mp858yql9IBeYPHU7BIzqSajVodOmAT4NbbzGH0ozzcRQvGF5QdZ7RTZ7Of53YlnmEy38MoKww55ILvFYruKXHbeV7u739kvN8EPEvez3d1rYfxRS/f7VSD30+rET8tbVkRTSv36j/nVz/+I5yrgP/1pTyJC8sXOWR5PL/LYaBKsNOvUqegd2lGaGauOF+v83PEbNOcdFjI1LrUm2NkoonclVksQpJOCIW4VnB3BsJLkFOsDgb0Hfl7gTvo0uylOjieT4bV+AT8Xg4Td3Tw3nRF+beJFtoICf3iigraaxrhbMc0rxxgzfdKmz8zMGhcKy/yf1x8nupZF12A4GWK0NEQkkDvJEnNQDon6SfGXnd081YkWbqCTeVniVgRuVeGNh+jpgLBjcvTIJvPOHt/pHsXrm5S2FJ05+FDxNrGSvPaVU1ijAuNskzO5dVa9MrESbPbzmNmQkjkAQKw6+CMh9prBxOE9SuaAy3tjSE8wmA+gYTN5qM7tdoVICVoDh4lzW6zeGEX6gqgUINdN9IGAQBAWQ9AUX3r+LCIU3MiFzM/scq6yxmq/yJTTZMHa4cXeHM9szDMYWDirBp1jIU+Vt1ntloiVYDZXZ8pu8WeNc0zZLWQAx8Z2sWSAG+row7+54bwfdnc/cyDY7w33i92Je1gF7ae1vQ/anvK9Zl+UMTVFSEnvc7F/hM1hnl8df4k/2T7HeqrI+ewytTDLA6lN/s3GI1hayO1ehRt3xsldNfCKCq+kCHN3i3PEArek0AYC6YM+EHTnY7ShQF+18ashu/ksukzaYXbLDvqWhTIkqQWfrzYeACBb7uPuFYisxFuOSgEPT2wwZnfYHOb5k9WHcLfTZBsCr6iQQ0lQiJDpgGioE5vJUq/0BHpPI5730WRMt5GG8xHOpo6IBPaagXtIYZWG+LHGs80FeoFF8QWTwahg4ZEVnmvNM5+qMawK9D7YRshrnSksLWQQmpTtPs9tzhLFkn49hRjzsdM+cc7j0eoyY1abwe2HSNUEYU4yMl+n5AzY7mWZLTYpmAOW2hXSKxphBuIyKA2e/KVXsGTI9/dm2K3n0NM+UaihbVssm2Xu3BhHeILFuSq2EdK4VUIEgtiJGU6G/Pqjz+HFOkYuZmuYo+WnqLkZKnaPb9aPkNoS3Nqr8NHKdWq1LLIQ30szvG84uAEeAD+50Mp7JejvxPbuV892v7Evypi2oxTHrE0eTy/iRgZXBxNIobBkyLPtBV5tT/Hd9hFmMk0+MXKFK1vjIJJlcKVBlI7BioiyyR6uMpJl8ujwkMFxD80VRE4SrZ2+bdB1Lfq+yYniNkIqzI6AcZdBaHIsswPAeLaLkmC2Jf2pmFxxQKwErzUmeXl1mvZzI1h7Gp3THkFOIX0BmiLuGwhfovcEqLv1wyWErs7AMxFaTGotqfQWphV+KdlX/i9OfYOy3We5XeLG+ijNMxHeSMRKvcT3lw5xvTtKmFaYHUUQanQCm6zucjq/QcXq8ctzr9HfS6E3dejruC2b0UIXLzb4vWc/SuTEBJmkBWbBHrI3SFNyBnx65HXcyGBjqZLULo9ANAxEDLGSjJhdbD3kwtwKubTLJ49d5vj5FVCgdSXpDclwKUfn1TLSFSAVZkPiVAY8s3OYK+1xsoZLxe7hRxq1QZpXtqdodNL0JxTDpsOV3iTSiJO+4Qf8RN4NwT64ed7fvNkG9lMw2o/LWtgP5/ZBYV+ItiZitsM8MZJfGn2Fxd4IO70sgZIUjCF+rNMNLD5deo1HU7d4em4xyWkWoBb6kA6Znaph5j2UEWO2BF45Rr+ZQmgxsZZEcDvbksiGsWyXX599kaafAmAwFRJ1TG4/e4g/XTqDRJE1XaJ0jFdKJgLnxtbZHWRp9FPIVSepWW4qtFoSjR0bCrvgYtY1iMGvRElEdigIMzFiqNG7kyd1zUYocB6pwd2iML98/iVcZfCbY8/RG1rEfYPCZZ38dJvodlLu9Or2GGE1wM8K/OdK3Nyu0g8ttrw8y/0yn18+jdbTCMsBelcinZCFfI3VQTEZZAn+kSHRqMfR3C7nK+sEscY/fekXWaxX0XsamktS6GVXEjmKr10+wZ+tnGazkWc+VWM61+Q3Ss/xa2Pf53fPfpeFR1YZnB8Qm4pgyieedCEWBHMubt9ECkVjmCKvD+kFFocyDc5UNimnB4wWutg1Qa7ao+6liJsW6i3j0P52c+BhH/CjBPsn/fxuvu/btb8DkX5v2ReinRI+M0aDTmxT1TuUrT6/NvsS/6BykTPpNc4XVhmEJkt+lS+0zxHGGvpA4FZigo6FmfJZ2yuiFEgnxOhC7MR4cy6pjEdqS6CVPPqHIkJHsdvLECiNEavHkcldsJPOV9HckH7HJlSSXmChzBi9JxmdaSQpVZ0Mnb0Mzk6SThYecomtmNiOUboiup0hNkBZMc6Gjt7RiFMxRldi7WlonkAJCNKK1q0SSIhGPcasNstuha+1ThL4OlpXYzCm+NShKwTlEBEJZisNKiMdvEpS8zvcdXhha4bLtXEu3Zim03EQoUBr6Vg1wdOHF1lI7XF1YwwA4QuMOzYqlJSNPgVjwPJWGfYs2mt5lKboTyp6c2ESUU+SLtZcKZKyfT537RzHszt0YpvP7z5EXhvw8dErPDV/G706RDQN2Evyv3O5If/RQ88CcKaySXS3v3fTT1L6LlRWWN8uElmQd1x0mXjZRv9AlH4c75ZgH9xM71/eSrDf6vi79b5v9zU/+Hq/be6DPrndF6LdjW2WgwrPtI/zoLnLjNNAQ/F7Wx/lgrPMlNngH019i6x0OWzvMOU0ST1RQ0TJErQ/NHAcH3E7jXHHxq1CabLFI4eX8X2dzmmfqGFBDHZdkHdcLBlwOLWDUknjDJWO0G850DFoew5Lu2VkXyMYDdhrZHH0AH8lg+xr9KZj1JSLfcXBaEu0bAACYg3CSoC9aTCc85MqbSTL4N6sBzEMxyP8iQDNS8793Pwq/8eVJ/jayjFe2J0hqlvYNYE81kMTMenygOKJOj3fYjrXRAQQOQqt4uEu5hFCYe7oaBs2zo7A6EoGZ4boMuIPn38KtmxkTyOzomHVBembJp+9cZ4vLJ/CSfuIUGDtakTFkLAQMTZXx36oQfFYg9MXbmPVNLq3CsR1i89940P8J1//HUKl8cXd02Sly29Wn2Wk0LvbYzspLQvwbH0eRw+QIubJzE0+XF5kxOpRd9N0wmRW4BcUj1aXubY3iioEWPV7ZYH7mw/6TeiAt8fbzcs+sJcPNvtCtDu+zbpfomAM+FznIep+hm/Vj7IzyPIn7fOctDawRcBOkOdPd87RCy3cQIfJYdKMo2biX82j9wVBVqEe6HKysk3F7DNRaiPbyR6yMpOc7blcnZT0edBeo2gPMFMBQo/xRkO0vuTm0jialjQUyb9qIjdsrtyZQAYCe0cSF0Kink5sgT8aIldsEKB5IFs6wdGk2Ucw42HWkyHWdk00X6CsGGPHQO8L1JSLFIrxYgfLCNhbK5Kd7tCfCzk5tsW/vnKBSqZP41aJrVqejOERzrk42xK1lbQGHTxTRUYCsylwKwp32se0Q640xtGbOlEuQkSC2IDISfLS1WIGAO9WjtiOky5iCtIjfR4o7lBIDclYHq9cm8UrR0ROjCx7KAF6U+f6xTmu3Jzi0mCK3996mnOVNY6fWkusSUKn65DSfUZTHapmj/+ndoHvNg6T04cYWsRrtUmc6zaxoYiVoJLpI+sG/ekDL/DNvJs34PvFy77XqUsH/A0/6Tq8udDLj3vO+8k79ezvB7vbF9Hjjh6Qkj6PpG7z317/JX5t9iW+tznHaLZLUe+zHFTYC3N8ffsYxwq79CKLI+U9/u7IK7zWn+FaZ4yOZ9Me2hzOdSjbfTShuNwcZ+v5ccxA4FUjNFfiPFrj4uosTz64yF+0HmI+VaM3arFUK+M1k5aUYRncjkV2V+DnISyGiJ6OvSvozUbIto5Vl8SmAgXBWIDoaYSzLvodG3+gY+VdLDPEOx6QuZhNWoQ6YNZ0/GqIXhry1NQKALYesHZlDHuqj3ulQOVMnZdfX8Ae7bN+aQwkxL7GRr9AId/HlQ5Kgu5CkEnS2tyRmKgQIs0Ir2+y0bAhEyGMmMJNkL6icVohvWSPPVjLoQohwpV4lRjdCenXUnzHnyesO5RelfBwSOaORn8qxrqcQkQQ5BRmS2A2Df48PofWl0TpGGFHEIPe1YiHkt1qlt12huV8GUcPaLoOpoyo2j2uLE0iR2Ks6R7XOmOs7pQQgD7Xu7eG+AFmvwv2jwtg+gH7/fz3E+/WWL3T1K57cc3e/J4/bdnXN36G/Wpz+0K0vVinFmS4GB1h6Btc6k7y781e4k+XzvAN7ThVq8eF3B1+e+YitTDLN/eO4oYGk0aT2WKNWfsQNwZjBErixzoSxZTT5FpjFH8yWaMWQw3pCc5WN2kHNi905whjjZlMg35gMpLrsZKzcZWO3tRRU0P60zp6X5C6YyBUUqSFXEjsagRZQWwlbS9VpBAln7hjJO8nFI4VEEQawXoaU4BbUYnICxBmzHylTsnoY8mQZ547SWzFeNspsidbjGc79PYqeH4GVfFRnsbkRINHy8t4sc6rP++y/twkCAhKMf5YjFMcousRE7kOuoy5sjSJng0wrqUYVhKBV5oimnbRNIW84xDkkgYsH378ChdXZ5G7DnLTAFvRPKnAjOk/lKwa6GsOQRpkkOSXm03xwxQ7OZTYqzpeURFlYuyxPuuLIyBgrW8iBIyMtLl4fQEx1NCGkigb4fYsrrUnIJDgxBQd7x5a4f7jb8s+9tv5nPdaDD6ovN198p/0+h/1mg/CNdqv4r0vRNuQEc/XZ6n10hhaRMkcMGftcaK6w8ur03z8yDWebS8wZbcYN9uMpzps9vO8PJxFQ7HsllnsVNns5DhR3eHvjXyfFb+CEAqEwtgxESH/H3tvGmTZed73/d6zn7tvfW/v3dPL9GwYYGawEyTAXaRIUZIlRpKlcpxElitLVWLLH1KulBJXVPngxHIldjmKSrLKLokqSZRCihIlkCJAYiMwg8FsmH163+7Sd1/O/ubDBWmaoQmuQIO8v6qprjl97zmnz3nq/M/7vO/zf4ZdtfQ+r9fHefXqAqX5Otu9DDOJBk0vhh7zEHvD1PUgbqK8sbo7tCWRNvQzl46KsANoqSDBGO+j6yHetTReMQBPoTDdpNM3iVYTRJmQ7pGhWCuugHGHaKCR0IcC9dm1+1A8gVSHK81jpkckBWOP7bF7kGYsMxx9fnzqKqbi0wjilOwOG0cclA0LaYUYCQ93O8fXjP0AACAASURBVIE+30JTIpqOjeirRC0NxYfeigsDlbG5BtXdDGpVI5h1UPYt9Pkuu700bt0m1hMMJkIUVyGyIkqlFs2ujduyhoJsQZAKEb4g8JWhkxsSaUQMNIlZU4k8hYEWQwmGAa/UdcJkSOVuHm0w9IyX0wM0hl0Xwp6OnnGItuJoavitA2TE98xhe+B8M9/rIqfD/ne9E/lBCfZh47s9x2/OGBw28T4Uc9phpLB6d5wwUsjF+1yszZBR+yzFq4xlO/hS4cnMbY7Zu6TVHgWjixepNPw4k3qDSCpMxlsMBgYXLi7xTOs4n909zUNjmyiNoQhbB4Kps3tcrM/QermI4ihUbxbIWz3GjC7nMpvAsE7ZS0mU/lCUhBz6mAfJaGjW0hzOoUe6HNYyrybo7iUI4hJ7SwegtpkhXE0gAbWjouQ8pCYxmgoC+NB9r/Pa9jQX6zP09xKE8WFL0ZNn11nOVOn5Bo2+zZMLdxFCMvB0/nzrfv7tncd4tTHLhNXioyvXWHh0czjartmIosO7p1YB2D9IQ9InSgX0Fn3spMtDp+/R6VsIb1jOJRsGYXo4dx5IBbOiEsSG56gNwMwNmE/XMY0AlGGteWhHaG0VtT8MG7OsIoVEOApGQ8E94jLx0B7jcwcs3bdNFAsJUyFz81VkPCQoeoRWBDs2bNsomzZqLODU5B6ROTJW+Wa+n4fEYanb/WExmvd++/lWqeh3cty9WSOR77XRyA86Tg+FaKtKxN999CUKiR6rayXmUwdYwseXKr+x/Dn+wdiX+T9vvZd32etYis+U2aDnGdzslLjhTLLey9ELDNLJPqqj8NfPnmVzN08kFYymgpuL6I9LTud22G+m8NIRjLlEWZ/XdqcxlYADP47fNgmtYQeuyI7QOkPv8tCCxJo69DXPB8Oa7KqC3lLQWwKrPEyji3DoKT5+5ICg5BEmIuSEgyybiECw9IFVHjuyytOXTuHXbNbvldCbClKVFO6vUOkluFyeYuPGOIO7acpOkoPLRdqVBJVKml7PYqMxrLu+2xnj7v4YSksjOdXmEytX+PL2Itdfn0VWTRRNorQ0ChMtAJxQx9uJE9sclsupg2Et98nUHqubRaQYpr4DG/ykxKvEeOXSMjHTQ497BPMO0owICj5Sk3jZEHfRQc14iHD4PeVAZ2O1SNcxabkWZ46tkyl2SBguczM1/u6ZV0jOtlF8iCYcVEeg37a5sj0FqYD9jfzbGYbveA6TycZbxTu9Y9Nh4luNLr/GN69c/+ZmIF/7zDuJ73dq4DvlB73fQyHaKdUhqTqsZMrE831uHIzTjiw+mLpGLzL557s/wU/Ovc5/t/pJVCQ5tUsYCepOnFvdEpEUZI0+g1cKiGhoECIlvN4cR/HBqijMntthd5Amk+gTxUOino7S0imlO2T1HjU3AZFAdSCwJWZFJXe6+nVHs95MxKAUYVQ0RCBwCxGRIXGKEe5YiFjpEp7p4E15pE0HBipSj5CBguIL5lb2iaTgSOwAo6ohhUSvq8S3QGupqEJSWcvT2UwhzYhozOP6lVmED3pN49HlVaK6gZSCdmBTH8SGdql2xFy2wVf2luhW40gjYv7ULo8v3CO/csBitsaxYpmrN2eIrGGr0MCW6Isd1B2LUCqMlVr42YjIlJh1gdYdzlcLT1C+U2A824GaCRJEVyVMhiiOMpwq2B6O8qUmsfcU9LqKeyvNQTOBE+o8UNrBD1VSpsPt7vAFJJhy0c0AdyzEKQWEXZ1isYWW8t7uUDx0fDsRPoytGd9ORuL9/fO9XMPDHHtvdm7f7kXlsHIo5rSrboI9L80re3P8wtKrTBt1OqHNhldgTOtQNDtca0/yQGabRb3KPX+MjO0wm2jw8vYcs7kGuogIT3UJPRXZNtAqBpvNCcR9fWQkiOsec7E6XqRRTSaRocAuevz01CVqfpLdXpp4sUffS3w9RVzeykIpQG2rmHUFZzzE1ySkfGRLR5/tMZHsMZlocWl7iihSmJmsc/v6NLyR7p2dPOCh0xt8+spZVCMkpnmk7j/ADVQ6WgKxrjF7boe1nQJqR8GuCvpnPaL60GnNz0WYFZWv3lmAZEAUCV7emyVm+KhNDW2mx343Sa2cQvgKWkdh3c5TS8RZzldZiNX40t5RtKaGVKDw7j221gsMajHe99RVbneLLGQOqLt5QmsY4F4+RE36aKsWfkayfauITAWIngoqKH2VKBkiBgpEIPctRMklrNuEtsQuK/SyOjfa02yPd5jPNhgzu7xeH+fk0W3W6zkGPQO9qRBaEq0nKAe5Q/IKeTg5zA/Gw8Y7Za71MPCdNPP4YV/LN2vr+cPmrVpX8YNaTHk4HpMCPnPxDAB/ePtBAB6wNmn4cTbcAoPQYCFR425vjM+0z/C5+v18fOIKF/Zm8FwdJ9D5/K0TpBMDPrByk/hkBzkzwKooRA0TKiYAtzolfq50gV9/4As8srDOfK7OlpPji7srBJGCbfgcOTHsAObkJXpDQwwUFFfgJyTCE8Q3hw0zUMCp2uwfpDl/+wgA2l2b8oVxhCewMg5a3OdcfpOL9RmMTQPjWozNdpZW1+KDM7eI39PpzsJ7xu7y8NI66kKXwbk+ycQAxVHQ+gp6XcGZ8lHLBvQ0ErZLdzNFuZweNue4m6C6lUXpaCh9BXUgkE0DTQ0xlJArrSkqq3kiQ6L4sHtlHIwIMzc0YLlzMMb1amlYzx0IQgNiGxphR8eqC9S+guIqKG0NaUSonWE639zTkIYkyAcICaoWDg1lPEF/OkRta8Q2NDxPo+nY2KpPIdZjJVnmpxeuQNXEy4eYBwrieBe9qQ4tYEf8WDES17efb2WF+lZmcL5d6v2Hfdzvh+82K/GD+vsOhWgHgUJqrEurGcPbSFANkrzqzNMObJKqQ9lJUtC79AMDN9I4m9xERfKh2Zv8+pmn6fs6SxNVjuXKJFSXn1u4xNJ4FamC8AVaXxDTPJaSVca14RzvY5lVLNXnz84/iB8q7Ozm0NSQ+UQdtxjytVuhdYejQXO5jTrRxznTJ5p0QIDWVmHXQq/oZD4fJ9KACMzZLlLCL598hRfKC2y/PIXqCPrTAYYacnS8yl+tnsTNS4yTLXypMmM3OFqqoqgRpWSHMBkijvSInW6g1TX0rkDaIdVyGlIBSlMntTY8x/nFMsWVKpEdER7vIvWIpOnx0tVlbr0yj7WvYpcVwpgkTA192v/hyed4aXeezt0M3a0UWtwnmnRQQhASFGfYKEV1h6VikRWhH2iggDpQ8BccFEdB6akobzT6EH2VSJeoXQXVGbq/adow47AUKzNmddno5/jUtQcxmgqxDQ2nEKFpIZH+FgfdiEPDD+NB/U5JdY54e/lBxN5bHWuHIj1uGz5nx7d50T2Cnxfc7o1zLrnOajdP3ujy0bGr3BxM8FOlywA0gjhLZpl+ZPAnu+f4+bmL/G3lGFvdLI6t877cTaQUuLk3ViS/cU90EfLp+oNUnQSWGvDahSWs6R71nQxmbsBMsknO6JEa79AWCQgFKEPh77UsxsebTCVaVPpJdpUMUXo4wox2YrQXh6Vh+lQPz9MIezrnG3PDAy/1CIXkzPg+a408lVYCwwiIfBBC8kJ1gc2rEyiBIJpwmIq1uJca48z0Nk3XRjsVUdtLk8l3aZaTSBVUVxCaAqlJtqpZ4jGXuZV91teKKPGAvfMTKDGJCBjOv8dDxqfrpAyXvU6SL9WO0dlNYnWUoRVsYFE8VqUiwFUs1L5AGwyvoVSHWYZgyiWWdOnvJBAVkygeYmYdiukuu1fGkfEQ1VPQewKnFGJWVFwnRXR6wI6b5Ua9RHk9h94einsQg+NnN7hXLSAnHII3MiIjRox4a/lxz3i8k3p+H4qRdkz1iKsey6Uqx+b2OJdc59XOPAWry0l7m/PtI+w7KV5uLdB9o5vF72y/GyfSsbWhecqvTj/HXiNFUnO55xRRlYiZU/vobUFkwqnkLufi63R8i71eirvNAqmFJmcmtzFzAwqpHpEU1L04kRQYGRezMED4wxQxvsL+bhYn1MlYA87ObfLx41dJxoedrYK4ZOpEGd/VkPsWZtrh5vl5KvfyrIxXCAOVG+VxLMNnYeyAIFDxigFLuRobOwWiWESQCFF2LbZ7GfKZLkWzQ9Hu8MDYDkjodG30moa9biBVcLOQPVnj6EQFz9fY3M+hJXz0VYvQkiTWFcyGwKoooEr29zOYWsB8toEXqmgZDy8TYbRBneizv5tlaqzJ8kMbWCeauLkI80DBrA/T1tqOyWA9idQlqcUmIlDwyjG21sYI48P0ejDmM5gKsMoqzmRAkAmYTTbYGWSGC/Q0id4SBMlhav1cdhPf04gnHKL4qE77x5kfpHD8uIvQiO+e73bU/XYtAn1T0RZC/J4QoiKEuPYN2/5nIcSOEOLSG/8++g2/+x+FEHeFELeEEB/+Tk4ipngsxcr8DzNP84Gxm+S0Lr8y9gL/dekZXh9MczRe5peKX2W9m+P3bj/GnpfmZHqPtNbnoewGObU37NqV7vJIepUv7y3xeH6V1sDCnfGw9wU1P8H57hHek71N2nQII8GT03fpBiYPz2wwmWjxUGaD+5LbzGSaBL7Kx5euEZ/uDFPjCR+lpXG3UmA21iCIFC7Xp/DDYUvL7EodP1KIfJWxYzW8cmxYNtZTeH1rgoVSjffP32Ym2eSBzDZhqCAGCncOxpgcb4ARoTgKIoS7V6dpdGLc7YxxuTzF1YMJ1I6Kds8aGrwIkLok9mCNR0vrpAwHt2egr1noN2IEcYniC9r3e3hpyeCoi+iq4Cnsd5PcLo/R9w1CT2XsaI32SoA/0BmfbNDo25S7CQTw99//LMc+dIfQkth7KqEtMesKWlul07O+fv9StzTMmoreVtDLOugR6cfLLCztkyp2iRBc2ptiEOio8YD+vE9khwhH4fnqIlHTwH8tC/p/VEbyQ4+7EYeP7/ch+P18fxRzI+Bbz7F/c1y9nS+F30l6/PeBfwX8u2/a/ltSyv/9GzcIIU4AvwCcBCaBLwohjkopv+0QShchH45fZyPIsueleV/8Bje9cWKKy7vit7nszHLDmWJ9P8/PnrhEWhugi5BxrcWfbZ/hdG4XgOlEky/VjyGl4M83TjOTaZK0XHYaJSpOkr8z9irVIEnKcIhpHpfrU4SRwseKV1CJSKoDIqnwUG6Dk+k96l6c98/e5qvleZx7KeyawBlX+crOAvl4H0MJCYLhKPRgPYtZ6vO+Eze51y4gY0OPcqmAHfO4vVkivuiymKhhKgGpuEP3IMHAT8ECWEmXRLFN/XYOrSuIQoUbq5MobY2+K9C8oc84SKQpUbMuRzJ1dBFSHSQQdZ3QgNCSxBZbPFDawQl1Lsen0Nbiw57evsLB7TxRxmd3q4RMhFSqKY6vbBPTPGqDBOl0i9s3ptELA/5k9Qy9vom+2MX1VRIxF6efQesKtIuxYd16DHrTEUZTITQk6dMHTCTb3Nwr4sUdYqbHuNWmWzDp+QbHpva5uVsalooFsFXLDP3LTQnef/QO+UOPuxGHl/+Uh/R3+vnvkd9nFHMjvg2HIYPzpiNtKeVXgPp3uL9PAH8kpXSllGvAXeDhN/tSKAV5VfLvyo/zk+nLXHJnyKldvtw+hiOHK5Rea88gBJyvzVHzE2w5OZphjHIzSd7osjtI8WB6g+OJfVpdi3YnxpjZxQk04gst7jYLfLm9wrjeYtJuMR1r8vGJq/yzpc+w52VQRcTrg2ksxaegdVm2y5xM7HKzVeK+/B5Sl/SOeoRNg85+krjusdNK4zr6141HpIQXNo+wsV3gkWOrCDm0/QSwNkx6vkk7sPjL7ZP4TxfwlgbEdhXCVzMYzyc5WM+CgCAmkTs2WlUnsiP0nkDxBPFtBRSQWsQTC/eYtFt85tZp1m5MYNYVglRINOHwwZlb1JxhnfRisYbeEsOXiJyLCARCkYSZAGtHh65OJAV5s8d2NcudSzMQDV3W2pUEYVcn8FUEsJirceSxTaxzdXqnXDpHAwZzPlHBYzAR4OciuhcKrNVz/OqpFxi4BgetOJfrU6zXc2xdmeDm+Xl0PSRIhfgTHoGjE4x5BOmIlaM7b2ncjXjn8O1GPz+oB+ko5n50+FGu2f9+5rT/WyHElTdSStk3tk0BW9/wme03tv3/EEL8AyHEBSHEhfKBwj+vPsFjmVW+3D0GwHV3ihcrR/hfb/8kScXh0cwqD85v0BpYrHYLwyYjQZKPLV1jymiwmKiR07rEVJdfv/+LBB2d+5Lb5Ow+E8kOra5NzU2w76dp+TYAlzrT/Pvq4+S0Hs81j3ImtkFMuNxnbdENLRbMCn6kcvVggigZELtrYO1rCF+w00ozlW4hFIlsGoiBMhSjQCWR7dNwYhw9u8knHrrIoG/gHnFYfXWGpy+donm5gOJJop6Ol5bDFdoaiECgumKYAh93iKacYVMOwFl2CB5vk18+4BMPvkbHN/nctdMo6zb27tCC9OjKLh9YuYkiJHvt1Nfd0wYTIUpbI3Q09N5QtHPFNulHKygZj+1mhqevnUS7Z6H1BEreZe7oPlrCRzgKypqN9VqMS6uz3N0fo+8YPHnsNnahT2mqQTrTH85VNxWCmMR7Pc3v3XicpbEaH1q8xXyyTsJyh0Y1mmQ80+bo8i6ZXA9z1WRlbh8SPk8U7r2lcVetVr+T440YMYq5dyg/iuL9vYr2vwEWgQeAPeD/+G53IKX8f6SUD0opH3TUPH/6ykP8y4vvY86sAeDLoUuYpQVc70+iInk4vc5Eqk19EKPh2WwM8sxbB7zcWqDpx3ipvUhJa9EKbT7x4GtsOTk+VLzB35m8CHfivHR9iWcbK5xI7HLpYJppq8l9yW1MxSej99n30zhSZ05r048MQqnQ93XePX6P0kST/lzw9SvWbtvsdZKoaoTRUBA5D99XWSzV+OWl8/yXM8/x0+OXiKRgZaqMvmkSZAKEEaF3BIP3dylMN1FOdFj5qduc+/mraBN97GNNlIUuP3vyEo8srCOLLt6xAfl8l6WxGvPpOruDNK9dWMJcM1E9gTMW8e73XeWTkxfI6z0SqksmNuDhiU1u75ZQ8h56W6A2tKFnesWksZ6lvJ5DbFv0DmJY6wZ6W+BN+ozn2swn62h6iDXZY/ld68jHWkhXQUaCYC/Gc8+dwtQDZlMNFCVCsQPCIwMUD7xcSMxyqQ9i7A5SHLjDxX0iEEQZn8cKa3xk/Brtto0zGXD72jQ/deoKx63dtzTuxsbGvtuvj/jxYxRz72AOQzr7B833JNpSyrKUMpRSRsDv8B/SQjvAzDd8dPqNbd8eAcIK0dcsrvam2fZydEOL2WSDyUSLj2UusWzuk9O6nM1uEdc9bh+MMWk1uc/aImf0UETEgRtnz89S8VL0ApOU5gCw52XwM0ML0lPJXVQky+kqr9ZncSOdW/1xLjWm0UXIlNbkH2/8DBebM3y5vcJEvI2pBBRiPYysg9HgP4x+HZ3H59YIlwbIUMDNBA3H5unycV7sLPN07QRfXF/hzitzhBbD0rOuRv6pPXQ9oNmOUUgOV60vxqr81PJVAB6e2aAdWPz02EV0M8CyPRxfYzlR4WatyGsvHh0KoCGxztT5yfe8iqaEXO1P40YaB36c/2XxMxy4McZybcKOjjoQiFB8/adVVsGMMFqC+F0dEUFvPiR2z6DtmLywfoSE7fLg1CYLiRpPzdxlZr5G1NOI0j5hwaN5kOD89QX6jgk1E0WJuO/JOyQmuqiKpOcaVPpJTqWGYmzPdXjf8Vv80eWH+L9eey8yVLDyA8yJPhNGi2dax9/auBsx4k0Yxdw7l68J9o+acH9PddpCiAkp5d4b//0Z4GurLT8L/KEQ4l8wXJyxDLzypjtUJeaayZGn1mkHNgnNJa0OKJhdsnqfepggo/b5XPU0mjKsvf7w7E38SOXp9imKRpu0NiChuvQjg0WrQt8weTC2Sj0cpsRlPEB2DUxl2IhktZPn7828REbts+eleSS/zlfbi9xzimhKRFp3qLkJjiXL3O4W2Wpm8Ac6SgbCZIRSMQkKHi+sH2Ei30JXQ9ZaExzcyVPLeuw9O40IwZkKSW0LWmc8HllZZcZusDXIEtM97vbHGPg6/3DxWT5Ve5RHUqv80xOrNMM4/chg28vzc0cv4UYan18/wRe2VujsJlEmHKiamCdbdLo2f/30g6RPH/CL8xd4In6L6+4U/cgkb/ax1IB9kSOIy2G9dShQXIbmMFUdPyHRjnZwHR3Z13CKAlbTRFbEgatRtlOoccmV6gQfnr5JbOIGn926j6Tpsn2QIQoV3EoMoyMIgjiXwhnsmEt1J4MSC2i3bV7VZ6m34shI8KVLJzAr6rDV6XKXuXyduUSdv9w99dbH3YgRb8KPe8y9Uy1h34nn/J3ypqIthPgU8BRQEEJsA78BPCWEeIDh2HEd+DUAKeXrQog/Bq4DAfDffEerKX2B4sGNW9OcfHiPAy9BXzU4Fd+hG1rsB2kA0rrDs3eX+cDRm0yZDVQkzzWWmIupxFQPN9JxPZ2C1iWhDkfZChHXetNkcj2awLJZ5iBIMBFr81zzKLbqoykh/cig4dmMGR2u7U+gayHvnlolq/doubMs56tcfX0ZxQO9qeBNehAoRJrKZKJFw4kh3ughTVtHquCnhvO8S5+8zZH4AT+RvsJLvWXWojy77RSRr2BqAf9q5/1UegnOJjcp+xmWzX2+0DpJ0ejwQnUBJ9Bw7qUI0wHoEjvuoSYdNDXEjrl40kJTQ2p+guvuFEnF4Q+rj1DupxgEOujDpif2nkJ32WdhsUzf1wlCFVv3mUy0uFMvcGSuzs1qiX7bQrd85Eac294EG+ksC2MH6MrwVv783EX6oclnB0OhHRgBA9sidsdgEDNwdixIhURdHSXhc2e7CFJgrpoECYlbDFlY2qdkd0jqDk9fPcm5o+tcvDf31sbdiBHfwCjmRrwTeFPRllL+4rfY/Lvf5vO/Cfzmd3MS4g3jMmGFfGlnmalUm08UL7HmjlHS27RCm12p4EuFiUKLBbvGA9Ymm36OSA6F8la3xAdz17nan2bPS/P+1Ov8RfMMO4MMBbOLZfjMTNbJqV0qQYr52AEHfpyaF6fcTzIRa7PdyXD7YAzf00jHBygiYmNQYD55wLNry0RHBnA1BhLspIs70Fkcr1LuJ9m4PY7mCKQGZkXBT0giXWIfbZHUXR5KrPI7+0/S9ixKdgddDcnmuphawHKiwnz8gJjiklH77PhZTCXguLXD3VSR5/7mNHZb4Lka3qRP7yDGh+6/xoJdY8vJ8bS7wocmb6KLEE9qXBtM89LaAlEkyKR76DEPIXUiHZRYwHyiznYvw3otx0DX+eXZl7nXeIKY5jGdadKyLWpXigCoTQ1ZSXA3EiwkDlBEhC5Clu0yU6k2Pd9gJVflpfoSXlqidRREAEpfQeqSqK2jpn3Gci1qlSJB3md+tkre6hHXPBbsGueOrg9j5xtKvt6KuBsx4hsZxdyIdwKHwsZUyGEPZ+kr2HpAyerwNwcnOZ7cJ632GNPaeFJlMTZcpJbVetz2xmkEcT5SuMa2l+OXil/ly+1j7Dspyv0k19qT9HyDj09coeKlmEs1mLKaWMLnr6snuXRlAWmHxLMDdDVEEZJWzyYMBYvjVfq+wa1WCVML6HgmXs8ACTI39OHmVhIx71DpJuh0bewdFcUDNyeZ/fA6ipBYqs9crI4vVS715nhX5h5/WT7FeieHH6r8ytIrPFNdYc9Jk9Qdrvan+dyzDxJZErPY51MHj4IZYojhqD2Yc0gkXFYKFW40xnlpd558vI+mRfzRzXPkUj3ydh8AKQWGGdDYyKI3FOK70HjYJZV0mLXrNDybdGLAUqaGG+l8cv5V/nr/JB3XpFZNQclD0SMmC03KF8YJajZ/Ex3nzOwWu900y7NlMkafSArW2jkeOrHKvUaeejVFJt9FUSIGrsG7Zta40ShRbSVYeXh96Do3iHG5PsVisUYgFbLGgC+vLaLXD0U4jhgxYsSh5VA8JaUKUgF8QbNvQxY0EaEgudqfYdkuc8zcZVxr4UYai0aZv22fpB8ZPFM9ysn0Hhve2NAVzezghSpOqNPzDHJqlxPJHa6138/n105gqz5XXl7CbgicMUFPsYinHbJmn7oRQ1MjcmafvXaKyBKcy23yqYsPk8z36N/JoIQQqhI/HYGv0L6XQe8KvIxE6wsy99eYig2bkqx28mSNAZdrk/yzlc/Sjiw+VLzBupPnC81jvNqaI6G7aG+knW+3i8iSi2X5DGoxEBJj20AJBaElOT6zz/Urs7xaTqClPJR7NhvpFACKq3Dgx2l3BEFCYgwETjEkvqVi1iX9SUEq2+e/Wn6RSb3BgR/nbGaLJbMMwG9vvgdFSE7m93nlhTFECL1Fn9SUg3emSmU1j9yxKS53+bniBX7z+ke/ZulOynKHvcIzdX518QW+VD9G0eyyYFf5YvUYCcOlqdu8fnMGEQomF6t8ZOk6Bb3LM5WjbFZyKGs2/rT7VofeiBEjRryjODSirYTDzlL9jskLW0f4eysvU9JbWMLnljNBXu1yn7nHf194ib/oLvJU8gav9BdZSqq8WDnCnViRp/K36YQWZ4sb/FXtPlareZ5pHietD7i2PgnAH15+CN2FwWSI8ARIgW34eJFG3zFQ1YhLe1MoiuQnJq9zpT2FkfAwtZCuHaG2FBRPwZjqASDumogQgniEe8QlCXzxygn0qoZ5vEUYKcymGvx5/ezQCe2NFe2PzqyT1BwiqXCjVcLWfBqOTeQrOM046mBoaar1Bd59fRZKNXq+gTQkqJKgoyMyQ5tUPxUSpV3MmxaqB5Er8LIR1mSPnhJnMD5cfDaox2mFNrUgQcVNktIc/rRyjl8svcKD+U3qXpztXoZIA68QMTNX46HsBi9FR2hVVfxUhKaE3BhMUUj06Ps6qpB8fOoqz1SPMpeoc88pci69yeX2NBX3CHvtFO22ju3ojwAAIABJREFUjaJKMhNtnpy+y4TRwol0nq8tsttIo6zZQye3pPsdO1uMGDHireFrdc4/you73kkcCtFGSEQIuaN1ajtpSpMdbvbGKWVavNhZohNYlPQWN0XAqldkRq+jiogtJ8vr9Qm6jslBK85KssyiVQHgXiNPNtnnhfUjBK6GUjGRmhy2qLSGZVvaQJBcaVHdytLNm2STfXquQRCoPDK5zmPxO/zuhSdYmK1Q6SSQdojsKkR2iKEHdJoxTA3cfERmqc5j4xs8u7VEbFXHOTFASsFBL8bmbh6hRkwVm/zk5DUuNmaIpOD+0hZ/tPEglUoapWogVYnVVnALIVKV6PM9ND3g4fFtXt2fpn8vDXYECNSUx3ShyRPFe3x+6zgruSrRkuDC+hyG6SO3E6hqBEkfchGBr0Cg8PvXHuXs7BZX9ybxSiqBVPmD/Ueo9JPUuzGcnoGuD61SK60Ef9h8EOVGAqlKQjviYm2G8XgbTUTk7T6n0ztktR5LyRo3WiXSxoBn28sAnCrskbRcioku7yveIqZ43OqP82prlgt359G3DLx8SOH+A2zdJ2G4bL+NYThixIgRh53DIdqRIDSge6EAEz679TROoPFrxWfZNnJEUqETWfQjky0nhxvpnLHXGTO6/P25F/mtG+8nClUuHMzyrLvMRLINQGdgcXS8yq3dEkhQe0MjEr2joLrg5kPctRxoEt9XafctTo3vYak+E1aLy4M5zixt4IQ6QkiEFqF1BVJodHtp0CShIZGG5EimTt7o0u+YGGc6RHUb4h5x0yM97lBrxynYXUzFZybe4JnVZf71/lOEnopyoBPFIhRnmAaXZsT0co1fmnmFTTc/rCe/mkEmJEIK8tMNPjZzDVVEhFLhVxZe4cXGIuutHJOFJru1DJnFOs6LBeSCD5pkstSkfLkEUufCwRIIuFRZQOsM+4Urjhj2EJ9wh6P7MYlbtzEOht7q6kCgeAo7lQy7SoaliQo7rTTlbpIPT99g30my10zRsU1mUg0AFmNV5u0DJowmzzeXuFqZpLmXQgQCqUiCIw7JhMORzAHvzt7lUmfmPxEgI0b8aPFOLaUa8fZzOERbDlPkbi7E3tIZ6BI13cWROk/Eb/P/+mdZMKr8wf4jeJFGN2biRDrvTV6nE9mUUh22/Qyb5Rx2zGMlWWa/m0RXQyIpmC3W2dHSuDUbravizHicO7rOvXqBI9kDLl1ZQGzbBBHsJvr87PQl1p38cP9pi6TqcMma5rw/h1PSURyFKB2gNjX0jsDPR3iRxvn6HMWxNq2ejZUfoCoRtWaCWMzl40vXuNUp8X+//m68cgy9qeBP+cTuGGh9cIoSPxPx/ndfRhcRK7F9OpHFpy48Ar5AM4bXKT/XQAjJi7UFTmd3cCONObOGIiTVynB++8ziJrvdNFEb5IbOYDGi9koJ+Ub3L72tEM47yIqJX/IQfY0w66FbATga4ZkOaqBiWT5BTiGSAikkUcNCrZiEOZ/NepZBy2JhrsIXd1f4yNR1Gm6MMbuLF6rMxhtcak3zSHaN37n3BAcbWaQeITyBVhwQtz0eHN9i0mpyvj5HLUjwK2Mv8um3NxJHjBgx4lBzKERbRGBXBL35YapZMUK8UGXTzxFXPP7z3Av8m+pTNNwYM4nhKG59kOf1zlOcTO6RNfuUpjtc2Jrh5xdfY9vJ8msLz/GX1ftI6C4vrS1QyHZYntngpbUFPrR0i6qT4OGJDbZ6WYy6glQh0qF6oUR9PM6p+A6dyCan9ZjUGzzvLzKXr3O7EkNMDRAHJupA4OYkSk/ldnkMIUBVI56YXeVybZJ2z0JGgul0iz997RxCG9a2qT0FsdJF3UggVXDGJIuPb9BwbEwloBNYfL5ykptXZzBaCl4xwFxuk4v3Gfg6xXiXhUSNph/jH5W+wKfbZ3lf7ibbExniugdAeT1H0gStP2xW4scl8cUWhhZSSnQwlIBgWmW9kSU+7jGTbNL1Tfq+wX5zaM86lW7R8w3cQKPZjiGskMTrOh1FxzdD9LjH2s0JZDzg93fehTBCVp0SSjzg+uoSXj7ikrOECAUyESKMiNJMnalEiwfS21xszvDV3Tk+NHsTgEvOLDDyZh7xo82Pmhf2iLeWwyHaIbhZifAERkvBL0K7Z/G/Xf0Iv37qC1SUBONmm1uyxE4vwz+Z/xs+ffAgRxMV3pu8ziPxe/xV8zRLpRqvNmd5Kn+bGf2AT5YuoIiIWbuBKiKyWg+OwJjRJaG6ZPU+42abeysFxK04igQE/MGLj3Hm1Bo/VbzMC81Fgkhho5WlcZCEENiykQUfT5UkJrq4t9L4ngZVE4CL+hT1vTRKLCDq6uy00uAPfbuNlIuy6KNpIb4ukZogXBgQ0zxcXWO1W+Dm+fnhnHZfECQl8bE+RwsV8mafa/VxSlaHT2QvcqG/wL9vPEo/MkirA/6zmVe5MyhyvjoLmqQ7H5K+pdJLRWSW65we2yOtDzhm7/HZ8v3cLRdIxh2OpOrkjD4fK1zmj/cfopgWFOwus/EGLd/m9YNxgo6OtavTXg4RoSCKBMbtBGE6Qq0YBOkQ+5aFU4iIdIlbCkiVurQbMUqlFq2ezfvnb+NLhZZvYyo+9+oFuvUYd3JF5uMHw/szYsSIQ8MohX/4OBSiHenDPtDSkLjzLgSCeMqlvpOhFcZohTEUJOPxNqeSu/zTG59gItnhodQavlR5vnuUU/EdTsR2+d3Vd9HPGlxzZth0c3w0fZlpo8759hFicY/NTo47zTFiuk/bsfjg1E1OTuxxaTCLuWai9SE0VF67MY8iJJoSoYhh4E5P1NmSOaSvo1ohdq7Pcr7KjUUV6auEOQ8ZKNR3MmAOy7gSpS5+oKKlPB6a2+C13WmcroFqRCieIDQkka/w6p15lJaG4grMliAyBM6cx1ipxZMTd3l2dxkrGzAW67Hdy/C8vcIX9o7R7NucndhCJU9KczhfnWV/I4+1q+GOhTQfdIfHEvDc6iKRrxA77WGpPmdntjmX3uBuv0hG73O1P0PPN+g4JqoS8drNeYSroDcVctvQHwckRHYIPQ3/aJ+oaaBOOKihyspPrOGEOguJA3ypUHUSHJk54P74Ji+0l8nofZp+jPVWjvflbvLk9F1qYwnimsftdpFeYAKvvn2BOGLEW8BICEd8PxwK0QawagqBLfE0hZXlXW7dnMJoqPzF3n0cTVfY6OYw1JCi3iZlucQ0j4qfYlY/4JS9zW9vvoePTlyj5xgUtA4xxeVPts7wwt4CM6kGk3abCb3BYqrGndYYs4kGVS1B0Wjzqj/LB09c52n3FMlbOqoHSkMjrTvkjB51L84n51/j928+irVhEmmSUEgsPcBQQz68cIPPXDzDfUe32O8mqW5nIBKoWsjDE5u0fAtFSCasFndjBY4UDihYXZ5vHkfaIQy0YQOQRIje0fAykmjK4eT0PoqQ/NlXHsFoKtTf0+Pu/hi/dvo5nqmu0BpY9DsmQUllymzyx5tnqV8ZI9YSRDpIK8JKeDw0vcFqq8CvnHyFz++c4I9vnEXTQo6WqrzcOMKxZJlICp7ePIbrabhdk+6NLGRC9JaC6gnaRyRhMkSkPBJJh/dMrdIOTPQ37Oz2BimOJcsctfdJKg6dyKIeS9AJLX7r1gdIWi5RpsJXd+cIApUdL8uCXeXncuf5l9sf5JcmX2bNLb7NUThixIgRh5vDIdp6hHtyQNjSiY/1OejHwYwAlbZj8lJvnnPj28zadfJqlzG7S3WQoGHHWPcKvNqZ52RmHzfSURRJPzKpBUk+NHmTjySv4KHyxweP8EJ7mQjBcrrKQ6k1/qR7DjfS+cdzf8N1d4ovZ5forIDwFETGw5cK52tzOIHG8xsLWF9NEBoQZMG8FqN5Cl5ZW0YbG0AEV2/MoqY8kIJcsYWqSM7vzzCdbjEIdNqeRXU/zcmT+2x2s3zwoSt84fxpElNtOvtJCAVBXBKZkicW7/Ha/jS9toXeFSAhZ/Y5Nlnmi+Xj3L4zSWG6yfHFDW7USlzam8LdTKAIQIBzxEUzhy0y+8FwXvqzm6eo72QwaipuMeB1d4JioU2ln2TneonIjFAzHkKNiEyJXejjJXVKhSa6GhLXPU6ldjnw45xObHG9P8kxe4+X2wuEkcJqv8AD8Q1OGPv89sF7uNqY5L3F2/ihSkz3sFWPbtPmZ0+/xpnYBnfcEr+59jFMLeCF9jIv7hwBnnubg3HEiBEjDi+HQrRNPSDsaqBKFCVCU0NET8XLhzRbcUzLRxMRR8wqW36O/2L8eXJql/9p9WdIaQ4PpdbIq116kcF0pslf7N3Hr81+hZjictsrkVH77A5STMeanEtu8LnKaRQhmU/UeaZ6FL+gsmSWeXL+LltjWeqDGMdz5eExUwd85c4SUU/HXwpJ3FNJbAl6UxLjWgwvI1GvJwhzEVpHoG3EMBuSdiuP4oM34XOjHieZ69Hvm4xPNrhWm8DxNVa3xohPdIkiBcVRhv2s51xOzO2xGKvRzZu87k0QGSbelIut+uSMPuu9HEZVpZ21OL+9iNYalmXFqgIvK/FO9aGrc9/iJq/dnSOKFFrNGDJU0FoqWk/gBYKor1GppYh8FTUauqpFDRMZC5g9uc9iqsaTmZtc7s2yEtunEcT5tzce5Z/c9wVaYYyOb/Gss8J+L4UQkoLRw4l0rnvjzFs1YnmP52uLqEpE0e5wIrbL1elJ2oENwKc3z1DeyqK2Na4mR70WRowYMeLNOBSi7foasQ0dLyV54PQOVyuTiKyH9FVymR4py+EXCl/l8mCOdScPQEzxOJ7ZZ9vJ4kuVPZHhicQt7svsUnaTXBtM83D8Hh+MrfOv64+x1xuWQy3bFTJGn2frK9yf2mbCatEKbP52cIJAKgwCnfJ2lulkk35gcOPWNLFNjf6cjzQkeldhUBLI+QH9jg5AWIxQ9IigAKxbDCYiRM4jrBtoNZ3IkHT8BPGxPuXVAsZYn6VijXuBSsJy8T47hnsEUudqPFpaZ8pscrdfZDrWxJoO0GZDZu0GVS/B0/dWSMadofXrehwNCBMRRDAoKViLbYSQDIB79QKJbJ/mXorcVJN6LTm84AKEFChtFRkLsFcNnImQwnx96JmuBdS6w7pygBmrjiU8+lEWTYt4sbVEhOBGvUTadCjGOux203xhdYXVYp4Ju83j6bv8afksbqAxl22Q0lxe687Sdkwy+T6/8frH6fUsCAWRFRHbGE4LjBgx4u1n5IJ2eDkUoi0USWRAGIu4uDfDVLpFs5yESKCpIT89cRlfauy4GRKqSyuIccOd4AvXT7A8M/TOPpdc555X4vnyAp2BRTmd4lJzmq+mdyi7KXQl4vr+OJYasBCv8ZXyEnv9FE8V73C+MYepBcMVzGaf9kSLtWaO9ut5klVBbzpC6anEdhX6k8N6chEJcpMt6rUkJ+Z3ubVb4vGFVb6qzTOXb1FuJdFmHQZ9k8jRsDYMekoMxRW4HZPrlVlmj5ap923caZDTDoVYj1PxHZ5vLpHSXHqBSVzzuFYf55WtOcLVBEoAbT2O0RX4KYkEhC8g7zI+1mIhXaPcT7EnkhQSPda2xxCeoLGeBSsimnIYP3fAbiON5wxvv1MMUbMuT07cRRch3dDkllpiv5fic+J+/tHk01xyZgmlwlS6RVJ3CCKVB8e2yBtdnq8uctCJI27FuXFgcUOVPGMdxbxnITXJQSbLNeZQHYVIl3x6/WG0noJQQItA8YelaZE5KoUZ8b3xZmVUI/H5zhmVpP3w+EG8DB0K0c6bfUqP77Jdy+DdTuGe7ZEqdmlXEoSRwqTewJE6tuqz56TxpcIn8pfwjmncbBRpeDafLd9P1zPf6NSlMB1vEtdcym6KpO6wW8sgJdTdGE1vhoThMhNvMG3U8aJlVuJldgdp6k6cjO1Q68YJ8gF9XUXrC6SAIA6hIdHbCn5KodWJsTAzrCv++eMXudkpMZlrs75eRLEC3nV0jZZvcf72EYKVPpYeEpUT/x97bx4kyXXfd35e3ll3VVf1fU93zwzmAgaDgyBBASQlUtRBWgqt1qsQKXlj5VhbG7JDjth1xB52eP9wbPgI2xshS157V6IoL6UlQzxEmgcAEiBxYwZzH93T09P3UdV1ZlXeb//IIQVSIDEABzMDoD8RFV2dXZn5MuvX75u/937v9yMoSVKrKuudIWIVVAFyx+SiP8TFxWEUMyL2VfAVUCX2dZ0oI1EiUF0BQtKdCBBWhGaGPDC2yojV4BPFk/zf24+iqxGdpk17M4v4fjIVW5KfTObZR9INFlcqKA2doYPb6IMRj/XP8/TODFGsIIRkJleloHeZtbf4w+3H+JnCZVQRM5xuoouIZzanqS8XSa2oRBYYTYgMiCyVsBgi6gZef4TaURChQPEFKKAEgkiXaB2BEkJ3JEKtJ+vklb16IXvcBG9FVH7SPnuC/tfsCfbby62wNeWNP/L2E0iVT468SqXYJhpx2ajn2FeqMjZRpbqT47pfxhIBJc0hrXkcymxwqjvBuL3Lb08+R1532e2laPYsdC0i2LYZtes8s7YPJzJoBkkhDjvlc3lpiJFUk6VaiXZgcbY7StbwaIcWw3YTxzcoml0MLUJtqRAL/HJIUIpQvSQRjF+OkLEgcjVG0g1+Z+Q7pFSfA9ktqp00xqaGbBg4oYEb6YwM76LpEe6uRepIHc0K6A5HSAXM3ST4zKwpCEcDRRI7Glo1GXo3tjSCrEy80Y5AqhBkY4yCB1Lw8ERS7nLW3uKJ9iFe3Rrh0voA0tFIXdcQQRJJHluSnmfw8MASOc1Dqeukp5oMZ5r87sRTLPdKeKHG9bU+Op5JWksqdy25ZQ6kNznrjFLUHNadPF9eSALa7FWV1KZEKpJeJWkjEoSrYNQVrE2VsBQiIkFYClFdECGYOyruYITaA2tLRURJlTTVv7N2uMfdjRDibRGVPaFK2LsPb47v2+Obed0K3lC0hRBjQoinhBAXhBDnhRC/d2N7SQjxTSHE/I2fxRvbhRDi3wohFoQQZ4QQx2+mIS82pjjat86H5q7g1y1WWkVGMw3ULYN/f+4DLPllMqpL1cuw0O0nloL7U9coqA7j9i7ajQC2YwNrWEMOT23OEUvBarvA8yuTSF/BqaUgEDzx0mFcx2DIajJkNLHUAEMJAchZLnUvRaOVIjYlqgtqR6U00gASwVYdBeGoDAw2OJJdw5U6D6auMm7WyFgeQTFG7Sq89MwB5p+aZueVAeJLGYyCRyQF0/01Jg5uUrinRur9VWQhwOuLMasqoqthFDzkiPuDexMWQpQgKbnpjvukx9r86tyrTIxUafgpzqwP83R9js+8+hDN63kiT8Xa1AjykjgToTmCe48s8r7RJfp0h786eRRzvMN/NX2Kbmjw+Z37+ZnCJRzPIFvs8r7BazihyUPZqxxNrfDk9n7+8sIx/uALP8/Kt8cxn8tibWh0Z3y6g4kh6h2B+aEq8YgLCvgzPfy8xNjRiNIRCPBGA8JhH80BpejTOhgmc/OqRISC9v7gttvdHnc3t7rDe4Nz7dncHeZ2fdc/DT9NG2/Ftd2Mpx0Cvy+lvAd4GPj7Qoh7gP8JeEJKOQs8ceN3gJ8HZm+8fgf4gzc6gR+rlM0O92ev87PFc5ilHvXLJV7dGCHMRoQ7Np9bO8GSW2Z/Zothq8GkVSWnuLSjJBL5w0OXAeiGBpoWsXlqkPZyjmbPYqpcQ5gR5kYyG2ANOhRLHb50+ShFzWHzRpDaiNmgG+h4oYYEpB4jZx2IBfXrRbrDN7KB9QWIgo/jGXxr6yBurLMeFhnW6zieQd9knTAbIVUIUxL9YIswI4mvp+k6Fv12m16gU0l3+PjYee6dXub9D13ggx8/hVHpMlRsYac8MCOsww3Moot+vE481SPX5xAEKp976hGWFvs5vzJEf77D86fmULdMZDZ5+PD6I8JUjJ7zGHx0DU2Judoq88ffeZRMv8PvH/oWf7V2iDBWKBldvtM4wL84/Bf83v6nOJxeYya1zZ+sP8K/nP9ZrswPY162kTp4pZj2VIQ74UMk6A3ESAG9/S67CyWMBZu+lxWUdYvYivGLEXZ/l/sPXENpaoi6Tmc6aaPSU3DHfbz+iPSGxNj+odmat93u9rh7uUOd93va5n506PadMm3wdtvJW/WWf9z9+2nb+4Zz2lLKDWDjxvu2EOIiMAJ8Anjsxsf+GPg28D/e2P4nMmnx80KIghBi6MZxXhdFSF7cnuBDsxeJpMLhoQ1Obu8jDBXMco+Z/irnF0d4f2WRdS9PO7DY17dFSvF4xF7ktOLhxCZZ02fTyVFK9VhO5bA3VBhLjp/J95h5bIULm4O4jsE9A5tsGwFf2T7Khwcvc7kzwIaa5xdGznOuPYyuRmxoOYK1NDIVQwSi6GNetumNxWj5gCP9G6Q1nz/ffIAhu8XF+gBTpV1mM9vMZ/s5vzyElfZ5bGyBr7YPodoBvzJ7mlW3QCwFQ3aLmp/BUKMk8Cwy0PVk6VPa9DHKId2Xy0S2pKsmAVudlIXWFugS/L6IuKuxulFCpiJCM0a0NRCgNxWCYkwUqESxwkvzkyhNHZkN+ZXp03ynMUdKTwp/KEIyl9vmZG+SK84g880K1xf7UXoK+SuCdF7gFSXRgI9iRKRTHp2mjbFqIlVgzoEtG2tLIchLdo9KpC4x+rt4HRNvJcNVvYwsBshYgKsgJcTpKElC01bpjEGY+Wsjvx12t8fdx530svZs7s4jpXzTNvB2Plz8uLa89pxvNcbirbb7TQWiCSEmgfuAF4CB1xjnJjBw4/0IsPKa3VZvbPshQxZC/A7J0ymlYZPfmHiJU90JHs9cpBsaiIKPmE9z/EOXeGFxErWmM6C3KOttjlgrHDNanPZzVDSPv6zeh4Lk/r5lvnjpGMPlBkrZQ6yn6HZMcv0uvznzImfbIyiKRPoqJ69OIOo6G77gylSFkVITUw0p6x0OZjZZ7yT5xONcCAIQEpoGvbEALRtweHgDWw1ohyYN12bIbjFbSILS+o02O0aG989c5dWtEZzI4O/c9yyRVChpDoqQbFk5Xlif4J7+zcTTz4CC5FemT/MX8/fRq9uoqZBo3Ec4KqiAm5S0FFIQmSBjgZoJiOsmIoLUmppUS+uLCXIxZn+XbMql0bOYHK3SN+PQCUzyao/FZpkwTgZarlX7OF5c4U8XHqTbNTHOprDVREQ7E2DMNYm7BlODNZY2+jC1iI4UiFgQz3WIIwWtqySjCWMuphkkudgvZWAwRBqSdsdmdmyL5d0i0WaGyFfQ+l0UNSbwFPz+APOqdVvtbnx8/HXPt8ft524bEn2v2txbEc23gzsVOPiTRPr1/vbaaPDXE+K3437edCCaECIDfB74B1LK1o80TAJv6k5KKf9ISnlCSnlC5DJ8s3qQTmjync4BcobLLxw4hxIKFhplYl8lKgU8U59hoTuAE5tcCNLUogyLYZ7pVBU/VlnpFcnnHFK6z89ML6A+XKev1CFGcKo5zqXdAWYqVdSGBh0NachkzfKFLIvXBvju4j42vTwxgs16FqHcqKFd1dG2DUQoUDsqYVunaPSIEbw4P8VGNc8LG+PsuBk0EXOqNUbJ6HK+Oojn6XxvaYrnd6eoBWn+zenHk/zb1RIAL81PMphucWFngOcXpvjMqw/h+xqKHRI3DNLFHtawAzHIAS/Jz94fEY+4iI6GcTGFuaNiVlViHYKcRB93OHBkBcsIKKccPjp+iUOFTQatNiWzyze2D9Lo2sRScGJkmY9OX+R7O9N0OhasJtMNfl4ilSRa3akngXxLG33ISKG6WkB6SR3uoG0ilu2kxOdsh4mBGp6rE3Z0/HGfTMVBpkKirsZGO0uwlCEY8pGaJGwY+HULraPcWPb3N03o7bS7SqXyZnbd423ibhCJ17Jnc7efmx1+frsE+0fPLaX8odcbCfZP4vvHuFXclKcthNBJjPizUsov3Ni89f2hICHEELB9Y/saMPaa3UdvbPuJtDyLlmXz7PYUD1SWKepd/NkejdNllHGXTMbl9NoIubTLoNnkZGOMD/bN82x7lmWnyIHsFqYSktZ8Nro5Tm6N8t/se5my1uZr1cOsdfIYasRSvYjUJVKTCCsiQkOqAuEqjE7WqfppDqdX+cTcWVZ6RV66NkFqrkF7LYfUY4y8R1y1iRG8vDGGmfZx6xZtL83Q0DJpzWPFKfBwYZEvN49gp3xcV8cJDC43B5gZ3OFb1+bwGyZRJkR0NE4ujyXDxi0dUfCJ2joiVNDLPZy6jVAlIhJQNSEfoDR1YnRIR3DMwa3ZIAXpfod7+zdJaz5ZzaVg9OiESeWxPqPD/alr7IQ5vl47RDnjMJvf4XKjnyX6WDs/gFVVkEoSIR9lI8xtleiGkOp2QNCw0BsqsZ60JyiGEAhEDIQKXMqwOGKiGMmwN45GVzURXQ3SIe2tDCpQrrQJSwrN5TxqWyHMxGh6hF/+4axot8Pu9riz3IWC/a60uZ9mOPZOcjva/EY2+JME+2aPAbfO676Z6HEB/EfgopTyX73mT18CPn3j/aeBL75m+6duRFY+DDTfaI7HUgMeqSwSSoV6O0W/0aYepPj5/RcIKiHqskX3coFg26Z1qo//+PyjnL4+SiwV9lk73JPbZJ+1jSpixu1dglglbfpccQZY9Uu4kc5sYYftRobgVPHGhUl0O0Ap+ETFEJmOuH5pkLzeA2Dc3GXEahB3dNqrOdSOQmpJJ15KI42YstFhJN+kkOkmucq1mJqXIqX4/NrQK7zYmGJ8YBchJI9OXyVreGQNl5yRRIUbVY3I0RKRbhmwbSJ1iVAlWl1DGjHhRop0sQeORmzESEWCpyL1xJA1K0RKgVVymZtd51f3vUrLtxgym4yYDSZTNR4sLmEqIXm1x2ZY4FRngmG7Sc508WKVnOmy++QQuasKsZZ42MHxDkpPQW8LgnKIaoeolzKgJt53lI2IDYkIknXkkZXUFLd2BOaaDiKpbiZViWkHSFWCo6FqjzUaAAAgAElEQVTVtSQ4LVTRtegH12FtqoSujtL7a3O8HXa3x53lLhTsd63NvVnxu90C/6Oe7a32Tn8cP84G30zg2c163LeKmxkefz/wm8CHhBCv3nh9HPjnwM8KIeaBj9z4HeCrwCKwAPwH4O+90QliKeg3WlzcHcDv6Xz28gN8Z3WGmdQWc9MbfOznXkYqIDMhQkLqmo6yYfHvnv0wy14JVcREKAzpDb6+dpB7i6voasQv9b3KqLFLyXQ4uz1MIdsjtCWKLxBWRD7Tg3ULI52UwLS2VJ5c2M+3agf5ZvUgXqyj5ZKhXKMhCG1JmI34rQe/x1qvwPxaP9Uz/Yi8j/RUTp/cx5euHSGteHys7yzHSmt8ePwKvUjHUELmaxVeOrMPfzsFMdgrOsqaRXpJw9xVSF/TiFoGUTpGuAr6sIPr6kzMbYIV0zddZ2xqh/6pGg8cvkoq5fGB8UX+4eEn6LMc1t0CXpQMnpxujbLh5Vlxi+z4Gf7z0gme3D3Ab5efYdvNcji3zlKrj4snJwjTEtVPRh+kLvE7BrEd05kN0KsactvCz8cITyHMRSiOChIUTyA8JUn4IiEyIbJANg2cpg1mRHgli4gEhw9f/8H33drMUj9XxtrQiA1JZEpkoGCM/lA97bfd7va4c9xtgn2DPZvjnRM1/tNyq23wrUSYvxVuJnr8uyShWK/Hh1/n8xL4+2+mEX6s8cX1Y3xo6AqpUZ9ndmYYz9QZ1usUrS6NwCY926C1mSWecyjkutQaGfBUzjeHSGk+60aBufQmvzh6jn69xSPZBU51J+hGBh8oLHBqc5TGepZUKxFfK+eSNnzkwRqNVoogVOlN+RiLNoOzbZa7Rb51bY5408LeTTJ2SR2wI75w7RidjoV23cJoCDpFDWNbIyjGlDMOL3WmUIRksVPmvsIKoaFyvjGIM19Aj8BoCIKsJMhIRATOVICSColdjbnpDeZX+/m7x5NqV83QJqX6nLE7pDUfQwkxlZBtL8tvzz5HJ7L4txcfp5xx2KjnMM2Ap6MZ0rqPEJKJzC6H0+tcT5VQkDzTnWOrl+X5+WlUI8KqKmg9aO2TxOqNWtmAiATSiInGXGJHB0Umkd6OAoMe6qIFAqJCSJgPEKok2rWJ7BiZCtE2DQQQjbvIQOHcmQkMH+SYTzbToxHniAYiZFfFT0vsZZ1o86/N8XbY3TuRm4lm3eOtcbfZ3J0a0n6nDqW/GW7HMrG3i7sijWkQq3xs8ALd2CCSCuOZOhWjTSNK83BhkS+uH6OzlId8gGUFbG/nyRa6zI7tMGi1+d76FKYecn92iQmjypy+zSV/kHGjRjXM8kp7AkVIhK8QpiRBLoYLeWqHJGnTRwKtawWwYjRH8MTSHG7bRK3pWPUkC5lbiRAln8yrNr2SgR4mXqXbn6wvjjVQXMH1xX7CWGE02yCjeURSYaFdZquZRYnArAl693WJ6yZkAkYH60k0eTNLquDQ8k1O7LvOkF6nGuZQhKQZ2hSNLjOpbb66cZiPD53jxe0J+s2kcpaqxAymWxwtrXG+McT7ytfwYo21XpKr/S83jtFnOczXKyw2+yinHERDx9g20Xqg9iR6U9CdCBG+QvaSSmc8RgQaqqujALEpoeIh06CuWKBAmJYoZoR13ia9IXGGIbWq0h0DqUvCTIR6Y0gfCfGcA7FCx7Eojzeo7mRBAbWtIkKIcnfaEu9e7lLP9C3xbrqW9xK3exj4nc7r3adbcQ/vCtHOaB7nO0OUjC6P5S4xZDSY7w1giJCmtDHVEFkIUHZ12qQgVMjbLqeWxjg4tomixABUwyzt2MIQERWthRJluNAdph1YSCA70iJcLRIUk5KZA7bL2oUB0lNNOgUVY82gNxwhWyapBQOAyJborSRvtrFgJ3O+gwHCUUlfV+kOxyjejS9CAa2psrGTZ39hm7n0FtUgw+J2H/FKmjgbEw4FTFTqFEe7FI0evUgnq7uMZ3e5Uu9nu5rjk6Nn2ArzDGhNurGBF2u8L3eVV51xVnaKfCG8lyBSGDEbbAQFTgyu8LPF8+yEOT6Qu8J6UOTFxhQLjTLng0FMPWS1VkBVYwbybS6cG8dsKLiVmMySQpARyXU2VKQCrdkQa0sjmOvBioUAlAGXyFdJnzfpzARodQ2tLfCzKl45JruSPMSIWCRrxPPJdxI5Ota6RpiR6GcyBLlkOLxWN7F2VBQPvJJESDBae53563Gz82rvhM50T7BvnjvlZb/25x5/k+9/L2/lHt2K7/SuEG031hgw26z1CjzDHLtBmkm7xjWvwgczl/iifwwz7eNrMZoiCYFqO41QoNpNU051+Y2R5/mz9YdQhCQuK2z4eYpal0GziamEmIMh3z5zACMlUdsKUQT1rk3/gR02V0pJtHMMiqtgrakofuJF601BdzRG6jFWVcUZJsnsFQq6w4kwfV9wjKbA7YN9Y5vECF5pjnPy+jjqooWiQnmqxtZWHkVIDmS3KOoOKpLv7u5jX6bK3Og2qXGfy90BKkaHFbdEv9Hmw7kLLAd9FLUuj++bZ7lTZMPLsuYVGDEbHMqsc9xa5aQ7yrPtWV7eGSeSgp3rRTBjygMtpio11ls5bC1ApkOijoLWEQS5JB+44idR4F5fBLrEHQkwtIggFWM0FLxW8hATa6DVNcL+AGNDx75mEKYkfiYR7MyypHZfkpJV7am4/TEokL8MtQdCjB0Vo6fgDiRZ0cKMxKolyVu07l5H8aPsdZ7vbW7Vw9jrHedHt92srb1THhBvNXdLxri7QrQNJSKv9SjnOjRDm0m7xoRZZVKv8lJvikgKJvp22WpnaazlEKFgaGyHnU6aejtFwerxpZ172e2l+MjwZU6kFvnD5mOk0j4xgoczC/xJ5xEUO0SqySXLTIQQkq2FMtaOiu6A4kN3RKJ1wc+B2hN0Z3ysZYMggu6ARPUSrzTqC7AXDcKMxGgKvIJEKoJYl2x1slS7aQDiukF6V9AdlJRTDpNzSVT6uFljWK/zZ9sPY6khjSBFI0hhKiHDZpMpcxtLCfja7lGqQYbj6SWWe8na7uF0kz7LYbFTpqh3SSk+J91RLrtDxFIQSYGuxCjZAN0MaXdNer5OxvK4tDyIUtfJLEGYFmiOxCslgh1YN9at9xSUQBB4dlKVy7rxMLOlEJug9QTKho5ZEwSZJO94bzBJ2doZE2jtpARnZCRz4+5IgDsRg6/gD4Rk+zuMZ9us9BfI2x47m3kIFMLSe68jeC9xpx9AflIne+LEidvYktvP6137WxWdd7tg366o9duSEe3tIpaCC+0hhqwmOc3ldHOE/+Ic5JOjZwD42PBFPnvxBIFjoLdU8odrrH93FHc4YGS8BkDdSzGeq/PB7GX+cOMxXr46QW0kTdszOTq7woHsFqdqM4TZGHtdJRyQOIt50CX2tsQrCtyKJH+FxJsOgBC0qo47FJI/r+GVwJvyEtc6UnAHk6Ctri5IrSkoAbT2x3xq6gU+t3I/ja6NCAUigl//6HeJpWDOTipmARTULh/rO8dXq0c4WxviSN8Gh9OrXHX7CaRG1c+x1C6RNTz+t/6nOelMEsYqAB/Iz3OpN8T51hAAC0Y/7dAkq3moQrJ2cQB1sIu/maI4VafRTNNdzyDtCJkP8YoGWhea+yWaQxINHkIEaN1kUYHmCMx60tEqvsAtQzjXJWwZqNmA3P1NtnZzWLbPkf5NDCXkfHWQR4cXudRMkkbN5bY53xhiOlvj1Z0RMqbH8dIKa26BK/Uh5NkcohJhr6l4e6K9x01yq7zP73P//ff/1Md7O3i3C+Sd4k7e1592pOKuEG0BHMut8lDqKtN6i38VPsa59SHcYf0HnzGMiGy6xW6cp9018cZ9siWHzVqeXzxwlk03x3SqyhOte9juZpGhwoDd5nhphYvuMCXN4aEHLvPi0iTWWQt/2yC9JghT0DwQY20JcleT4V9I5qd7QxFK2cNYtGkeDDHqKtJVUVwFfaiLH5gojkpc9jHPm/T6BVq5x39aeB/tjo1YtZB2TPOekFZoUdS7tCObWXuLR1JXueAN8Y3aIYbtJmN2nRGzwQutaUasBqedMfp0h6LZBeB/3/4Aea3HS7sTlK0OL7an6NMdNCXm3NYQPcdgqNIkY3isz1fom9nlcHmD55RJHh1e5FlliqZu4zdMjKpGbyRC6SmoniAY81CqBlKATEVEBR9ZN5AFiT8RolshUajy6L4FIinoBCbXm0U+NfE8a0NFupFBRvU43Rzht6Zf4LnGNCOpJmeqw7zoTtDqWuw6KVotm7Zp8oWl+7FWdAo1aE8nQ+m94aR62h5/za0oTvBO4vXmCm/Vdd1pL/9Oc6uGtN8Ndnan+Wnv4V0h2mWtw4nUIhGCb3cn2WftMFhs8/TODEGk8nNDF/mfD32V77bmOGMM0+xZiGwi9qm0y7JT5GOV8/RrLb7XnmWzkcXMerQCC1tN48UaV1r9DKVaPD5zhe8a07CYwSuAX4pRfEFsQpARxCqYjWQoXJRuJD6ZcjGWLMKUxNxWMRoCz0ljeQKtB2HTojUl8Ud8Hhhd48z6MKxbhNkIzBilpbHp5nBCk/v6kvXKf954gM++8DAPHFrkO6sz3DuwRoTC3y4/jypivlg/zvn2EBnd4+TGGKfmJ9CqOvsfWuLkxhiTpV2eXN9PvGVhjnWQkULJ7hJLQd9UnXsra9R9m2zK42x9mJlClWzF5RunDhOM+OBoRGWfKFCwUgHqlEe3ZZHOuWQsD3sgYDpb43KjH12NiGKFvN6jGdhUrA5OYPJnKw8m5U83SvSV2zw2PM/Xd+5habfE+0aWGMi0ubJZQS6liX3QVAhsidkRRCmJrAvsDQW/IJGqRI65P9lQ9nhHc7Od1a0Uhve6WH+fH5cb+0c/A3vLCu927grR9qRKLcrQp3YY13fZFBGqEpPWfdZ6OTKqy3W/zHovx2SuxnxcwdAipgo10prPUrvEf9k5xGiqwbaX5ZdmzvHFK0dwAoOzzhDllIOhRry8Mcah/k36sg5reZswD+a2iuYky7piNckIFlmCYNxjuNxkrddHvGuAJcksKXSHkkjnyJKEaQkNBSSkjtaJHYtL1X78nk6qJgjGXfy6RXqqyUx6By/W+KvdY3yseJYFp8LIRI2XLk6jpkIYgG03SztrsxKU+OqVQ8S+irppIFVI7Qr8gqTh2nTXM1x0DBBJVLe7nkaUfFqeRUr3mSrU2HKzjKfquJFOxeowbu/SDG3SlS4DuTbXt/qIQ4HUJIGv8cHZS2z08rQ8i+F0k4Zvc6Y6zCfGz7DtZ5m2d1joDrDjZrDUgLVmngOVLWpumqnRHY4U12kEKXqhjm0E1LwUW50sw6UWa8tpzLog1kCqyTy3vQVhKknIojmCMK2QzfSo3mljvIu42bSHe53p67Mn2D/Mm3lo2rt3dy93xXikKmL61A6RVNiOsqwEJf726Ev8vZGniGOFZ+v72PDz/NbQ9zieW+b3pp9kINPmF8unGbd3+b3JJ6h7KY6lV2h4Nr3I4PHpeXqBzoHSFjnDZcBq88jINS5X+9nazWGWemDESRYvE/QO6B2JEgiMJvT1ddio5smUHYyBLiIUdCZiVB/aM0mtbGsrCbiSh9qkTZ///ujTtNezqJsmzmRIPtNDdRR8X6MTmcx3+hm16vyf1x/n1FP7qbXTqOmAj81d4OLuAOtOnovuMF/bPAxSYF8xKV5KptBjI0nKsvXqANamiti0GKk0iKomw3M7VEpt7u1bxVIDLmwPcn5liHP1IRQhuSezTlFzGDd3eWxsgfFMnTgU9FdaWFkPy/apGB02O1mOltaw1YCc4fKpqRe42q0wZu1yspVUJ/pI5SJ9psNDw9epeylO9C3z6yMvk1J8Ply4gK0FZEyPC5uDhJHCxktDECdrwaUCWkeg+Mnv3ZEIEYPUQBYDgki9w5b4zmNPsP8mtyMr1budO5FS9N3OrbLJu8PTjnW+3LiPIaNJIFUiqXDFGWTZ7OPRkatcafXz0b7zvOjsY9ysUdFazGR3MEREUXP48+0HOFZa48X2FCnN53B6FUsJ2J/a4nJ3gJzm8Q/7n+D/a93HUqYPUw+Zztdo+DaX9QHST1uEtsDPC2JT4ryvR1TNMjFSZSDV5tzWEP33brJeLaDu2KhFD7Fko3UhOObwgfFrDFlNvl2bI3NNwy9IHjh8FUVI0kf9H8xLH82vkVI9imaX2uEGk8U6m50sz21OYOsh67s5TlpjZA2X4XKD4NEWKT2gtZsnZXs02ykiVyN1wOGTE+dphTbxnKBkd1mqF3lieY687eJspymNNJjK1VCQXOgMs9XL8qnh5/jS+lGG003Gh3bZbmXYV6lS66Uo621+fvQCX1u9h4cHlmiHJpe7gxzJrCVrzZtlPjXxPPUwzf7UFnm1SzM4zJDRpBMlJTXPdMcIY4UoVpBS4L5SQlEgtGPakwKrCkIBvyDpTkSIUOAXY1RXIF2V6Fr+TprhXcmP83r2OtHXZ0+s97ibeL3CIu+KOe3dIE0sBYqIMUWMLiKw4KX6BPNbFQ4NbfBsc4a59BaxFMzqTT5ZOMkf77yfT1e+R5xXuNwd4OT2GMf7VxjUm8x7Axy3l5gxN4lR+NPGg6RUj0fKi9TDFADPXZjBWtEJbWjNRMhMhLajk0m7NNwM768sJnO2qQKrV/oRBR/rkSpqpBIfCCg/2Obx/ivMmFu81JmiYna4WEnmZx8pXuVbOwf5+NA5Frr9zNrbzJqbuFJnwerHzetoIqLTMwlDhd1dCxEKFqwylYzDzw1d5C8W72Mqt8v0RI3n1ib57458D1MJ8GKdQKpc6fTjeAaKkEgpMLSQXqBx3z3XGE/XuTe9zFd2juLHGofyG3yzfoitZpbr1yt86sFnuZweYKeX4RdGzrPt59jxs5RTDk5ocmF7kKMzr/DZayf4xfHz5EyXR+0FLgf9uLHOud4o3dDgojPEud1BKimHPtNht5ei6xn4DRPRnwS7pdcUIgNUD9xKksdd62q4w0Ey0pEFNRPgRXsd7uuxJ9B77PHu4V0RPa4rEb3IoKQ6VMMsY8YOKpIBq00tl+LMyij3jq/QDG1W3BJbQZ6D9hrHs8ucdcdIKR5jVp1m0ebFjQle3hrjaGWDWXOLVpRkSHs8e4Ev1E8wZDQBWO0WKPS3cVdLdCZiZDbEWDUIxnycnsH9s0t8aekww7kWa0tl0JNlXgAHytuJF6366CLCiU3ONYaZXxnAagt6UwEAvzv6JKd74/xq6WW+0riX/zD/CL88eQ6Aa9U+3F0LJR0St3Ts/i6Br9FZy/GLj5xnSG/w6ZkXqAYZTtbHeGxsgQkjmfH9860T9Jld3EhnqljjQHaLcbPGs819nK8OsuHkkrXfVopOYHK8uMLTWzPU2sna8YmJHepBivVOnocqSzyxtZ+K3eHizgBTpV3O7w7y2NgCV7sVHh1eZJ+5xW9Nv8Bnmye42k3qAZ/ZGaLZTrFsFfFcnXo7hWEUKaV6BKEKAnKXVbxiMnfdGw8QvgIRdPtDFC2GrobSUVECQRgL1IJ/W+1uj3cXe172zfNeTZByu3k74gPuCtE2lJBhq8E1r4KlBDzVPMhHCuf5XON+LC3EMAMubA3iRjo/U75CPUhjiYCU4lENs7zUmGUitctiow+nZ3B0ZJ1P9J1CIeZsd4xHs5f5zM77qRhtPr98L6oS02d3aS8UUA2JPu4gApVwykVbtYhGY7qhQXCyyNVMATJJFLi5ZLJvZomD2U2+vnaQE5UV3pee54v144lgL5gYLXDVmBcbUzwr93F6bYSBwmGCWMHSQ/7s1QeREqyMD5FANgyUgo+uRehahJJOIqizag9dhCy5fWhKzBNLc0wf3OHrW/ew2c6SGVgjo3ustguMp+u80p5kKlXjE/tf5RVnkkmrSjOy2e2l+Nza/aSzLtmUS8uxeHzgCsu9Eh/ov8rTWzO0XZO1Wp7p/toP8qYfzayw5hfRRcRGUOQ7KKy4RdqBybmNIYaKLQq2y66T4oHpZS7V+wFo9iwau2mErxBkAQXSy5LeKJAJUPWYOBKkMh6eHiF20gSFGBRJ1L0rzHGPdyB7gn1z3On79G59WHij7HK3Urzvil4ypfj8rdxJWtKkEaXIqxXO9UbpBRqfGD3N9UKZXT/FtVaJhW4/h9PrfLF2nEAqSQCVk+NIbp0jfRt8tzONIiRLfhmAvNYjkBoTdo1r3TK1+T5SEy1yhpdk7cpF0DEoV9rUrhcJchHKjslFbxgmfYx1HRELlIZG/sFt7s8v8+W1I9h6QMVo80J3H09vzFB81qC5P05Sn66YPOfNoHRVYitmpW5RGGpRSPVop332VaqkNJ+XOpNIIJXyaa1nUXIB6YzLjp/lvDKKguSlnXEqKYdCpsu/P/cBTDPkYGULVUgMJWR/YZtNN4etBowbNf714kc4Xl7hheY07dCk3bVQVMl4oUEsBb82cZJNL89GL9knkoIHh5YxlZAXtib4+Nh5yloHQ4R0QpMdP8Mn+l7lqeZB1roFtp0MQ8UWc/ltpu0q39g6yEvr40yWdjk/P5rkJAf0lsCtxMR2jOpqqC0NkQ0QSoy4Ef8Y1myU6R7qso29o9KeDe+cEe6xx3uIOyWc70bB/lF+3IPJrRLuu0K0PanzfG8aXUQ0oxQZ1cUNcvwvB75KJBV0ERHbCifXRrmoDNKnO4zadV6oTXJvdpUTlWXWvTxHsqsE4woDZpvznRF+te9lNsM8Fa1FTc/QNGwqc1UOlrY4Vx3CGOyivpqlO+vRPNNHpiaIdegNxhAoCF+gOYLIFoghl3++/wv8rwufoNmzSJs+nzn/IAKItyysPoFUJPZmkm9br2oICX4+gljQdQ2CSCWbcun4Jg3X5n944Cn+YuU+ti9VIBWhGyFSChZaZUatOq3Q4tfGTvGN7YNM5OocLm1S81LEUmAoIT9XOM8z7TleWJ/g8MAGX6seZjTbwFRCLjsDOIHBbP8Ok+ka0/YOWcVln7HNH3fez0OlJbxYY7awwwO5a+wztjicXqWitXnFmeRqXGHXTzHfqPCUdpAnr89yYmSZ+4vLFDWHs+1RFrr9PNS3RCtv8+2VGZBADFE6JixH2NcMgmxyT2MzRlmziYdcDDPkwaFlng2nCJYyxIakc9RDtPQ3MpU99tjjbeLd6gXfLm5XFbS7QrQVYqaNbTbDPMteiUezV7Asn0gqXPfL5NUuz7f2kUu7OL7Oq41RDuY2mctto4iY4+klrnn9LLllbDXg0exldsIczzkz7DO3ONmbBMCLNWw94J7MOlebZZqxRZSTaNtJMQxnJEYJBLEdkRvo0FrP4laSoiDags1nph/hkyOneb4xxdmNYaKWgd5QMR2Bd7hHIeewaxcQdog26uOtZjBWDZhzCHo6caTQcwx2QgVFi/mScpTNjSLYMeaWhihB1zFRsh2erU5zbafEPzr2LR6vXKGoOXQii2WtRBir/HLxJOfcMV7YnuAf3fNNvlE7xL35VUwl4FtbB0nrHv906ovoImInynLBHaEZpahFGf5W3ys0ohQvtvcxl96mGdn804VfZjDdomh0aQcW8/UKU4UaUaxgKgHvG13i0cIVIqlwqjPBkNUkloK81kMREtfVSZe7OKqNkfGJr6eJdYlRF8QGqD2FyI4hEkSR4MmzBxG+gtAlot+FWBBb8Z0ywT3e4eytLb55fpyo7An2W+e1iWne7oefu2KdtqUELPr9PJZaoqx3cGKDfq0NwGFrhUCq3J9d4sH+ZeJYYaVRYMfP8KH8RWKp0IzSDBkN2oFFxehgiYAIhXGjxlONg6y4Jda8IqYSUrE76CJiMN0ijhU0N/Gmta5AdQViwqEw2Mb1dEQ6BAWkJvGGQoasJl/fuodXlsbxV5KgLrMmyD+yxd899jSPDi9ycP8qs6PbRJGC0u9SOrGNYYSk8z1ULaJQcJge28G0A5o9CzPjIQJBkJMoJ7OwbbL+zChXlgaxrYC/3LyXdmQxrtfQRcQz69NM2FUKapdHUvP89uRzNKIUv1x+lUgqTBhVPjJwkQ/2zfNSb/oHgj2s1ylpHdqxxYI3SE512fVTvNoc5Wx7hF8aOUMnMHlqcZbLuxVmizsczG7ym5MvsuYWGLKatCObjaBAL9I5mlpm1S1gKgHLvSInJpaxjYBfOHqW/YPbRFaMVKG330MJQOsKcgsq1rxF0LAwtjSkHmPsKshYYKf8JFBtjz3eInvrid+Yvfvz9vKTbPBWeeJv2EsKIcaEEE8JIS4IIc4LIX7vxvZ/IoRYE0K8euP18dfs84+FEAtCiMtCiI++0Tk2vTyB1PhqZz8HrXXOdsf4fO0ETmxgKQEVrc2g3qRitOl5Or6v8aHiJQAmjCrPNaZ5cvcAHy+dQRUxF7wRlr0+VBEzbu8CMGtv0YsMjubWWPOKrHfyxFWTyJB45QivFFM4VuXx6XnGCg3CQEXRY4hBWjEHZ9Z4eXecxa0yyqqFkICQdI/1+MczX6MTWbSDZL1yyzcxzYD3TS1iaSG/Pfs8edulP99BV2OWXxkhbfnkbZdCpofaU9BbgjCTZFvjcBvreuL9112bv1w8yudrJzjTGcXWQ3QRUVE8/rT2CP1aCxXJTpijpDkAHLOWmTSqHLOvM6w1OWZfZ9rY5oi5yjONOWbMTU51J2jdaG8Yq/zpwoOsNAocHVnn3so6H+s7Syc0iRAczGxy2F5lw8+z6eVZ6pT4Su0YJaPLmlfkgdx1DmY22VesMt+qoImIgdkq5qEGsqsS60nJz8hI6pOrjpIktKlqKCGYl2x6joFS9G6r3e3x7uStJgTZs7nbw/e90ffCyMjbca03MzweAr8vpTwphMgCrwghvnnjb/9aSvkvfqSR9wD/NXAIGAa+JYSYk1JGP+4EphpyuTuIqQToqQhdRHixyv91/VGOl1fYdrP8t4NPk9e6/JNjX+HfLH6I890Rhowmu2GarV6WTw6dpk/tcMhe5Su1Y3y8dJaK1mI3zIhxxZgAACAASURBVBDE6g8Cs5zI4LuL+9AvplDTyT+1zIbMTWxydbPCN9YOQywQvkDpKuiuQJtq0fFN1i4OkJtXaBwLEEbMAzNL5HWXU91JzreG2O5mKVg9cobHbGEnObYUfObqg/Q8nTgWFLI9yke3SekBjm+wvdAHqRhkkl1NGXSREoLZHn7Hots1Cds6T7mzlAsdDpa2+O7uDAvdAZwoEfZZc5N5b5CPZi7w5837eV96nihWWPLLNKM0l7uDTNhVjlnLPFq4wqLfTzcy+FD5crLe20kqcv36vpM0Qxsv1njAWublzhRf3jjKgN0mr3XpxgYTdpWqn2Yuvc3VboWy0eHPlk+QMzyyhosQkotbg0yVa8wWdjjNCPl9Lpv1LP4AqOcyKJ5A70BvUBLaMona1yP8unVb7W6Pdz9vlE/7R9izudvE96cz3u3z6HdkyZeUcgPYuPG+LYS4CIz8hF0+Afy/UkoPuCaEWAAeBJ77cTu0fZNvXN3PgaFtjqRXKesdzrWGqbbTnFZGeKx/Hic2eTR1hWe6c/TZXWbtLZqRzdHUMnGf4JwzTDOyebE+yWN9V1gPiix4A8k65+oYq5tFVD1Gu5TC7oDZkDTmwL6nwUi6y5XlQdQtA/IRwg7RiyGmGeAs5SlYHqubRXRH0DgSgoAHZ6/xsb5znHVG2fGz1L0UthbwYHGJbT/LlVayBKrauVFXOxYcH1tlvZOn0bPYvlRJynbqktiKCDWJiARR1SQOBVQ8xJZJLMCuK4hQp1a0+Y7dh9QlIhQMz+wQlRQcaaKLkCedOeasDZ5zZvm57FlUJLUozf+z+BCtssm2n0MXEYqQ9CKDvNrlUm8ITYkopbts+1l0EbHp5vg/Nj9KOzA5Ulzn2c0phqwmL2xP0OgcxG2bvODOYJZ7eFUbxVfYNGJEJBAFn75ShyhWOLkxxqfnnqcbmZRGHZ6qzXGqM4Ha0NC6CmEuyYqmbJkoTQVGgttqd3u8d7gZ8d6zudvD97+Ld7NYv5ZbfZ1vKhBNCDEJ3Ae8ALwf+F0hxKeAl0meUOskRv78a3Zb5XUMXwjxO8DvAJj9ORRFsttLcc2rMGXuMJ2poomIUKpc7gzwM5lLPOkc5Li9xJfDo6z5RR7PXGQ7ynKl0898rUK9nGLASubCX2xO0vBsglil2k4j6gZaQ8EvxWg9hd3DiVfbXs1hToUMD9ZZc8sMTtRI6QFLG31EkUJsR+zs5pBxEgWdGejw8PB1Flpl/rP7IJvtLN2uSS7bZSTX4nNXjzNV2mW9lSNneXx67nme253m1bPTvNDch7GtEWYl1raCV76RwrMYYaV9BvJtTDVkfr0fRZFo48lwdy9lJ4IYCMyqijftImoGa4tlvlo4ynyzwi+NnOGjmfNshlmO2sssBWX61TaLfj+/MfUyE0aVM70xAPJqj5LmcNoZoxcZzDcrCCH5UP4ip7oT9JsdZlJbBFLlVHMcKQVfXTyEt5FCGhJjRyXMSMLrGRRVggK5yxqdyZjY1dhZLbCj5SFQ+E+nP0qYkkSZGCkkVqVHnPHpFA2srIfbNkmNOnTnC2jN1zfHt8vuxsfHf5K57/Eu5PU60NcT8veqzb3bPd93Azct2kKIDPB54B9IKVtCiD8A/hnJQp9/BvxL4O/c7PGklH8E/BFA+eD/z96bB0mS3XWen+d3XBlX3ndWZWbX2XV0dvWhPqRWg9QSIDQrBELDscDAMIMBy+7YgGE2y84yxs7Y7mCM7a4YwTBoBJJA6ERCUqsPdTd9V1VXdd1ZWVl5XxEZGXe4hx9v/4hsTZm2r+rOqsoq+ccsLCM83N83fh7fjJ+/5+9olz3pMsV6hA03yiOJZU7V+umPFknrdS5Uu2hKlUUnzYsbIwzHC4yYOYpBlCU3zXh8jdlSBk0EjMdWeG5jB5Wmxd3tl1myU0xPd6EE4MYkal1Q3eOQaa/Qk6gwY2U40L4EQK4Ux9I8CrUoypKF1+5i5DVcy0dUNQYPL3I4M8+LuWHWSnF8T6WvvYim+tRtk8tehlrZYtLtwDQ8FCH51JMPo2SaqDUFEbS6EARWQH0gQEs1ed/oBbJ6DVeqLDZS7IjlcQOVHYl1Sq7FaCwHo/DkyhiFcgz6JDIXQQBEfL733D723jHDAWuOFS8BQJtiEwQKp+wBniqM0W1VyGhVnlodI6o3GW9bo+aZnNvooliP8J7+aXbHlmlKlZ3mKucq3Zze6KE9UuXYuRGEq2Atq1gChAeNXh9pBaDK1rcvoLxXoJY04hd0Ah2MCjgpsLt89LICFQUv46HrHtViFD3axC5YDO9Yw1Q9dj10kblamieuo+8mJibCX6cQpJRMTEx8//Wt4Ll3mnzDhP3mvN6kKdf9M7wdUSGEDnwD+I6U8j++zvvDwDeklPuEEL8HIKX8o833vgP8gZTyDZuM2kRG3iXe/44CCLm1eFE+TlkWBFx7301MTMijR49ufRAhNx0TExMcPXpUhJ4LuZ4IIY5JKSfees8rjnmrpC1alxafAQpSyt++YnvP5j0ghBD/E3CXlPJnhBB7gc/RurfTCzwOjL1Z5wwhRAW4cDUf/B3SDtdlyebroXMrxXKlzpCUsiP03bbUuNV0rtQYAjq59p7LATVCP2w3jRulMySl7Liqo19v3dQfGDJxH61moVeBE5uPDwGfBU5tbv860HPFMb8PXKL1g/jI29A4+lb7bMXjVtK5lWJ5PZ3Qd9tP41bTuRGeC/2wPTVuJp2303v8H4HX63L5D29yzL8D/t1blR0S8kaEvgu53oSeC7kZCKegCgkJCQkJuUnYLkn706HOttS4FXVuhGboh+2pcyM8d710w+/pFtV5W73HQ0JCQkJCQm4826WmHRISEhISEvIWhEk7JCQkJCTkJiFM2iEhISEhITcJYdIOCQkJCQm5SQiTdkhISEhIyE1CmLRDQkJCQkJuEsKkHRISEhIScpMQJu2QkJCQkJCbhDBph4SEhISE3CSESTskJCQkJOQmIUzaISEhISEhNwlh0g4JCQkJCblJuOFJWwjxQSHEBSHElBDid7e47BkhxCkhxAkhxNHNbRkhxHeFEBc3/6avssy/EEKsCSFOX7HtdcsULf7TZmyvCiEOv0udPxBCLG7Gc0II8aEr3vu9TZ0LQogPvE2NASHEk0KIs0KIM0KI37oW8byJzpbGczVcK99dC89tlhH67iri+WHy3GbZN63vbhXPvYXO1sUjpbxhD0AFLgE7AAM4CezZwvJngPYf2PYfgN/dfP67wL+/yjIfAA4Dp9+qTOBDwLcAAdwNvPgudf4A+F9eZ989m+fOBEY2z6n6NjR6gMObzxPA5GZZWxrPm+hsaTzbwXfXwnOh764+nh8mz93svrtVPHe9fHeja9pHgCkp5bSUsgl8AfjINdb8CPCZzeefAX7yag6WUj4NFN5mmR8B/pts8QKQEkL0vAudN+IjwBeklI6U8jIwRevcvpXGspTy+ObzCnAO6NvqeN5EZ0vjuQqut+/elecg9N3VxhN6DrhJfHereO4tdLYsnhudtPuA+SteL/DmAV4tEnhUCHFMCPGrm9u6pJTLm89XgK4t0HmjMq9FfL+x2VzzF1c0d71rHSHEMHAIeJFrGM8P6MA1iuctuJblXy/PvVm5oe/eWANuPc/Brem7m9Zzr6MDWxTPjU7a15r7pJSHgUeAfymEeODKN2WrfUJupeC1KPMKPgXsBA4Cy8D/tRWFCiHiwJeA35ZSlq98byvjeR2daxLPDea6e+5alrvJTeu7HxLPwa3nu5vWc2+gs2Xx3OikvQgMXPG6f3PbliClXNz8uwZ8hVazw+przRybf9e2QOqNytzS+KSUq1JKX0oZAH/Gf29Gecc6Qgidlrn+Wkr55c3NWx7P6+lci3jeJtes/OvoOd6k3NB3b6BxK3oObj3f3ayeeyOdrYznRiftl4ExIcSIEMIAfgb4+lYULISICSESrz0HfhQ4vVn+L2zu9gvA17ZA7o3K/Drw85s9Ee8GSlc0xVw1P3BP5aO04nlN52eEEKYQYgQYA156G+UJ4L8A56SU//FaxfNGOlsdz1VwTXx3nT3Hm5T7Q++7HxbPwa3pu5vRc2+ms6XxyC3qvfhOH7R66U3S6jX3+1tY7g5avfJOAmdeKxvIAo8DF4HHgMxVlvt5Ws0bLq37D7/8RmXS6nn4/2zGdgqYeJc6n90s59XNL7vniv1/f1PnAvDI29S4j1Zz0KvAic3Hh7Y6njfR2dJ4brTvrpXnQt9dfTw/LJ67FXx3q3juevlObB4UEhISEhISss250c3jISEhISEhIW+TMGmHhISEhITcJIRJOyQkJCQk5CYhTNohISEhISE3CdsiaV8xg0+os400bkWdG6EZ+mF76twIz10v3fB7unV1rlnSFle3os31+ue5lXRupVi2ROcqPbclmm+T0A/bU2dLNLap78Lv6RbVuSZJWwih0hrj9gitVUw+IYTYcy20QkIg9FzIjSH0Xcj15pqM0xZC3AP8gZTyA5uvfw9ASvlHr7e/JjTZsSdBzTNQhUQVAUmtgStVVAI04eOh0gw0XKliKB4AXapNNRB4qCgEOFJHIHGkji8FgRSoQqII2dpebJDNCBypE0iBHejoik/VM7FUl7JtgRT/PY6maA2xD0CqIHwQcnMXBZQm+CYgQDF8gkAgmgqeXWWgx0XDx0fBkypV30RKqDeN1mePVmgEOm6g4gYqpurhBwpNXyWmN4mqTQzhUfYjxFQHlQCJoClVoqJJvgBWysKXCgECXypIQBMBWa1KyY/gSRWAUiMCvgAtQAiQEtosG1342IGOlIJ6UwdPASFR9IDAU0CR+MU6ajzemi5Ala3z8doMvQJQJIoi0dSAiOriBiq2pxHVXeKqjR3o1DwD19Zbx/sClM2/ast7ihbgFhtoVhxRzdEo2v/9S7hGngOIx+Ny165dVyt11eRyOTo6Om56jVtN50qNmZkZ8vn8Nfdde3u7jMVioR+2mcaN0jl27FheSnlVoto1+VSvv3LJXVfusNmu/6sAFlHu//OPs2FHaQYqScPmSHqGfmMdVUgSSoOY4lAJIvz54v1UmyYPd5/nvtgkNWkwoBWZ91Isuhn69AKLboa8m+CzF46wv2eJg20L9BvrnKoPsD86T4DCuUYvy3Ybh9vmWGu2cXxjgAuTfegbKn6/DUBQ0dGqKlKVKI5A8aCZDdCLCoorcOMBWk3BTQYIVxCYAdKQCF9wYP80H+86ypixyt8Wj7A3ssCTxd1cKrVTsU1+bewZLjsd5J0437s4xv7BJfYll7AUl7VmgrsS07iydTHyJxcf4tdG/5FOrUxKqQMw2exmxm7nxfVhTNWj7hp0x8oYisdgZANd+HTpJVbdJP/tiQdQumz8DRMpJIf2XeYPBv+eXzv3SX687zQnyv3kGnHWa1E8T0UIidvUcEsmxrqKMl5FSvA8lWCzDDXVBCkIXIXe7g164yXG42ucKPYztdZOKt7gkb6zPL8+wuH0PJ8/ehfauoYfkWgNgTZaoZGPEpvRqO10Mdoc/LkY+U//+2vmuR/03eDgIEePHn2neiG3EBMTE+/00Kv6rRscHGR2dvadal1zhBCEE261zgPwrs/FW5UjhLhqM9ywjmhSyk9LKSeklBM6JkvVJA1PJ6K5KCKgHhh0ahUA6oFJVqlTC0wGYxs83H2ee2IXASj6Mea9FKcbA+w0Vnm2Mo4rVZacFHcPzADwXGEHn1m4l0IzxqOFfUzZXfQYRVJ6g7VmG2m9Rq4WA8BrC5BlA/ImAOpwFT8WoHig1QRqTcG3JE7GR68qOF0eUoDSX0fqEkyfwbFVoprLvJvBR5BUG5xp9DNXTdNwdfqSJc7We7lQ7kJTfA4MLXB+tRNLcUlrNcYia8w67ew3FzheG+aXdj7PHdYMvdoG550ezjs9/MXle1l3Y6TNOoVGlLmVDC8dG+OZ82M4gcbz6yO4stUyIbNNxFwEpa4g4h790SIXm53c2THHbdYyD2fP8T8OPEub5TCcLfCLt73A4cH5769349QMmg0dv6G1Wh80CUsWgS/o7ynwQNcUnWaVx5fH+UTPS+i6T7Ea4VuLeyg5Fl+ZOkBX3wZeh4s0AwjAXmqdbyclEbaCYXj47U2chnHdfHc9rqpDQm4mz0kpEUJ8//HDxlbGfa3O37WqaV/1yiUf7DmLK1Xuil2iWy2zHkRJKDa6aDWFn2n24ktBRq+x21pCRVIMogzrOdb9OL+TOc//unaIpNZAFz4pvVUj3XCinJ3pZaQ/x/2pSRQClt00lnCJqw5zjQx/d/4QpuXSNVggZTWYXc8w0r7O+dkedN3HS7h4NYVmOoBAIDIOypqJ3emBKhnZu8R8Ls1tty3ywa4zqEgu1Ls5HJkB4HB0hn99+p/g+QqdbVVWqwkebJ/kyfkxZpU0yYiN56m8UBhhNJEjrjocis5yvtnDB5OnqAUmz9THmW504EmVvbFF7u6aoeJa2L5O/kzH96++lLrB3714J3t3z/NUYYzjr+wkPlhGT1cpFmOM961hKh7PVMbZEcnxx9MP86HeM1yqdxA3HBxf43y1h6Te4I5907xybBR1xcDLeiAhSLlgq6iOIJOtEDccdkWWsKXBgFXg/55+L76v4BQirNYM8BSUqkplMKC7d4PVXBL3tc9qK3gpHyXmUi1EiUwb72ZhvGu9SlNIyOtxy/nuh7mm/dpFy3Yr60quVdL+/oo2tAz8M8DPvtkBD8bP4aMw02xnj7HOjBfhgFHmsXon5SDCo/k9fKzzGA8nzjDZ7OaC3dO65y0CfKnwWCnG4fgs5xq9uFJl0FznaGGQ9XqMI2OXqbomX1i6k3arRkpv8EpzgNV6gsWXe/EHbDoTVToiVdqNGuv1GBmzzk/sP8kT82OYVpOGYaAXFby4RBYNrOEKHYkaqhLQEy1z+LZ5XKmy6KTZaa3x+12P8936MCm1Tkxx2N+5zERyhpRaxxIu004n//y2Z/j68gHKTZPuTJmGp6MLn1wzzgWlh8PRGf508b1MpGexA53pajuG4pHQsqS1On3mBkdXBvATPjtGVyjUohQLMVTTp8OqcmK1D6u3Rq1i8Z7RS4wPrTFvp5lvpJktp3mRITYqUS6lOtAUHykF07Od9O0pUmmaLFRSBHEP4Wvo8SZezkItaASmJH77Oj81dJwvXL6Dy04nGa3GdKOdjUoUp2Iioh6yriF8QRDzaazEsQZdZE0DQet9S3Db4Ao90TJn1rspRGJoEe+6eS4kZAsIfXeLcrUXL1feWriWrRTXJGlLKT0hxG8A3wFU4C+klGfe7Jic38bz1VEulLs4Ghuh2yjzvfIu7o5fYrmZ4kfbz/KN9QPclbzMy+UhdBGQMWq8utHHWjVOKtqg5pkkdJuim8aXCve1X2LFSVL2TO7PzrPcTGIqHl+dvB31dBy70yd7+zqm5lG2LS4vtaNoAQJ4dnkM0VRQUk1kAEcOX2Sl1sae9ApD1jqzdpazG9080DFF1TeZrWe4Pz1FPTBIqXWmvSh9+gaWcCkGUaaK7Xy84yUuOD1YwqPfWGeXuUysz8EOdBaaGQpujMfmb+ORwbPcZi3zjY2DxHWHy/V2uswyj3Se5mh5GCfQ6Dc2OF3rpbycQHiC6clu1KSLUCSqGnCp1E6t3mri/8Cuc5Rdi5IX4enZUaQE0/DwfIWI6VJyLdbtGA1Xx0w4HF0cxD+XoJn16RjaIBek8G0NJRD4iQCzs87D/ZNElSZjmTx/N32Q3R2rXFzvwKkZrY5mgQA9gMhm5zc9oM1y2Ij4SFuFio7RUefCZB8XzG4AdMtDFcF181xIyLsl9N2txzupIb+2//W4pXCtatpIKf8B+Ie3u//R2giPzu1CUQKyZg3d8vgn6aMsuWn2RRZ4qbaDmObwndweqk2TPekVVp0Ea9U4CcthpdjGezsvogufHfE1ykGEkh/hvrZJoorDdLOTE+v9zE51opdVnPEGVsTlcOc83z27B7Gho9kCJHjJACwfraTg6q2a4UOZ85SSEcbMVQ4YKxw3e+kyypwq9/LRzldo16sAFLwYLxeHmCun+bnhlzAVl4uNLnZnVvnmxgGyeo0HEheoBSb1wGShmWGtmSCiumT0Gg8PXGDZSfKC3MlQJE/D7+FiqQMnoVH1TX6l8ymeq4/x5aWD9MVKYARITaCWVHxFx8o26E2XcH2VZKLBQ32TBFKgCZ+d1hq/tucZPjdzJzXboFGx6O7PcbmYoSdRYf7VHuix0XUfd8jBirg4rkbf4DqLixmE3+pFr2k+Ty2P8ovDOe5OTbc6sdkxiktt6EUVKUBtQmBAMNjALxuIpmDmUhfCFZhddZyihZOPoJdU3G4foUiCpQiBfOemv1rPhYRsBaHvbj2utpZ9PWrYr3HNkvbVUvYs6rZBOlEnodv807aTzPsm3VqJOTdDUm1we3Sez1bvZjBRIO/EGImtc07t5qf6j6MLj9O1fopuhIxWRRGS89UevlY8gK76LBWSuPkI773jLJfLWSzNZancxuMXdyFdhcRIiX+z55v84bkPMZJep+aadOyuMhgpMGiu06mV6daKLLlpTtYH+UTqZVJqjSUnScW36DcKTNldJNUG59a62N25yulaL7tjy6S1Onuji0w2uvlw8gRfLd7Bh5Mn2aGXWTRzHC8OUPcM+qIlRqJ5Bs0CO8xVEopNIBUiqku3WSLvxjneGKHkRZFSoCs+f3jfV3i1PsAXXz2MEOCsRCkYLj1tZRquTsPX6TQqLDkp8l6Cz547grcU5b33nKbkWliqx0R2jqjS5Gx7D7JoYCxrMGqzt3uZnfE8Xzx1GFwFrSZwogGNhkGtFOFsZy+FZozZ1Sx+RcfMqSAFkRwUD7gI04cNEwGQcjFMD3k5RjAVRxcQWRVUDtm0Z6sEEsrLWby6fqOtGBISEvKOeLNa+pXb302/gW2TtNs0m/fvmGS6kmWq0sET8SHuj8zytfooA8Y6Q2aeL60eJleLIaVgrC3HU8uj3Nk1h4/geHkHy/U2Lq10kBprcCzfT34jQX/HBmXbxF2LoLXbPHV+HMXwEYDfVJGuwu/c+yiHI5f5avEOHuyf4qmFUTQ1IKY7uFLl7sg0/ZrH58t7OF3rxVQ8LrpZcl4bP9/+LLrwOe/04AQaH0sf48CBWSzh8mJtlAG9QEW10IVPXHX448UfJd+Ik9bqvCgClptJOqwqOyJ5XikPMBG9zJybpUOt8GS1NUfDROIyD0Wn+XThHnThcSR2ialYB31WkYIXRyVg1+AK5+e7kVaAfSzDuZEYw/15Oo0KX7p8kITl0EjqvHfkIpFRl7wT52ByAV347LYW+fTig1ixJrYU+PtsepNVLNXjyaUxpNsas91MB4iYRzJRZ2/7CkU3wsvzg6iajzkbwU1IhJQ4aUFHb5FDHQs8emIf+rqG7xqIXhc3FiA1iYh6VKIG2qLJhiaRayZBm4/cFhPrhoSEhGxPtk3Svid+kYofYSSS4TfT5/nz0g5etnt5cn2c+XKanek859e6eGjoIve0TfHExm7+1eijpNQaxxvDzFQyrJYSAPzDmX1IW0VYPjNTXaBJhAKm5eLlLHxDRTgKXeM5fn3kKQIUcn4bP556helmJ+nhOhdrnVRdE1Px+MOFD3NfZgpXqjyQnKTiW7iydepebuzgaGmYj3Uc5Zczz7HiRyn6MZ4vjxLTHKabHXRoFV6tD5BUG/xExwlequzkeGmAStPiJ3pOcq7Wy5CRpxCNcdHpJqNVUZHEVZtvru5nR3wdO9C5Lz7JKbufZ6vj5Bpxqq5JVGtSdU2mVjrQZ83vn0+lqPORIyep+yapaANFSE7ne/jY0CvcFb3Ei/WdLDeTLDWS/Nmp9yDmIogAZKeL29BZ3GhnMWhv3SfXA5RIQLKnThAo1BomeTtOtWniz8VASMwm1NM+yXMabgzy6wmmzA4imQZePoHaEDjrEfSKgtvTRNEkaned4fYCs+tpAtsiiLQmsAkJCQnZzrzZePZr3ft+2yTtz67ey6G2eeKqzf+2dgfDVp4nS7sp2DGGkgVeWejnUP8CrlQY1nP8Quc6AP917X4afmtWL7tuIAoGSqeNVAMCW0OJuyjLFl7Cp1aKIALBvbdfwPY1diVW6dQqrHhJLjpdPBjbQCHgrtgl5hoZUtEGi3aK8fga/++rDzLaneOTvS/yy8k5vlRtxxIuk/VubF/jZH2QR4v76Dc32PCinCt1kbVqPFkaoz1aw1Jd/uf+7/BYZR8pvU5EbTKYKTCgr0MMoorDkdg0//bsh9mZyfM/dB2n5EX5+d7nOVYb5tu5fRxKzfPtpd2sv9JJYEqMoSp2zUDRA8RcBM0WNAY8jJzKe+4+y3IzRdGNsFRIcu/QZUqGhStVJpvduFJloZ5ipdaGpvm4piSIBOApiKpCdFnBi4LrKMiYz+E9szR9jVLTImY2iWpNJpc78RM+0TkNxQVzTcPOgheVaLqPrvjEIw75XhMr7uDPx0EBoUoS8QYxs8nk5W70vI7b6SLqaljTDgkJ2da80wlotiqZb5ukvSOaxw50Cl6MQAo+N3+ElWKCzmQV29c51L9ATG1S80zm3SxjxipfKk4wU8lQqEUxtFavZM0WBEDQVMEXSCkQPkSWNNruKfDIobP0GEXW3DYqvsXXNw5xd2KKDTfGFzeOtMZuN9tpN6tktBrna92YisdvHXiCC/VuPrt4NydSS9wdvwRA2bWYXO+g6pp0RiocbQxyerEXoUhqCYO01SBj1skYNY43RtCFT7teIaY4HDTnWfSTVH2LlFVnptnOga5F7ktNkfMSrLkJHoyf41UxwJ62ZZacJCvzGdThBqbp4jY19AUTLyYRgJtomaLZ41JuRngofZ4n7F10pSo8fXGUjmyFV+f7Gegs8AsDzxPP2JzUB4jpTS55Krd152gzbOYrKXoOlzm10IcCBGWDC/lONNWnsNYGEnKJOEHeRK8peBGJFwE3FYACOvXsogAAIABJREFUyf4S5ekUU4sDBBHJyG3LFGpRGpEA0dVEE5IjPbM8enw/elFFqwkCXcNPeqhWWNUOCXm7/OD90x/mMdbXg+0w4cy2SdrnK12s1RNUbJN63UTTfdrbasQNh491HyOh2NQCg0oQYYexxorfRqdRJl+N4dg6MtIEReJ2uKiAFvGIZB2qpQgIaOxwuCezwqi1Si0wias2aa3GhhrDED7jkRXsQOfOyGUWvRR/l5/glN1L3TW4q22a840e+swi2WyNdTfGmLFGJTD4eMdLVN370RSfV1b6qa7GGd65SkekylC0gCIkZ0o9PJI9RZ+2QTGI0qGWcaXGnJdmttnBy8UhnsqPsT+1RDPQ2Gsu8PXSYSquxefX7+H5lSHaLIesVUOtqFDSaJgmIhCIkQZBXUOxdYySQAQqga4ykZ6lWysxHlvj5YUhhnvWmVvLAFCoRcl5Ce6NXqTum8xUMgx0bCClYK2ewG7qFNQYXsloDdsCyksJ0CVKtTWxil/SiK4pOFmJH5HoZYHwBaScVo/zPavMz7aDHpDQHUZ7csy3pbm01k5/tsiZQg9I0MsC35KotkCqGhHNfROXhISEvMaVU2Ruh2Ryq7NdzvG2SdrdkQoHkoucq3aT1BuMRtcA2GMtctHpphaYZNUquvA5YQ+x5rbRrlX4xM5j/NmzD5JMNKi4Ckq89aPv1TWiqSrNiIaTVcFViGkO3VqRYa3Es41hdpnLPFndw2yznbuil/jyxh0AuFLjvtQUp2t9rDkJDkdmKPlRRs1VXKmSitXJ+a1pOF9tDPJvh77GjJvh29btKP2Smm8w0TbDl5cO8Uc7v8SRWJbTjX6640V04bHux/l28XaW6klW63G6olUans6lajv/ZuAb/Hn+fs4Ue5hdzRIUDaSQFBSoDWzwow+c4MWVQQr5BJrloRse+4fm2JdY4tHl3awWE5iaj6m4nLL72RdZAO4kV43Rky0RSEHccADQhc9dsSmWUikavs5CLcVGPQKA7WmobS5+Q0Wxlc3k2rrn7GY94pM6UgPflMTnFJyMJIj5JBI2lbU4uwcvEdFcfn3we3SoZf5o7sO0W1X+5R1P8J3ifqar7Sy5gkafj2IL/FiAtaJRrVrX2XkhITcvr9Wswxr21vBGLRdb1fN7K9g2SfuT2eeoBBFUEfDJ5FFetAeIKg6fX7ubvB3j5/peYMVLssNYo1srMa10UvSjHC8NoMRd8gup1kxbCgR5k8Rgmb2ZFZ4+vZ+28SL7O5fpNsqklAZnmp3cHWnN074vMo8dGHyzdICpSgePz44zkC6yP7XEXYlp1ETA10uHKXsWaa2GITxO2f306kWKfpSKb/GFjSN0GmUKzSgR1UVBUg8Mfq7/Bb64cYS90UWiqkPOa6NDK/Op5fdxODnP2Y1uVCE5lJonqdWZqnfxm5M/w9xSFn3ewO9xMfMqXjxAqyrkIwnyyRiqIjm0c46lapK1i+1cNFxePLejtUqXKpHxJpbw6NU3+F55F/9iz9P8+cV70VWffzH4PS7YPeyxFnmxPkrJjzBdzXJuqg98gdbWxCsZ1OoKSlMgBGh10VrVzJWodYFW1Wn0BFhrCooH1f0OUgK2yp3d80zHsgD85tBjJBSbp6q7qTZNZjfSpPQGH0kf52+DIxgHPQ4kF/n8hTvIxGwKlfbWxCwhISFvyY1OHj8sbJca9mtsm6R9xumnWyvyY4mTXHCzdGsldOHx0fbjHKsNoxJQ8qIYZmt41aTdw6HoLOPxNS61tVPyFaQv8G2VaF+V8WyOJy+Mo/Y3+PHh0yRUm4+3vUJFavRpRXZqEZ51FFypUQlatbsH2y+y3JakGWgktQYptUbRj/Fw4gwvN0YY1Ne56HQzVe/k5eYw96en6DGKnKv1MFnt5MHMRfZYC3xm7T3owudvlydYLrcxPJZH3+wWXQtaPbwXnDSDiQKqkDzSdpKvlw7TbZY4EfRhXTLxohKht4ZHRZYVmkmJbKqcfGqckXvmWKsnWMu1oXTYbFxOk7yoUutr3dtmXeOvk3fySyPPAeAjmOieZySaZ95tNZE/XdlFzTM5lu9nNZdELavoJQW5pqLSWn40MEFxwI9KpAJ+JCDQFaQq0aoKtREPpaEgGypaSSW1b50zhW7W1pIUalEAZqsZeqJlVp7vxenyOBHt5xtn9yObCqKmcVLuxCgquPkEcjRAN9/xNKYhISEh75g3qmVvt4ujbZO0Pzd/hM5ohbRRxwtUFutJfnvwMdb9OK5UebU+QNmLcFSMsNZM0GcW+UbhAD1miSM9szS7NI6t9NNsahzqWWSukqa3q8jezDKT1U4eypznTwv3cXKjj/d1THJG3+C/zr+H3xp+nDP1PvLNOBcrnfxk1ys0pcack+Ws3UcgFVJqDSfQ+ePZH6EZqPiBQme0wpyTYW90kdvjC7ynY4oZL8uTlT3EtSYZtcpAbIN/3v89XKlhS50VL8nXlg5gqh4J3aHHKnOh3MV/Xn3f9xczWdtIELRJ1MEacdOl4qhIVcPYEKgzOl5ccmG2GyPq0tVZInemA0UKpNaahczpdTGXdFZXk/yVehfDbesUmoMcXRzkof3nUAlYF3G+MneAQIIiWutZBx1NHM1ASEhMKzgZ8IUEpbW6WaPHw8yrSBVkIFD2llEvJ/BjPqgSdUeVgbYNNCWg5hikow2Orw1guxq2p+N0eKBIFs91IY0ANdUkcFS0goLd6aE4GoEVtNbdDgkJCXkdtqrj3Q8umbmdmr/fim0zwEYISdU16TCqaIrPh7tOUwtMurUinUaZBxIXyDdjmIpLIBWmG+3siS8xVetgyCpQ8wxSEZt7Bme4L3WRnx44iuNpXCh20W7W2GMtUvNM3t95nofjZ1h201Qdk//j4geZb6SZqWT4nYHvcLw6hBPoFN0ofzV1hLhqs+hmKHkRLq9lWcilWSvF6Y8WGYuskvMS7DKX+Fr5EHagk2vGqXoG9cDkkfQpvrZ+GIApu4vlZgpFSB5on2JnNMeJQj+KCIioLl9dPcSk3UNnuoKf9OjNlEhFbNSYh29tXvGpYBQFoqxjGB6erxJEJOaGoN7T6sGtFXS8WGvu76je5L7UFHOVDHu6VjhRG+QvF+/l71duJ246VKoRhJBomo8+b6LVBWZeoZloDdtCaa0jHuiS6LxGoAMBMNRaQc1PeqhJFz3RpC1m8/M9zwPwiZ3HOJhdQFN9hJBYmguaRIu7SAHWikbgKejtDZq9Lu85OIm9p9Fa9jNsHg8JCbnOSCm//7gWXLnc6bttbt82Ne2P9R3nYqOLRTvF4cQcAFNOF4tOirjqcF70UG5aPJm7jTbDxvZ0JkudJA2bw9EZMlqVQlucNTdByY9yrDTIjw2cpksv4aPwhfW76TWL6MLnS8UJTMWj6amAylI1yb7MMtPNTv5p9jkuNrtxpcKvjz/Ny+URFmoplsptAOzszrE/tcT+6DwlP8aik2ZAL+BKlb9cvJe+aIn9iUWiisPpRj93tl3mdKOfr87cTt022N+7xPFSa9rSyeketJjLVLSd3rYyf/3KEdrSdZS6Stk2qdYtIlGHmm4g/FZN2o1LtLqgtpTAX1FRdtdpYCJV2Up6bZvNy67Ch7tO89WVg5QaFo6voikBl3NZNM2nUTWRdY18wUKtKAgV3JSPVtdojDQRqsScNrG7PTADtHUdv7NJLNmgt63M5bUs4zuXiekO3ZEKXUaZk/VBjk4Pkd7VSuqf2vU5/s/lD/DS7BCoEt9TQGvNrKaumDQzCtaCwUvRIQJHbU2C422v+0chISHbh62Y4/udjrN+N2yl3rZJ2rrwGYusUtKjPBi7QDGwOGv3MSuzlL0Iq04bhUaU/kQRTQT8XM/z/Mnl9/MjHWeZabYzZq4wFi/xp+v3ooiAO5JzvC9+lv+w8AiKkPx058t8bf0gdc/g+PQgiWSDgVSRRzpP88zGGAqSnJfgq407KHsRXsn1s1hP0fB0VkoJupMV3KhKZ6RCvhmnYMY5V+vhUHwOXfhMVjtRhGRXfJkHY+c56/SR1mo8mt/D4dQ8h7sW2BnN0WtsUPEjfHGhVQNXLkWoDio4sTp3jM5yYr4fsg7FqQw9u9dYWU+ipB38pSheXBJbFNT6JdaySjMpMU9Fsfc06O0okS+3pnj152IoHvzF1D00nFatvFiNkjvTgZ91adoWqBKtpKL44FsSL+mh5XW8qGR8eIWaa9C5o8KJmQHS6Sq3710morqMR1d4LLebZKLRWsrUrFJoRoE2bo/N87t3fpsT1UEcX+Nvi3cS0xx+ed9zfHtlD78y+I/MOu385Zm7casGSlXDjQf4FQOtoJG9PcdqOE47JCRkk63qBLbdOpO9G7ZN0p6x2xmPrJA1q5x1erAUlzkny3h0hbpvcr7WxSN9Z8k1EzySPklKqTOY2GDRSaMIyd8sTjCRnWPYyvPTifMcdTIseWl+pecZvlI4zJ9cfj/tkSpThXbSmSp122RyuZPJ5YdwN0xE3GOoZx1FSJJGg18aeY68l2DJSfFTvcc4Xeunw6gwZOY5aM7zneo+cnacL5bv4Kf7jrI3scyB6BxFP8qKl+Tb6/s4PjdAIAVL1SSDbRs8nR8lZTaYKWVYXUoRmdFpjDq8Z2yaj3e8xAvVUS4nMhQWUygCVs50InpspBS4CUl8XlDZEUAgCHRQPHDaA2Qg8AKFVLzBRiVKevc665cyVC+k8SMBXtbBLxkIU7YW/qio+KbEa3dRqhpB1Efd0JEqBN02JcdiomMeRQTExxxW623c1TZNQrV5YmM3AHHT4ZXlPuqrMe7YP03dM3iVAQrNKDG1yc92PM+lZhfDVp5LdicT2TmeLo3zE5lX+Pm9gsdXb6MrWmE0luP4xgDnTw1QONmBrr6zpTlDQkJuPbZiDPoP3r++2dk2SXuukaEeGPyz7DM8Ux9lj75I1TdZKA+ii4Df6H6cF+ujRFWHL+cnGInm8aTCdxd3YbsamhLgZlS+ubofgDsj09hS5wvrd/PC0jCZWB3b1/nkzqN85sJdNBdiRIfLDKSKdI1U+LHMSY7VhtkbXaTgxRkzV7AUlxEzx53WHPdHp3imPso/5PczGevmieVxAin4yYFXGdTXOVYZAga5WOsk14izVo3jewoP33aeIavAc4UduIHKTCmDobZqk86uBobh40kFVQQoQpIwm7SPLXHxdD9Cgp+z0MsCrSHwTYguKgQ62O2SIBqg1BVkIFi7nEVpCEQgKA0IlKbAjwSQdEkm6tQuRmlmfKwlHd+UyIiPvqaDAlKoBF0O/V0btEeqxHWHJ+dGGWvPs1Rt4+HeC/gofGXtEEnd5hM9L/Gpyw9izyUQm70ivEDl8elxfE+FJQv3PoX7UlO8Wh1gppahL1rEC1S+XjhEw9fZkVhHU3zKnsVdmRnyO2Pk5tM07W1jyZCQkG3Ka8n89RLyrVSrfj22zS/k/sQin7s0wZ3xy3wsMcnvLz/MI+lTACy6abpVBx/BgF6gI1Vhyu7iQr6TSjVCJlXlJwde5dvLe/iVoWcIUHiyugdfKiQ0m90dq+yI5omrDt9a3gsn24hXoKImWBCSQiPKrlgXPUYJV6rssRYo+jGOVkb4RPZ5bKnyrcp+nsyNU22arNsxumMVJnMdfPHyIXpv2+DD6ZM8VtpLSm8wFlvjZXWIw10LpPQGf7+4j1yhDfNMBNWBmgArDtE78vzO+OMU/Si/d/qjCCBhOQihMrh7hfnVNNqC1WoWXwI7I4jkJNUBQEikHiB1gWb6SCPAV3QUR8E4F8Nogt0hUGdNSmutWrZiK9i9bqu3d8RDyzRozsSx+qr87PhR4qqNE+h87tIEMauJpvjsSK3zxe++B9+U/Pr7v4sbaFR8ix3JPOURk8pKguMndiJ8gdRb99WjOYHt6/zV3F2oSsBHek9iCZeSH2XWzjJTztIdK3Ps5TFod5CBIJ2pYqyrWFY4I1pIyA8jb3Sv+Y1q26+3762esOFdJm0hxAxQAXzAk1JOCCEywN8Aw8AM8HEp5cZblfV8YQcHuhaJKQ6/eOljdFkVHivu5aOZowwbHn9TPsBt5jIFP05GrTJqwcGuFKW0xYFka/ISVQl4tjzGjkievBsHYNAsADBs5QEoNSz0Oza4v2+al9YGqTZMRjuXcaVKRqtSC0xUJDHFIaXXudTsJECh4lvEdYeplQ7uHp5hMFKgP1okojZ5qbKD22Pz7IkufX/1ry6rwroT44kzu1A3NGILCuW9LngCPeXglkzcyQx/9OxPUxttYrY5eJ5K7WKK8YlZ8vUYMhDsuXeaU3O9yEutVbh8q5UcjZKC5wm87iaeo6KaPmgSHJD7KtSKFvgC4bbWuPYTAcIVJM7rIMCzDBrDLsZAnaaj8+jybuKGw+RyJ0HOoubB4JENdsdXeMW9Db2i8Kmj72WoL894co1nzoyj5XVUXRLdWaJajmBYLk7RotEhuLjewVBqg2agstZs41hhkLlCGmctiox6zDsdaI7AszW6+jbwA4Wf/NDz/OlfvvU/3Vb6LiTk7RB67trzZs3XV3ZAe6v9bvXEvRVDvt4npTwopZzYfP27wONSyjHg8c3Xb8m5p3cwV8nwrY397G5b4a7kNA1fJ+e18a2NA/TqRWabHQBk1SqTjW7ajSo743nelziLLnx+pOs8A9YGByJztOtV2vUqz2yM8mJumEfzrbWp93ascKBrkTPFbgzVZzCzQa4R57n1HTy2sYcNL8a6H6dbLXMoOsup+gBHKyP8/cw+LNVjvGeNS6Usk9VOes0i7207x5C1ziW7k1U3yYV6NycqA7y8MsDpoyMYK3qrOTsrseZ1jIKKV7Aw1lsLZdSGPURDpZmLEjRVjJLg3KVeqs93oKyZnH9qB+b5CMU9Hl5cItXWVKKKC9aaIDJpoq8aRI9GEbaCTLk8ODzF8MgafSN5vJSPakNsVkW4LTN7kVbnM1FX8T2V7myJ3ekVdsTXmRiaQ5oBRlGh6po4gcZ7f+QETibAjDWZmenkiScOYqzqeCmfwJJ8YPA8uwZWMAwPtaShVwQNRyeuOxxOz/NcbgfTLw8gz8VRKwp4CmpVQa8JkGCoPv9s5z9yuZa97r4LCbkKQs9dQ35wWNTbrV2/0T7XcgjXjeRaNI9/BHjv5vPPAN8D/vVbHdTM+sxOdWLe5tEVLTNoFtgZzdGUKrfH58mqVc7U+0hGajxV3c2uyBJfzx1k3Y4x30jzwexp5vwsJzf6eE7sYLaQJhuvczC7wLodYyS2zj8WRwHYGc2jCslTk2NkM1Xy8ykwAh65+7t8c3UfTzLOPdnLzDUymKrHSCRH0Cd49OIuTNOlnouxaqXYeSDPl/MTbDQjvHJ+GKWuEiQ8zEUdfX+JzK51cstJBgbW2Z1eYaaS5Y7MHFO1DsbjayzbSb73wj6ED37CR1sxsDt9hCZxbmsQ1HRQFExboNYVmt0uoOMmAty4QJoBwztXKdSidN9ZIaY79EeLdBoVBqwNzle7afRpFLQ23IyKVlLwTfBiEq8tQDQFQcGgd6hEzTMZi63xSPokJ5f68NOCyfkuLq10sLM7h9Zbx64aRGZ03KSkmfJJdFeo102++tjd+FaA2u7QvjdHb7xEqRlhf2KR3dYiM/Ess22dGPMavtW6eLF7PJq9NjQ0dqdXeKKwi5OLfe/mnvY78l1IyLsg9Ny74PUmStmqWvJ2qnFv9RCzd5u0JfCoEEIC/1lK+WmgS0q5vPn+CtD1egcKIX4V+FUAi2hrhSgJk5O9eGPKZmINOFodYa6WYb6c5KNDr3LQWuDJ4m6WnBReoJI0bAYiG5yoDfL43Di1UgQr7tAoWTQW46x1xxntzPPlMwcZ7c3xyb4XuOx0krPjyKbCRjlKpKPOnq4VvrR4iJG2de5qm6ZbLzFk5ll1k2y4MZ6a24lf1bHXLISArqF1nl3dwcHsIprlo8ZdlLyG0tRpZgM+MnyWBxLnsccMKoHFUjPNT2Re4bOr9xJIwbKdZH9igeBugaF4PHpsP5ot8Nok2Coi1mrODtqb1GMaaAGirtLM+hCAmnJ4/+gFFusp9vat0G2WmLfTdBtlXKky18hwodDJ7uwai5bDQi6Nq+uoTR0pQAqJNCXWmsbxF8cQPTbmDo+o6vBXE/+F/33ux3l1tg9V83mgfYq+aIknXt1Nc28dMRcBPcDzVMZ71jjf7EHaKmI2wpHxM3wgdYrvlvbxd7OHgENkozXUVJNGzENdNQlM2Rq37ajoOZ1nv3wIuyPAT/gozbf1j7YlvhscHHw7WiEhEHpuy3k7zeHXQ+tas9Xa7zZp3yelXBRCdALfFUKcv/JNKaXcNPn/j03TfxqgTWRkdFGldpuDUtJJGg16jCKna330mUVOrPdTqkT53OQE9Z0GCc1mqtJqKh9N5HACjeP5AXxfIXrepDasom+oeG0B/nScs3UD6Qs8qfC5pbtQhKTsWAwMrJOvxPBclcvFDAmzSZ9VZMxc4cnKHs6Wu1mrJ7g9u4SiSPAFRlFBKpKVlRQ/vv9VHmy7QCWweN8d55m/PUNUaVLyohyOznC0PkK7VmHAWOdoZYSqb/JQ5jzHKkP0miX+07GHyGaqaKrPR44cZ6rSwdmZXrRlA21RQ/ggV1W8qERxNXxTEvTZBJ7C7f2LNHwdS3UpeyYDls+6E+OFpWF+dPA8PVaJo94AL8wM05GuIKUgMqvTTAdoNQXKKn40QDtQxJlPoM5FeGZ2P08PjbK2q41/9f+x9+ZBklz3nd/n5Z1Zd3VV38dMz3T33DMYzAAgQIA3xVNaSbtaXfZ6pbU25F1HWIqwV3LYoY21/5DDkhxaOSxrw9JypRW1ok6QS4IHQADESQ6OmcHcR0/fV9133s9/1JBGwCQxIMGZHqA/ER1dnZ2VlZX1rfy993vvfX8Tj/En5iMcTy8yptf4u6WjCE/ByIdkjm7R7Fpoaszi13ahZiX2bB0xDK+UJxg0WrQCiz25Mi8tTlIupTg5s0BC83maGWTJQE/5ZNNdKo0BOrv6s+ntfI/YuCWBvy26O3HixDsvd7bDj4q3TXN3wtzjbmHnurw5P1TQllKu3vy9JYT4O+A+YFMIMSKlXBdCjABbt3IsPytJXjSJVTizOE7RavPLxW/wWPMoh/LrvGfwBioxg0aTI1qDr93YhxCSbmBQenIUqyKJxwRooNdU1J5Aa6v4WYlS6juKraYyJOx+Wcr7h5dY62ZIGh67klVeWNuFo/t4scYTzYOMGA1eiSYA6EU6H5i4yhc27sEdCvsztNcMvrZ4kicOz/I/HvoyX6kdwlBCsnqPLS/FqNGfj6IIye/c+DGWt/IYZsDDk9e5N7XI7zz6E+DENHSboGbyhUtFBveVSGW7vO/QWabtEl9YP8L8/BBKVyXM+jw4e53rjQHarslKK0sQqsRS8NHJSyRVl2OZFWaTW7QjE1MJmcjW6SV11moZWLOQOmgdhdiQGE2BbKncc3KFD++/wGfX7uf6S5OIRZvPX3+Ab963i9/a+3n+aP39nMwu8NDIPAupAc6cn8JL6UwOV9lspJAGhMmI9mIGkfcw9ZDPXjnBvzjwNH+1ci9IQXGwyalze5ibXcV0AsLRmFgK3EDDmmiRsr3vpNQ3bP+26m6HHW6Ft1NzO4Hp9vB2Xeft1sj6gYO2ECIBKFLK1s3HHwX+DfB54J8Av33z96O3cjx7X53O9QxaW8G4arM5mearrcM8X56maLdJaS6VIMF8t0BG7/HgxA2ent/LytlhHA9qh/s9SK8Y9VPtKAQDIcKKUFRJVDeI1xI03STTJ5c5WxklbbqsNjIczKzzntEFDCVk0Giy6uV4rr6HDxQv81prjOuNAgW7zcR0ieUbRVRXEKtALImupHl87ABBrH5nv5rn8J6MRjlIsuZl+dDQZZ5gjvVamk5o8h+X7icY8klme8SxQCnEeNV+HetPTp0no/X4qdQ5Hnau8H8mP0QQq5TdBB/OXyCUh9hQ02w1k2haRML0eXp9LxcTwwSRSsbs9Q1dyHBtq4DXMlGaGnEqQglVIlsSGzHhWAg1g+efP0D6EY+2b8J4j6BhYK9ptD4/wj87/k+5Z2aRM80JfrLwClX/GHpDJdAkCysFpsYqLGeTqF0FfapDynGJYoGqxvzRlfcSRQqGGZAwfN533yl6kYFys6FlqiFCSI7nlrnSHuTVhQkSp23ctnlbdbfDDm/Gu1lz2y1g3Qm22/v/YXraQ8Df3Rzs14DPSim/LIQ4BXxOCPHLwCLwM7dyMEOLaCvgZ2OkEXP29G7O5sYgFmzlkqwn0qxWM+h6xGCqja5ERA0Dp6oQJMGoqvjZmKFdVYTop68B7IRHt+Kg513CqoVeUbi2VmTvaIn78wt4WY1HUpf5cuMwH0xf4Iu1oyx3cozYTS61R+iGBjOZEoFUqHkO9rJGb6Lv7630FGTe55WNcX5z/5c5a0/w15fu4eHd1/nL1f4E0xGnyUJ7mhMDS7wQ7caNNHqBDp6KdzlDmIqRTkh+rM79g4uMmTWOWYv8ReMe5nsFTqQXON8ZQ1ciPrP0IHvSZTq+gW36xLHC5tUCIhZU5ABSlSieQpSM0GsqIgIrEPj5GDXtE7ctErsaPDI2z4ab4uVgF3raQxEx/2zXs7CrXzr0ycocL1/ehblicFqdRDND/FilGxoEgwG6E6CdT7AYFHEmWiiKpLuQphonUEZ7KFcdvAkfM+ETrCZYXE9gHgzJmj0sNSCKFY7kVulFBs9u7WFlI4fsaoi4P3B4O3W3ww63wLtWc9+e0LXdAtedYLs4q/3AQVtKOQ8c/S7bK8CH3urxup6OOdHu97RCAaHAnLdwh0J6SzkW0lmSiwqt6Yh5NYnWVjF7/YsYmxKtI8hdEDTHLISQFIot5vJbnN0aIT3YptczkHqMN+ujGRGjiQaqiNlnr3HdH2TEaHCuN8FyJ0e15/Bfjr5AKUzTjQ0iqfD3y0eoXhyAAz2ULRMRCkaPbLCykSPn9PjbirxgAAAgAElEQVRGc45xs8aB0Q0agUXRbnMktcrV7iCO5vP48hyxFEQyw2/Mfpk/MD4IwEoph6aHHCxskNO6fHHzMLWBBE9uzWKqIRdrwywvD5Attum6BmsvjSAk+MUQa00nvyxp7gGj2b8W3X0exqpB6EjMqoKXj/vFRIDE3gaKkCx08jQ9i48ePs8HMpe45g1xvjvGjL3JsNbgN8e/xL8z38e3ilOEV3JodZNXF2fR9rSZmiizVsngzrrYVyz8pE7Y1tGHe4h5B79uomugNHTkioEuwRuMubw4jGhpyESE0GKavsnmVgbZ0zA3NcJkjP2RLcSj3997/O3W3Q47vBk7mtv+/KhLa26XmeiwjRzR5opbxFIhLCicvzSB4gkUH0QoiGe6OFaAM+fRvlxE6yiYVUFogTsYo3YFSgh+ShBdThE6kvEjK5wvDdNeSjM0U6bdskCAboYcGV2jFZg0Qpsr8QjXOkViKUhoPntTJZaUPCm1x2V3hPOtkX4RjxsOUT6Cls7wvhKbpQyVtkMi7fZ79r0UQ0aTyUSVTmhS823WvCwJ1ed4aoma5zC/XKQZJ/i7zHEsLcCLNH7p8POcbo5TdpN0Q4NyN8Elc5ii3ealxUlMM8BeNAiu5ZFpSWRL9LEOoqfjTsWElkGYjojNm2PVSwZhQhKnQlxFA0WiNxXCyKKZ0DHSHtliD0MJWe1m+d2tj3CosM6N5gAvxLv52OgF5v0i03aZnzv0Tf579R9SqSahZmC+lKLRSRHt7WdD/GyMesNGFxC6CpoCiqcgNVBcgV+MUDsKek1Fb2moLkRmP0XfuDKEHA/RGip+PuLIkQV+afQZfsXw7rQUd9hhh5tsp2AFd+587nTv+vVsm6B9ozZAp2uSTXdBkf1ZxBIUX6CdTxAcaSFNAQMexjmbSL9pMuIKEOCnJEZDEBn94623UkgpSE02GUk0KddSSCPCq9ikJj1iBJNmlScrswzbLaq+w+nNMX52+mVMJWQ1yPPFlYP9yV6xgiJA2CGypxHFfU+aXKKHIiRbzSQfm73AZ6+fYGagxJ5kmX9UOMVflU+yL7nOY1sHKbcTTE+U8EKNUCrsTZWZssu81hpj1G5wujvO1fVBCrkWCc3jyeuzRA0Dr2tBtr/8K8xGICEKVaZGK2zU04RmhKiZRJkQvaQT2iACgWJG0NYQrtJv+CRC1LoGGxovKxPEscCxfPKJLucrw5QX8piDXf7k1Qc5MLXO3lSJ08okD43Ms5LJou2JOXVqlrisoDcUEALF6xcyCTMR6DFRJIiTIVLr1+LW9YjItQlyEbGhEOsSJRBE+QB900BrqcSm5MDhJZK6x3PtWXLa5Tuowh122OHbbLeA/b3YTgH1drBtgna7YxE2DUp1k/RIC0OLqHkD/V50AMmES73dn6zlFiTpeZCqAARGC0IH/IykcFpSPSRoL6XJTDVoNm1eXduN1lQxptsc27tAJzL4xMBZDBHR8G0UIYml4GBxg6Tq0oosfuf0R4hChbitIwJBNOzjXLLwDnfp+TqmHVBtO3grSYyxDstunv/l4KNcdMfYb62SUnr8fPEF/nDtA4zYTQpWm4uVYfbkytRch8vlQb60cozCriqT6RqmGiKBjmfwtVNHUDsK2s2CV5ETY052mCuWCWOFQbvFcjuHrod4Ww5GRSFICaTa319qErFpfuex0RAEabWfVh+IMC8m8QcjgsimEWbROgKZi/C2HBRXcHlzFxeGR5gd32TEaaIIiaGE3HviKhudNAW7zauXdgGgJQMMNWbPYJlyN0GlmmRyuErGcBkwO2yOpJhM1MhqXda9DAutPLYWcCM5wMHhdQ6n17jYHuaR3BUesq/z72/az+6ww7uZ7TCOfKdf/7uxHc/pdrNtgvY9k8uc3xym17Jotyw+feA1Hl3KEqUgSCt4rxUIiwEoEqsliDVoHPURXRVnQ8HLC8y6YOuBGKPWdxBrXc1iNhR6EwH2vjq/NPMCRa3FolfgueYMm700uhLRDQ28SGPcqfO10oGbpiIxidM2rX0BUoC+btCb8yBUCIJ+dHTbJkKVDKQ6HEqs8HeVezmRXmBYa3DBG+Nib5RfG/sqp3rT7DLKLKcHuNobZKOTpr6WBiekeqFARR9A7QnidIx8xcHWoTcSIQ1JcqjNiZFlIik4nl7ixfo0ZzbHaFYSCFWiV5V+OjwRoWU8TDOgtZ5i197N72QE1ocyjA00WKtkODq2znIzg19JQUdDLbqEGRVFjdHNEEWR+ItJtBWTy/4I00crdEKDpOZzMr1IN2OgiJiPPXweL9ZZ8XM8vb6XlUaGzkKG2IxZOjdCnA0gEnz62BkmrCqfSJ6jFCWo5JM80TjAkN2iYLS5x1ngfclLdKTBr17+eVLa/3UnZbjDDtuCneC0w/di2wTtV5Ym+JdHn2LBLXCxPsy1VpGJPSXWXx1GcwXucEhqoEPa8tDGYpauDqGX+sUv3IJAKhKpCjKXVVq7YmJDYo12ODS8zsnsAkGskVW7nO1OsMfaYsNPs1jPYRkBlhZyOLfGFy8eYtdIBSEkYU/DLUq0ikZkSwaPb/LQ0DyO4vNnjz9ClI6wsi6PHLzA0wt7OduZIIhVPr9+lNRYj5TiMmlWeLq9n2cre1iuZ8nYLrWOTXcrgbOsESZU7A1BZwyCQoixoRE64BUjpC7ZP7dCtecwaLa40RngWneIlxYnkVsWuisIMhHBpMf4cI39uQ1Wu1kczecyEMUKo8kGD2Wv83srH6H0wgjRuM9/Nfocn1Xvp5nokNQ9BswOphIyaLTYb63Rii0u7hnlcy+dRKvqfOW5Y3z64Zf4WOY1rnrDzFnrdGKTYa3OBXccR/HRlJhWzUGosu/ilg1Q6jpxOmSpk6cTmpxpTpDWXT6ZO82UVaEaJrjHWSSrdtmltSlFBv9qz2P8Gjv1tHfYYYcdvhdvR8GQt4WoYfAnV9/DK+UJbnxrgvPXxyi3Etz78GXcKQ+9rtIqJ1jbyLG4UGR87xbq3jZBNiJ0QHUFxCAF2BsKqGDqIRU3wZafZs7quw2WvSRn2xOcKk0ymGzTdk2arsn5+gjFgRbVjsPEUA19S0fxBGE64vjxa/zE+Bl+PPMKJT9FZraK6oR4HYOnbswwlm+w0M7TDkyKdhtVSGaMLfYYW6giZshukTB9VlfzqGqMvdr34I4McB9uEWajvkXpcIg7HpAYbzGxu8RseouD+Q2eXJthqZnjiy8fJS6bSEUSFAP271tBt0JGkw2mrCq/OPIisRRMZOusXBnkW6dn+OzSCYQW4w6GIAW/efonaXg206kK/3DwZX6l+DRjZp0Xq7v5/RsfIqW4xFJwdHYJMdFFbwoePX2MZ9uzHLUX2QrTLHoFAqnxY8kLHHWWGE/VAZBWjIgEWslA7QmEFjNkN7HVgG6oc7E+xL++9OMEUuUeZ5FhrUE3NvnL5lGyik9RbRFzd4yj7bDDDrfOrRQD2eHW2DY9bQSYWsRmPUWQjVCrOj3gVG8KoUpiXSJ6KpNzm4wn66y0s+h6iDNWx58v0BuMMasKSgR+TmKvqtRFmsG5NovdPAAvbO2m6ZqEoYqph5hqRBwLatUkHdsknk+SOljB0gKm718ibbgYSsTPDb5IPUoQoXBf6jpHksuc64xxqjTJgdwmXqxhKiGmGlL1Hf5m8ziPKscwlIgRq8Hzi7vxqxZqOqC9msa+p4G3mQBNErVM1LSPsmj3e6eGJFjPsjyYpNRM4tYsksUO3cU0ZlPgT/r8xv2P8eXSQSYTNS5eGufVK3Ncv6fARLrGzwy9xGdWH4R0wIMz84RSwQ9Vqn4GJ9/lvrElSm6SD2Uu0IkNvtI6zPVukTGnznprgj9efS+xFCzXskwPlblSHkdoMReaw6y6WfY4JY7YS1SiJFthiifr+3koe536lI2j+ZxZHCcMFQwnQNYszlZGOVlcYr2T5kBuk+uywAnnBroIGdVaPNWd4aR9A4BAqjshe4cd3mHsBOi3l+0TtGOo3Mhhj7b7y4e6AkYjzPM23YkQa0sh1mHPyTKaEjGX3WRRy7Ncy6K8p068liKyJEoo0FsCd0BiVFSuvzKBOd3kojJExnZpVRIoRkSv7MAIeK6BummiVSw6u0JcX2d6uMJaN8OR9CpPbs1ywR3DUXwG1DbPNWd4dnmaw8PrTKVrnC2Pcv/QIt/amiRletR7FvV6gsFCk7Fkg15kELga5kAPv2tgbaj04iS79m2wuFpA1HWUkk6YjjHKKs66oD0hEb6CW7ERnoJ8MYulgluMUfSYL20dptxLcPr0NAIId7k0zg1Q0/Oc1qdRAsHowS1MJeS96Rtk9B6vKpKU6XGuPELS9FBFzA1vkKVenk03RSwFKdOnYLVp+jaGFtHwLKQTYS5YvLa+l09+5BStyOJzpftwI4335q+xL7HBqeYUlhpyrVogmXLxAw1vLQHpAFONmLZLhAWVh9JX+alCp1+zXOh04y4DapuvNg+xyyqTVnoI1t9MKTvs8K7mR70m+e3kjee6HSbY3e1sm6BdnKpRWs4xnGnh7e/Rck2ChQxePkaEgu5BFxo6X3/lAHP7Vqn2HKJYEIYq4bqDTIYEaUFog9YDoyEIkxLVB1WNydouLbdv6al4OvGQT+tKjigTIqyY0FExyipyLcNz6m4eHpunEdrsTZfY8tMU9Dad2KRotJkrbrHWzmBrAQNOB1v1uW9wiXpgM2B1+OCe5/i9Mx/m3sIKE1aVRNrFvZxBpiP8tETqkuWtPPqyQWRLzLLALKtEJvgpiM0YmQrBVZFmjBIo+A4kFxU6scl1Z4CZgRLVUYde1UZfuOkr3lZQXfAKMaVGkplsia9X9xFLwQNDC0xYVf52+RhL50b49Yu/gN5SCB2J6gmCIZ+j0yucLw/z0MgNNrtJNpbzEAoiU6IE8LWFOf7N4S9wThmnFjpYIuCaO8TJ9CLVMMFkosoXzhzFXjBwfAjaBotRgceN/Tiaz6n2bhzFZ9KsEKGgixBL8cloPSb1CkvBAO3YutNS3GGHu4YfxKXrdgbON5bIfP3r7gTwH4xtE7SrFwpoYz3m54eYnt5kvFjnAhC+nEM9XqezlkJkfbRli7VmmtmBEq9cn0KGAqFKtLKOVPvOYF4+Rg54OOctumMR0dUsbas/wUkICLMRqhGjTbVRryYJJjwiVyHMhShtld5aimeYppDsADCZrLHcy9FwbAKpcrVSpJDsUO05uIGGIiSz6X6tAD/SuNAdZXSgwdMre3AvHyfMh/1Sm4mQOBkigLhioEkw6gqdQx7GkoE3HGKu65ANyGa6JEyf44Vlrs0VufLyJGZdQXUF7Y0k14QkjgU/c/IUj6/MUl3OojdUYh2iRMyn9l7gmbVpsrbLiNMkqfZNS6JYIU72x9CtsqAzCqET46RdlpsZUqbPUyt7OVDcZCMcoDhVQ0pB9WqeoG3yf8x/mF/d/TSn2rv54/mH+NTEOaphgqVenlZootY03D0e2pqBWRdIVed8OIHaUnl52EU3Q7yqjZIIiDs6szNrdAKDF+xpWoFJJ7w71ml/t5Tf3XgDupt6bTt8b75XAPxeqek7Ebh3gvTbw7YJ2omZOs2NFGpHodRO8IHBK3xi4CxPDu/nRHqBPwjej1exibMRCSEZtNpIV8Ve1vDzMdGoh3JzbXLqhkJQsujsCdDqGs66oFdUEBFEjkTPeARdnbhiYPUEctUkTMYIM2JiqsTyhWFaDRs/6F+exa08n5o7x5MbM2ys5iAWRJGC2zHQjIgr64PMlwbwOgbDw3U2u0m6noF7NYMSgXAVZCLCcgJ+fO9rfO6b92E0FLwJH2vRRF82iHXIntFxByD9kkX9iELTjGhlS0wkalwaHEabayNfGwAjpns9Q+TEPJee5uHReXpDOk995Rh+IUJtK3zhmRNMHNggihVKvSS6EjHfLTCeqlPpDKC6giDBd3zKe22TcClNLS1JTTXQRH/CXK1ZYOSeDSh4aKsWayLLn5v3cyy7wn838wSBVPnPpSO8+vLefp1uJ6ZQaGEOhxzMr/PEtTno6FhlQdi1CWe6AGhLFmFCsvT0JCKG1dEQNInv6ndMg7fK97sRwt0R/L7be7ibzv/dyq2OD2/XceTXB+7bqbN3UuN02wTtw4PrPF93MJc02lqGP954hI8ef42Gb/GXyycopDu8f/Y0T23MUOvYfPWpe3CqfUMRo67gKQZS76d6G0d9UhcM9KpGYn+N1rhFHCoMFpo0OjaBr6GVdMx6v1qXiMGoKVC1WF0bwegK4o6JOyrIF1o0AofPnz8CgLVi4OUjtBfSaAVJmIjRWwreYIjSUalsDBKmY5SugtQl4UCIcFXsjMtErs63ylOISOAPRKReM+mOxSiBQETg5UH1ILQhecXAy0nWx9I0PIsjU6scyqyxXszw9DOHSczUCUKV9YuDfLXtoKox1uE6/lqKWAezorDZSKFp/cl2N7YGAAg6OrOHV1h+chLV79uORo5EdrR+ir0nCCOF51+aQxRjErsabFTTvH/mKl/39iGAw9k1mqHNv3750wghCdoGdlmhNxUwvXuTlUqWn549TTsyGS/UmdxdZXM6zWIlB6HK9N4N1gtpgtUk7miIkghIpVwOFDf5gv79vcd3+NGz0yO6u/hun9Ubt32vRtqd/JzvxOu/E3S9bYL2aifDxw6e5zF5EEIFpa3yzNIefn72Jf5k4UHeO3ONj6Zfo6C3uNgZ4cnLx/AzkigVY22ofXvMRIyfkpirOt1hCULihyoP7Frg+Zfm2PSzECr9ileWxM9AOOahrZr955sSe0sQOuCsC2LdoFkaAAEYEpkIiVWJOdKlZdhodRXpRAQCtJpGmIww6hqiqhBZIAd8TCtgerpCteewUs/QrdtYJRV3KKS1L8BcvzljPB0TZIFQIGLQmwp6S3Dl/Di5XTUGzA6WEtAILHL7K9Qu5dGbCmJfF3czgdZSUKbb5CfqtNo2rm5i3Bzz97o6hh3AxRS6LlnYnABbEqT7wb035UOoYO2r0+2aBL6G1CVSjWltpLALXU6XRhF6jLZm8vfmkf5a9raOvagTFWL2ffQqHy1c4D+tnGQ032C+WyCMFYYTTR7MXOesNsGQ08SPNTa7KUw9JB7poOsRhhZiaBFN3yJjuHdait+XW+nB3Omb4dvBO+E9vNP4YXrP3/4s38ox3mzfW9XHG4/z+r+3g87utgzTtgnaipCsdTPMTm5yba1ILMG/keI/O4fI5dpcrRf5W+MEX1+eYTzTICiEiECBGLyBvje31lIIMjGJFZVYkwgp8D2dhWae9568CMD58jB+qDF4qMr8lWFMK8DLaISBApmAnuibl4dJCNMRakslSkYgQBgxfiFCDxX0jEfk2gg9RqnpRFZM6ppGd6Tvu52ZrdJoOUwXK6w2MhwdWuW5yh4A3OGQ6b0b3LgwQqzLfqNAAalK9IZCOO4Reyb+lI+2ZlBdzXJBixgym1yvFkhZHu//4DdRhOR0dZwrzVHiCZdw04FaEnV/m9G9W3iRylS6RjswubQ6jH6gReRqxB0dra4S2TEiVkifMwgfbjCSatEwAjbXsqBK1IaG1oOgmcIzJKP7ttgoD5J8NknjYIiaCsi8t8o/GD/L0+UZHq/s58PDlwBIqi7XukOcrw/zdbmPbmiwP72BLiI2uykGk23KikPK9HFDjZ+aOM2l9ggvxttGku96tsMNdYc35618Tm+cCPa9jvdWjvPDcjuC5hsnxH23/90tet825ipN1+JqucDJgUUG8m3UpkqUiKicLTKSajGWbADwSzMvMJGo9Qth+AKjqpJYVjCaAtUV/R6z0S/XGSYk6lWH1eWBmwYfBkeK68wV+pPG9u9fIZfqovYURN5DSpA30+UTJ1ZJDbdQJzv9gG2H0NKxi12ChknoacRmDAKUCJRA4A5KokRE8UCJdtfi4enrjNhNfm3fE4xYTWSkYKb6RjE3VorYG30/8CAbIZ0Q4SlEtkR6KpElUY0IEUHqikbl9CB/8c0HmBkocWxgheVejj3WFr8w9iK//vBXGB5ooPYUgrREnE6xuFjE0QM+mO8H0TgU+CsJ9Hmb5FAbZ18dqUqMuqB5MCC4nEYIiRdo6OX+uHJc9AnSEqlKZDag3ExALGgcCPt+7C2dZtfii2uHGLJbnMwucr1bpKC1eHTtKC+XxzGUiN2JCgcz6+gi4kp7kF2pKqoS8/DoPMOJJkcLq5yq7+J4ehFFbP8vza2wXccU3yo7Rhjbh7c7oHyv432/7d/+uVVeH5Df7Hlvt87eaObyZq9/NwRs2EY9bS9UUdWYWAr25Td5JpHrV7ZKR5y/PsYfvu/PONOb5KQ9z4Jb4H33XeD5Jw4RG5LWvhCtoiE1SeTEhIEgyoQoLQ1v0kMtG6x2s5S7CWw94CNDlzjbGgPg44Pn+Ux4P7oas7mQJx7ysM9Z3FgpcmDXGoYSspbKEEtB92KRsJJC10Du8glDgaZHiN0dTC3CMQOKiTZNz8KxfC5Wh7D1gFc2P8hIuomZ8PsFPqbb3De2yje7e7E2NNBiRFNHxP3KZaKrIlUJKzZBJiayBUZDIUwIzm8OEw8KVtsZvKzOsFHnijvC/zb71/xB6sPUXIelpycZeFGj8eIYv/1IgVy+TSrTIzVUp+majKabXJ4fIT9RpzdooHo6+lyXzVYKRYnR2oLQURidrLAa5kHAJw+e4xur00gflKxHWLIw8z2KqQ6mGgJQDpKU3CT/ofYAGdNlyGlR92xOV8dRlZgr64NETQO1028rXkyM4yxq+BlJPOZyJL1KXuvcMQ3eCt+vxf7G/XbY4UfJ61PeP+pe4g967Lf6vLfzfbxxSOCtzrDfrmyboO0YAZV6km9WdmFrAf/1Q0/z+ZXDtJ4dxB2M+W+e+wWmRisc3b3EPnudlmnx0oEJ/AsZEtd0eiMxIqSfoh6W4Pdni6tlAxTJhdcmMWoKvSN1ni7NsCddZtSsM2FU+C+mv8VT5Tk6IwZuz0BEMD5SJYhUeqHO5nq2nwYvxESZCGNLQ67Y6CGwO+BD01eo+g7TTplH5w/jzaeJrRiZDDGXDbzBiNa1LFE2BFUSBho11yE12sKrZftBOhEiQ4WJ3SU2Xh4mTN0sT9ovZEZv2sOeN5GlDGdSacKiz+9XP8g/P/oNHMXnd1d+jLV2hp6vE8z1qBYMnDUVRZPUqkmkr+KmddTXkizoOUQ2JoxUei0TIoHiSGYGSpxdGyX74Ba91RzrlwbB6g89PP7YcbzRANWS5FI9yg2TkVyTIFI5WVhl00tx0FnFVEJekRMkdY9XV8YJ1x30hoLRBEZjhAbWlkJnn4e+adAbibBKKly2+dPlD7DmvnSHlfjm3Grgfidxt6QO3+nczmVad4q3W2tvZupyt+n6TdPjQog/EUJsCSHOvW5bXgjxNSHE1Zu/cze3CyHEvxVCXBNCnBVCHL/VE6mcLTI9VKblmWgiJpAqPzlxBu2+GmZFIXHeYvXlUX799D8CwFF8jg6t4Q+G+BmJ4gucNQXVA3tTYNRUlFBg1Ptp86G9ZYwjdX5x77fohTqvlvs97XrksO5nOZC+6cS1YuOnYXktTycwWNrKI7QYRZXIIQ871yNIxf0CJRoENZOvXd3HqyvjPLZ0gG7FQQlB8fo3da8QYa9o/drgTQ1nUUNumWTMHgJQewK14JEfaqKmApZXBtDnmkhdkt5dR9oRUSKGQMEtxMRavzeOp2JctPm/H/8If371BHuSZYJIoVV3EMsWSEF3LEJZtJCxACEZyTVxhyL8XITUY7wz/eVrCOC5LK99dQ5xLkX1bBGloyIC0fcSbykogcC+YaB2BeWNNCISLF4ZZjxV55XqBE3f5s9WHuDPX76fxWqOM0/Pop1JInM+fiGie2+X4YNb/Owjz/M//dJf8NGDF5h9YIFPPfgKJz5xDvNklXDMIwrV26q7HW6dd0ND5W7U3VtNWd8NvN1aeyddn1sZ0/4M8LE3bPsN4Akp5QzwxM2/AT4OzNz8+RXgD2/1RKIRj5prE8WCumfz1NYMX1w7RMZ2iXVJaIFVEvRqNn+1di8XO6O0A5OT++eRu3qE2ZDeoMTLQHuuX04zsb9GmJL4xZADuU3++eyzzJnrDCea3FtYwVQCWpFNJzRZ9zJ02yYiBm/cp1BsUevYjBXq6EsmcSS4d/cSmUQPacUYDQWzetPJrGLitw0aixnUhkaQjYgyEWbCJz3awj/QRZvsIGIIkxKpQMVN4Jg+3lwPsWBTW8oRdTR0J6C3kkJ4Co2Gg1rTEb5AbWgYdQU/FxGm4/5a87REhNCt2/zNuXsIIhV1wyDMRCi+QKoS60CdfKGFMGIW5weRVn8cXkQCrQtEAjPl0T7o4efjvsf77g4ihHjQg0SI1MAdjujtCtC6Amupb8cqFclGJ42tBay2MkSxgu4EdCsOerNfPlXRJD/74Ascn1xmJlvi2a09/PuVh8jqPVYbGRQhGbfqHCxuMDTYgOg7X9bborsflO93o3wn3SDehXyGbay7u523Oh7+bmgovlXeND0upfyGEGLXGzb/BPD+m4//A/AU8K9ubv9T2f9kXhRCZIUQI1LKNzWUtq5Y3HfgPBtuCoCU7vH84m5yqS5eMULtKgRpcG7oLJfG2GyO05kKyY/XGS/WWCaHTAa4ZRNhRlgH2niBxvA9G+zJlNl0U7zELgZybWaTW1SDBF9aP8RqOYtl+4Q3e3hGTWBvGAztaVHXbNZPjeCPBhQHWv3UcbKHM9AlMeZTrqQwr1n93qqnoBY8pBTMjWzR9k1msiUiKcgbXR599RjCkhAL7A2FrckkUaRAxSQc91DXTMKsJNyyUQLQuoLIM/uGJbpExpLQAREL1I4gMHWs3W3MZ1K0NA0RQqdiEA+E/WVjESRH2gDszlYZSbX4meFTfKu1h16k88HcRZ5rzgCgIEloHq3QIqW5qMTsO7rGpF7lseYRXtjaja0FfHz4HH8/dYyly0MorgIC1l4ZQZhcoKAAACAASURBVETg5yLK3/5+aRJ5X4NHJuYZ0DsMGk0eSF7js1sPkDZd1lspHu/OcnxohSeWZumspThwcImNtRyI7xgv3Bbd/bC8cdzsnR6w3+lp8rtFd3czb0xXv1lgfrd8t26VH3RMe+h1wtwAhm4+HgOWX7ffys1t/z8RCyF+hX7rFAsHb1+Psp/geGaZC+0RLtUG2V2scPnGSH+mcrpvvek8WKZ2cYDuSN8W1H2+QOoDa8yObFHtOZyYuUgzNGn6NmvtNEfya2T1LvsSG6z7GZ5v7SWUKlNWhQtyGLns0MNB8SB/T4W2bRMmJFfWBwk9DeH0A22zY6GqMUJI/OtpukWfTx46x1f1fci6iV5TCWyVe/YsoSl9y9S1TgYv0rgUDJEudFCEJGO7LF0aQpYTTE2VWHNThC2d3OEy5VKagfE65aUskQN6XUWJILYEiiuQmsSaaNHbSPZNXjSJ9oE6cimNtCXJsSbdjoWixBw7vEIYKzhaQFp30UTEZ9fu52hulaze5Xx3jN12iQ8mLrIaZlkOBvhE/iKfa97DfmuVV7u7eK07wfV2gY6vkzQ8fv/5j6A2VPSeILIliquQP1JiNNngzOI46qpFOOqRyXR5eOw6c84Gq16OK91hsmqXMFY4klkFxlhtZGgEFu3NJAjJja/uRin2swC3S3eTk5Pf98XeCu+mG8o7PXB/F34o3f2oNHe381Z1dKesg7dbo+GHXvJ1s5X5lt+NlPLfSSlPSClP6JjIWPDKM3N8bXMfbtRvS1zfKKI7AWQCAAb2VPnUxDne9/BrnLj3KsQCJer39i4tDRPFCivdLJN2jZnUFj8+8Rp7nU1+MvMyAMcT/aIZ+511XqhOs7SeJxwIECEE+ZhaI4E7FuBnJMP5JqoREd/0LDeNkHtGVml0bMJkBJFgvj3A3uESakchGAwgFmQMl2PpFUqdBEvVHIvXB6k1EgB0XYPxZB2l4GFlXRbnB4nGXNSWQqWaxEp6dL2bNp4CpAL+cIi1pfZrbscC7ZkMAJElsa+Y9K6nIROgthRaW0minkpYtWh4NuNOnY8PvMbPDrxIK7TYmyqTUXvEUrDuZbjRK/K/r32My94Iv/Psx/i1hZ/mkL1MK7a53i3wpRsHWO+kaXctrm8VMLY04kJAkI8xKwpaR9B5apDTZ6ZJplwiS5JIuYykmxxPLqKLiF1WmV6k83uXPoSlhnwsc5a9qRL/YNdZ3pe/SnKoTWJRI9b6ZjSGGd423RWLxbf69HcMP+wN6N2atvxBdLejuT7fzUr0btDRdpsz8IP2tDe/nQYSQowAWze3rwITr9tv/Oa2N+XA1Dq9MZ2F9QHG9jTImC5RRqHaSEBbByHR1IhKkGDSrvJCZTcDhRbNewPEtQRK2aCmJSiXUih7Yo5mVrneLbLeTfOYPETKcHlt7T0cHVul6VvcKA0gPRW9rJE/ViJvd7myNoRe1giKAfWehQSUZAAVk5Zp82J3F7oe8dCxK5zILHCxM0LJTaL4grin9idsHZToSsieXIVTl3bjDHbwbqRoDqh8+vBZXquNsne4xNXVQQ7uW+b8pQmwJMq6RS+noSYCRCKEutG3QO2qBAmJtaHhDof0YhW90ENUEoQJCSMesqkTOX3vdJo60o64sjDMzJESlghYC3J8OHeBSAp+99JH6HQsivkmG4t9a9OXOrMoCpxbGeXfhh9mvZXC0kO6FYfoXIbIkX2DmYEI+7pJmJB0p/rBNX20Tu/iAOLrOfQBmMjWKVhtZowNHm8d4oXKbgB0NSKtu/zW9Z9gyGnhOD6bQRrf17DeUyNreURSEOnd26q7HXa4BXZ09yPgh12FcbsC6XbLLP2gQfvzwD8Bfvvm70dft/1fCiH+E3A/0LjV8Z0LSyN8YPYK+ljESjuLqYbUmw5yy0IMeEhXo9pM8Iv7nuc/Vh5kzGmgCImqxHQOhLQ3k+iLFtFgwIWNYRYbOWw95H/Y82UAPle6r59uLw/SqjvInkpiUcM/2qFcT9Lo2BhmQG9YYW5qgxGniaGEvLC2i5arISRkUl26rkndt2mEDo3A5kR2ibNT42jLFmEq5utn98MRGDTbWBmP4GoaMdmDrsYLG7tJWy7TqQrKeH8ZGskQ6SlobYFZ0emOK3170lDg37w2IoZwtouyaYEEv2WgOpL0NUE9aUIiRMsGRKGCcBWGZ0qUGkm+dOEgK7uy/LfjjzOjN/hCez/vG7/GqdIkjh6gJAKM6zayP7mc4UNVrp4bB6BlxiTnNfSmJEgKvEhFKvQtT1WJmfDR9Yh602H48Car+TwE/cRNOzD5f7bex43mAL8x/RjfaM2xYmd5anEvvYbFQjDE6c19xLrsNwg2FJpB/31u1TO3VXfvZt5NS9d+yPf5jtHdnUz1vlW9fT//9Nt5/tspYMMtBG0hxF/Qn4RREEKsAL9FX7yfE0L8MrAI/MzN3b8EfAK4BnSBf3rLJ7Jm8nV/H0KT2CmX907MA3ClPYKQAtUJiUKVpzv7mLG36MYGCc1jIN/hqa0ZMrZL49owetsADKoTNnrWY94fpBykuFgZJI4VHNPn1x54gt+//EGaXha5ZfeXVSkawlPRch7LtSwfKF5BETGVgQRnuia24xHHCqO5BhcWRtFEjKZEPFvZw8dmL/C1+eMYVRWvKHlpYwJTD+F8iuH3rJM2XQwlxI10rrw0xepUhl2FKmpHIQ51pCZxxwPMDQ0RCYJ0DApoeZd4xSE2JFHTQHcFYTJGtSOiUKE1rWI0BNQNpKIj8zFi1KVgd/i5yVO8UN9DwWzzbHuOJ2KNpOoxoHf49Fh/NctZe4xXVucAiHXJ4qVh9OEuwZaN0lPwcpLuqETxIUxFpEdaHB1a5dTKFN6WQ9gTKGP92ueqHaImYxarOQwtYijVYi67yf967ZMArF8cxKwqJD2IdHA2JL2h/oS57kQEMf/f8rPbqLsd3tm81WD9TtfddgtA343vtyrj7Whkbree81vlVmaP/9z3+NeHvsu+EvgXP8iJxHr/IpoJn+BqmmuZYn8JkxMyXqzR6Fm4vs4TW/uYSlbJ6j3+cf6bXPcHsYYD9lurPDc0ywtbu1krZzGv2XhWxO8//VGyY02yTo+E7pM3Oyx6BepraeyKQmhLpKcRpiLUjoLMCtyugRvrLPXyuJGO43g0t5LkRxrYWsDgYIOk3q9PfTi9xj3OAufuH2Hp8hB6XaUl03jFLn4uZvXiEMFciZPFJb5yfT/JJYHfTLF4BAaOlKicKxLacd+WNRYklgW9e7vEkSBoGYhBD1EzQI9R9vSw1ZgoUihMttjczGBeMpEKBGlQugoxBmcaUxx6cI1HclfYCtK8Up9grZ3h42MXqIUOvUhHFZKC0SEoBP0e8k2vceV8El2X+CMBMieRkWBueo3D2TXKXpK80eHHpi/y+Y17AQgaJtl0l8BQiSKFXtukJwWKEjOVrLK2mUVbN3Gqgs5YjL2h9JePTci+o1q6Q6mRJApVEgmXjfj26u7dzg8ztni33/y+G+8G3d3Jz+1WAu/tOL+7Wbvbxns8smP0LZ2k7RGOeMxfG2azniJq6qxVMgylWgghGXGaDOgdPpk5zZ+WH+LzpWN8dXM/X64fwVF8CnabOBLEsx2cKyYiErSuZlGEpO2bTNo1dptb2MUuvbGQ2JCIGKx1jTAdgZDEPY2/uXGUEavBA/kbuJ4OsUBXY8acOg8PX+dXh7/Orw5/nXucBZ5pzXFsYIXCdJXYlEgjJgw0pBnz0P0X+NjoRbxY471T87R3xUgBmUSP8VQdMdHtVwvT+gJqT0cY55z+RVEk2rqJNtLlk0dew+/pRJHCrkKVzcU8atkgSErCpCTWIMqEZMYbmIUejuLzjdos17tFtropNldzdGODY4kldBHzPw89Tj2wMVI+RlklfUHHLgm4OflNTwQcm17iof3XWG+m+atn7uepFw7x1y+eJKl67Du0jFVWMCoqra5Fr2oT+iqjQ3U+degsPz11himryntnrxEUAtoz/cmEQUZir6tgRgSexup6jihUMS2fzvUMUr87v0h3O3frDWyHt86d/qxv1Yf8RzVb/HZMLHu95/nbzfaxMV3ue1CrSkwm26W3kMd3tH5wLTvUMza+p7PeTZPRe1xwx9ifWMdKBrRii2/WdtOLdBwtIJdrU13NIpLy5npiyViizqmVKZ5lD5MTFf7xzCv8rXYUgOZGishSSF/SaE0LRCbAMQK+sbmXlfV8fxJcXWXLSZMducZiN88fee+nHZjcqA30e5WZGp8cP89nlt7bNwhZN/noI2f4eO41/nT9PXQCk+Valj3HVpjfLGCo/y97bx4jyX3deX5+cUfemZWZdd9VfR9kN9nN0zwkUfJIlnyONJZl79qzA8x6F9hdLGbHxgJ7YQDPwLOLsWe8A9srDXZtaSSfkihZFyXxZrMPNvvurq67KuvK+4rMuH77R5IGR5CGlESRxVZ9gAKqojIjI37xMl6893u/7wtI6h1+4cCr/FV4N7Q0upMdZFsjsCRhR8Ms6IgAOnWTr147jBV12Zfb4dVr45g7Km4qxKipICEwJHbGobqeQIl7LHcyuKFKVOtyOLNBzOhytTaIE+gkNIfPVE/y6tYQ2sUYnf6QlgVBPMAo9bIbQ301IprHeiuJ09URoWD08CbLSzn+/PxpUtnm3yvRdVsGoqMwM71Df6TOsFklorgk1RbbXpyJ8R2W5vuRRkjoKyj31tBvJFHcXnq8M+LhlA00V7xRXGWPd5gfJf34Xo5YfprZDdft+9nbm0mOvv6a9xJv91jvGqftJiUCKFbijObL1DIBuunjFCNYfQ6n8st8tXqYlXKa9+Vv8EpzDFPxafkmk5Ei/3jwWUpBjKvtYTopjZZjcujQJldemMGoKLywME0uU+dXRs7zjeIhik6MbKzF8nYG0X2tgGoiRNoh2b4mGbtNxmxTKCUJmjp+KsBctKgesGl6Jo4fYzhaxQ8VYobHaj1N0ugwNbvJ4s1BAJxA56+LJziU2OT+2ByfMR6i1InygdkbPLc+yctPHcNNSo49fJuk0eHpm7M9bfKIRHSUXtSuQPS2TmjodAZ0ri7EIeUT6qD0uYgNu7dmOoBO20BEfYbzVS5sj5Kx2+w4MUZjFW5dHUFrKizuyxAxPYorKeyCRhDrqaplDhXJ2G2kFOTsJven5vnmziFydpP1Yoow5rO83ge+IJZrMdu3w9mBKNqOAS0Nvd9hYSvLZiTO5e0hfmXyFf5i7QSFK/2EGthFBTchCeIB7aUEYTIAI0ToIXbUJQgU/CCyi3I/P538sOny99oNdI8eu+W6/SDH/b3shoeMH4e3co5vlV3jtKUue+0oVy3IA3EfRZEY6Q73jS6x2UkQVA3s0TZ/tXI3hhqwVY0TsVw+dugCpSDGsFahL96k6ke4a3idVwvDeDkPQh0KFpuOyueVeyg1I0QtF0MNCF21J7lpglQkoq1Sb1nkok1uVXIk421qRAgrJkLC00szpONtai0bTYSMpyssljIoiuTi1jB+qBAdasDzKS588QitcZ/Tx27zFzfv5uDAFvuS29wXv80r5jDFjMRPBrwyN86jh2/yT08+zR+dfRSE2lNBAxQP2mMBsQUVc0dFa4Is6XT7JMYNG7XbawvamgyQTQ0RCTiWKQCw0OxDBhpNz8QabOF7Kg+NLvCN80exNnuZjSAakB2r8v6hm6T1Fu3AZMba4os7d+GGKjXX4omZG8zVcyycHSWIhmRjLXacGHa8iwOIhkYQKISuSibXZiJe5nPzJ+ncTCIUMFrgRSVSl5jbPeW5wFNRHQ21C17cxB90kUkPlPfuF/NO4k6pLL9TzuPtZjc5wTdeo+9X3b6bjvWt8r3H/3aya+KaIB4gVYmfCDCUgBPTy2hagFuy2HLiTEZLjM9sU95IMhKvMhCtk4w55GNNvl0/xKyxSVzpMKDW+Wj6FfxQIRVrI1oqevP1kmRY20wTMT2q9QhdX0NKCM3XGneM9tYIT2TLzG3kKdeiOC9lkdsWhODFQtytCKPxKjG7y0o5jaV6dLs6znwCy/B60qRAeySkc9RBTXicPbsPt2ZyZW2Ip56+i9/7s3/IZiGNnwzQGir9g1WuFAd5tT7KyZnlXoOQEIx6r5JcqykERu8UOlmJ3oJIQdDtC+mmJa3xAHtdRU93UY2Aby/35EkPJzf4zbHn+OTAGU4MrRGNdLlaHsRe03AzIUPHNnninstMp4scsAusd9NktBbP12eZjJbIWk3qHZNxu8itpQHUqSYkPZZvDbC6ncGp9SRc+2eLaFpANlfH8XROxFd4YHiR2MEKoSEJDfCTAcdPzBNY4KZ68/qKC74t8WMhWsFAqfZqB/bYHbxZivK9diPd463xbjzkfK89vXE++L1uZ6+f29t1HrvGaZ88uIjaVBBScGthkLZvoAgJZshErMw3Vg7ghwp63OXC4hjb7Tg/P3oJx9dpeBZ/Wz3J5e4I/+fmBzjXnuQf9b+MqQZIvbdkKch44CqYEY/RRIWZgR2OZDfAU3rroGcc3LaOMdhiuZQmqJgETR0hQWsItGZv7TQJj6tbA3i+ytHBAhHN5cDQFuN3FUgYXX5++hL7s9uYOwravIWybBFGA9S6SuAqGJMNutkQpa5hr2lIVbI934frq7y6NYQfqjx+1zU+fO+rOAc6vWVhhiSyJenmAlCgPhPSGg1R+x36T232lqxZPd3ywFM4PbLMsdgqRyOrqELSkTptX2c8VaHeMfFjEhHA/flFHkveoOPr/Ju5x/HDXhSc0trcHVlmzK4AcKYyCYokXIghA4FRUohGOwwPl7GTHeptCyGg3rLI2G3+v6VTmIrPqcFlfuvx7/DY4xfJjlY5EN/iw+87i5rtEsQClF7dH3pVwawKpALirQmi7fEO8cYbztt983mneC8e84/DW3W6P+h17+ZYfT/nfSfxdoztrnHaB+JbRGZqSCExCzo3VgZoNixwFZ5emcYPFaaSRYazVWRbo+UaXGoM43g6N6t5JqwiF5rjnEis8K3NA3xu6xT7U1sgwI9A5LaBCAWpWJu2b3A6s8RcNYfwFLyMj3nVBkdFuRSnWzeRqoRA4MV71dmKK7C3BdacRbtusT+7zeWNIcbsCjPxHfqsFj87cIWSF+Xq5iBCQjcfcOKRm+SGqghfkEi3+e1DT/PxR14gjPt0cyFSBdVRaC4maS8liOldNCVgqZXhHxy8ysjJAoonKD3SRXiC0JBIAUE0ZKq/yNpmGtFVCXWQUR8r6mKrHnmtzoP2EpbwiCrdXgV5O4bTNjErvQ5cTqCz4ydIGA7HchtUPZu/2z7MRjfJqpeh7EVpti0imssTh6/h9fmkMi3ypzdRhKTRMcnE2iiKxDI8dD2g326Qjzb5YOoyU3aR50rTLDczlCtRbjXzDBo1Pn7oPMOTRdzjvX2pBxtkP7BOfraIVN9tS9zjTuUHPYBIKTl58uS7fXhvG2/FMbzROe7Gblp38oPWj3teu2ZOu+5bHMtv8NJcisCWmPMWKNDJ+7S3oiBgwc7iBr0+z5V6hE5c58HBBdJam3ZosNDM8pt9z/Fdcz8RzeVWLY8S9egMgeIoSCHZLKTRR0rMt7NMJMrslPsRUqE96pMbq1B2+lAaGmHKI5NtUJYpJma3errmN/MongBfIak7HB7YoF+vs+MOcW9qCU+qPJa8QWkgykI5hptQKTR7Cl9+zqM1n2RpLEta66XhoxM1VCGp7sRQKzpSlzx/dRZhBKQzTa6tDPLRw5c4+P4tvnV7P9aKQvNYF9lW0asqG18ex0yC1gQvDnrUQ0qBofTC1SU/ycutKaqeTcpyyFlNnrmZw8lJrG2FJ68dBeCjhy8xa29R8yNEkl3Wu2nutRdJqg7GjM9aO0XTM/nwXZcYMGtcrI2wutYbJ6+oEL2vyLFsgd8d/Bp/Wb+bQ7GQr1ePUnCS3Lg2ilFSMA42WWukWG8mKV7Oo7UFM48sMRqt8I3CIZZ2IpjbGkIP3x0D3GOPPXYdd6rj/nHYNU5bEZJblRyIXnGW1tYJVYnwBVKXqAmPwlaKkYEKIuViGD5ps40uArJ6g6utYWJ6l4zqkTAclup9eKGCqoXgKIRmiJpyUdWQmmMRy7hcKg39faoYARm7TXkghnnNJqybNCMeelWl1Irg+yrSkAR2CIHgVi1Pf6RBUm1xd2yFM/UpskaTUCqcvzFJWkBoSlquTnk9hVZV0doCT6o8vTOLWtFpNZM8et8VXnAn8ewAWTRB63W68gKVx/bd4mJphJTpcGS4gDIiufjSLIpPT+9cB3tL0h7o9cZueyqT+RKHIgXWvTTDOmS0FndHlvlmeJhBq4bwQQQgdbDmLDr5gG+vzvKU3Mc9g6scj69S9y3+beFxFCF5OH0bJ9DZchJUPZun16bxPBUCgdYSdPoDRu02+6JbNEKdg9Y6qgiJKC5T9g4X/Jne0jBPRQiJroS9hiuoFNtRIpqLECC6CpoDOLsm+bPHHj8V7BXrvbfYNU7bVHyGYnV20knsZIduS+1FtQLUhMdovszSXH+vYjzWZTRV5R/nn2bezbPiZtFEAMALzigZo03TNjmU2OScOcZOLErLMeFGDHGwyWS6zHYnRrEeRRtq4zYNzHiXD/df4WZ8gK+W7kKEAlm0MXzwPI3xvjJatsTyVydp7nepd0yaXZNPtx7i54cv8sH0FW53+1ntZFAjPs0xjdAMqaykUTuCYMBFjbhcrgyxsNiPXRcEBlwqDtGfbDCZKLExmODmzWHsfIvGRpxrZj+mGqCIkJ/pmwNg3/u3uVYfZKsdI6J7LMwNMPQdheJRgb5ssrw0ytce7fJE9hqvtseYNLc535pgw0nw7OI0QSJAL2voDQgM0JoKnWspvEzAM80ZLiaG6XoamVibrXKCpVqGpmPSdXQUVdKXalJ0YigtFdURBJNd0labQb3Cd9v7mTU3WXJztEODLyyd7E1aCwhLJvfuu8qXLx5Hq6tIFeJml6ITo7+/itunUhGZPXGVPX7q2A3V0e/25/8k2Q3j+3aya5z2YqsPN1RRGhod1USmPJQdA6lLHpiaZ7WZ5pfvO0taa3OxPsJMdIcv1U6gi6A39+obDFh1rjgjrLTSHIhvsePGmN/MIaVAWbXwRl2G4y3WG0kSVgdVDWlXbHAV7KxHgOBgtMD52RG2tpPYNy2c/hDF1bi/b5FCN8m1wx20DZOKFkPRJMVWktmpTaLCpRpEuFAdZTRfZrk4CLpEqSuoI22Cusmp0WWuFgcwkx3cAz5BXadUjDM8ucYjqZt8Wx5g6p5LfO3l4xhlhdp6P86QTyHdJWl0GLaqtEODI8kCMb2Pe5JLvGQ3GT1d4SsLh1HOJVC7MPfkLNcjs3SGPLSYh2F6tKs2WklH0SWhJunc0ybYsjGqvcg2ekWjNaxSi5hojmA9GUGrqewkDYQdgCKx7C6lKzlUD0IV/KhEu21T6Y+w2M3TDTWeKc2y3Y6TMDu0uzpKVyFI+egljS+/chfZwRrHjhQodaPsT2zxamWY5YU8SkdBRgMysda7bIl77LHHncSd5LBhFzntAauOHfW4oY4i2ypas5dO7jtS5t7EMsVOjPti88wa2wwZFZ7cOca1rQGSUYfZ1A4jVpX3Ja4y7/bjxXvVTL+QucDQ4RpPrh6h6CqIuk5svMt2JU7GbtOuW+AriKiPHyosdbJMWEV+bfxlJmZ3+G/5VZJnLZyaxdxknqZnMjZYZq04gKJJgrqOkenwhyvv41eHzjBhFPnt4W/zOzd+ERSJcBS00RZCQP9whRcXpwi3LMK4D6pEeAKpCwrNBH9Yf5TyWgqtpiJzHkcfnef8lSnMbQ1ZUXnh9hHcvoD+iTL70tvck1xi200wYNUxFZ9MrM3GYR1ZNrG3FDqjLkpDQ1/VkSHEPGhO+Ow/sE7ZibCzkcSqKnj72ozmKqxeHEJvCAJbEgx3iL1q4/RLRNTHWLQITUl7WKKG4Ed60XPypqB6MGTxzCi3Bvv52SNXCaXCBwZvUPKi3Lg8Smy2SqPSk2W1VnW6OZW1VorZxA5fWz4IgJZwsW5H6J502OpE3jUb3GOPd4M7zans8ZNl1zjtgpNkvpxFxnyEIgldhU7GQzZtnq9OMxqt8HR9P42YxYv1aTQlJGZ32dpO8i/3/xXfaRwirnS40hpm1CoTVzqUghjHIytcTg5RvdJHaEpub+TRdJ+111pACk+gVk2aXZXsdJMpY5vfX/gguhpwYmqF894EZkHn+auz/Onjn+ap+mE+n09j3rDp9vWKpqbiJaJKL9J+pr6ftOVQdgVqW+AFUaKTNQw1wG/piLSHaGi9uv2kh2l73J1b41JpCBHx0XNt/LLNY303GTlV5WvzBwlWoyieIH5bo1zPcbad58XIYYJ4iFQl9x6ZZyhW49fGzvDZ1VNs1wbQt3W8dABSwY9JOtGQ3HgFTQkZiVepn8/iW5Kgq5Kzm0w8fIWGZ3JtawCnZmE/toPwNMZSVd5/8jqW8OhInan7tvl3K4+zP7mF/6DK3105jLZj4oWCbzxzFw88cI3rzQE6vs7I/m3G4hWqKZsbxgBBCJ3NOJ6ncevWEGpTJTpbpT9Tx3+8yZDZoW523kUr3GOPPd5u7rT09LvNrnHa2+04rq8imhp9kxWKfoL+wSoTyTLH4utcrI9wb2qJJ3eOcSC+xbhV5tLfHUBOuHxm+2EUJJ/17+dqdZD9Q5sM6RVeaU/gSZXtdhw/ESBiPomYQ9fT0NQQRQvRKwpuOsTY0rjVyjNilCk1I7hdnWIkyqNHbvJs9TBq1OO/u/RxjvcX0E0fqYK9qaBMeEzaO3hS5ZX2ON9ZmiV8TSAkmOoQtjS6XZ0To3Nk7SaX14aRHYMg7YGr0m1pfKN4lIHJEooeIs4nsE/W+aPrP0N3KU4QD7DHmwghaeRs9G0dqULicIlctEXWanFubRR3I8qF3CiqGuKNuSglHTvbxktoiJVeGrzRtihXY+iG7HKW4AAAIABJREFUj9zfQsxHAZgr5fhfDj3JqtvHL+fPYyke36geoexGyBo9lbR7Ywt8vnya7xb388nhl2iHJqNGCeOYj3tE45vfuRvVEZz76hG6mZCT984xnSxScy0eyCxgKD6v3JjAXtPoBBH0moKX86nvxGhHTab6i3xk4DI3FO/dNMM99thjj13NrinV1dWAIFAQgaB2pQ8z3uWRwdvcnVglqbWJai6fnb+XPrNFXO3wtY1DdHIhSkPjeHyV9XaSvN5gf3IbXQQUvDTdUEMXAR1fI7KmYc1ZDCbqBIFCfSeGaXu9dcESvEzIdKTIp5cfRHkxiTJv0+nqNDyTMO8iAGchgan4RO0unX6fUIXmSoI/evFxclqdrN4gGXUIVqIYZYWwaKIXNYSQ3Kj1kzQ6yIKFvSPQt3WEq6DEPbSUix+oBHWD9oxL19FJRDoEkRC1oTKYqjObLfJf3PMCxx6a4/4PXqa8nuLmrWFemJtiKleCpAcFC+3VGMlzJoEdYpsupyeWkEB3wOfoYIGwZBDeiqFcj2EerKHUdBoti1W3j6TaQhcB360f4MHEHANWnYTmMN/O8VxrPwNGnVPpJT6z+iDPVWf5/M4pvr5wECfQGb5rA3Gogb3dW052fnGM5xenmCvl2PbirDVSxHItnOkuRH28VIAwAyKLOn7dYG49z2dX7qHUjb3LlrjHHncGb6wI36sOv3PYNU47bbbptgysLQUv1asEVwlpBBZLnSwXNkcYTtaouBG+sHQ3bqCieBCaIV8sHOf3Jv+aI/Yq/7z/W9QCmzP1KfJGnevNAYZiddpjPtrJCovFPtQrMfQdDV0LMGoCe7iJ0hH81eJxjmQ2aB93epXrt6NUuhEemr2N72hIBZ5+7gi27nPyyAJeUqJ2FBLXdH7nxi9yvjbOqfwy0dkqnaEAo6oQ2RC4js56LcnTN/ahOoLWaIA/0iU2XEfVQk6Or3Aiv4qe7KJv6UTjHYZjNf7hfS8zfrzAPX0r3J9ZoOJHGLJrnIivcPLwAomBBpoRcH1hCGo60Zka7RGfThb0qkrK7vDKxjBytIOxo7HaSGFUlb+XEHWv9TptKULyp3MP8Lfbd5NSW3wq8wJfLh6n4VmcKU1gqj7PlmZQRYgqQu7PLnI8sUpKd/A8lQufP0r1ySF03YePlHCGAqIXe606j/cXuFHrp+mYKM+kelKlQGRNI3bRQqq9Y5Udla3b2XfTBPfY447ie1PSP82O+0469zd12kKITwshtoUQV96w7X8VQqwLIS6+9vMP3vC/3xFC3BZC3BRCfPCtHkjTM8FXcI+20RIuRwY3OBldYsQo47wmvD0RLfMvR7/IJybPkzQ7mGUFo6KiCMmKn+aSM8Y/W/0o52vjNDwTT6qMR8o4vo5eVfE8DUP38aMSIXstOaUC8kISqUKjEAfg7olVPvDRszz6gYt8auQlMkab/+G+b6IOOIhQsL6Upe0bZI9u99LuATiuzrWdfgpOknTEQeohXrKneCYdDadt0t9fRT3YAAnKjkFrKUlYsHllbYSU7vD79/wFhx5coC/aJq53+U5hlqpj8YVz9/LZT3+Ab//5Kb587m7+ZO4B1ptJ6oU4puXxxNGrHLtrka6roTVVRAChIRmLVRjPVAjqOqEOvzh6kfiJEl46wBkMyJzYxu/zEAu94q9CM8kXKyf4dusgB2ObrLeTLF4f5MzmGCtfmuTT1+7nPy6cJKK6xJUOipD8V0ef5+Av36DTB/K5NKOJGo/ce43GrI9WMHnphQOU2lGcYoTmWEhkos7kyA6f/MRTfPTXnyU40sS3JdEFHRIeScN5R+1ujz1e506yubezq9SPy26Yz94Nx/B28VbmtP8D8G+B//d7tv9fUsrff+MGIcQh4BPAYWAI+JYQYp+UMnizD4npXQgEftUgNVxnOlbkT9Ye5lPDLzFuFzmjjVP1bK55WXJag9VKCiUAt9/jYHKLP15/pLcPYDxSZt1J8XxphrTZZqmYIRxz8GomQVRB7YheBTTQmvbQdzSkIkGBp1em6Yu1iWguV4sDvFSYQBGSc+YYQpGILqgNlevzQwg9JDNcpawliAtJczUBfTvUHKt3UhKcAYm9puGMwJafRN0yEYMddMun2zJADXnf1C3GzBJ/UzpJwzPZrCZYvj6A1lbwbYlVUnDjoLVBq6sEy2maAegpSbee5FYsz6P5OT6Qu0Z4WOHf33iIYCvKi18/yoFH58mNVWicyfGFpZNk7DZFI4HS0mh1DTL5OpVmBq6m+JWf+w4fib/KS84Ui06OvN3AOrbEja08ugJyIYpbj/GZxUcxR5pMZUvEUl3yZoPf/fgX+PTKQ1x7fopQB03SK4QLoTSfITtdZjheoxNorFZShHnBiFHmNw6e4dLIMJutBKdzS/xp8Pcm+Y7Y3R57vIH/wB1kc99bAHYnOa6fZt400pZSPgOU3+L+Pgb8RyllV0q5CNwGTr2VN15YHENxFFBAUUJ+NnGJ3534CtedIR6IzKGpAberWb5bP4hCyLHBAqEOwgiZiWzh+Dp5s8GDqXmqns2OE+PR7E3iWofBdJ2wZKKYve9Td6JLYIWcPnq7tzRLgrTCnpNtmrTcXgr3/SO3sA2Pf7rvGRodk8lcieSJYq/5iADNCEjZHfAVGjsx0hMVLrwyzdF8gdxwFan00tAAkWWNfK7OyQdvoq5bKErIBw5d4+cOXWbS3uFP5x7kzNo4C7cHUC7EUTyB0hWQcsk9uMHQz6yR/9AacrhDe9Snm5IEEYkfDdl4cYg/+/ojfG7lXhqBxcemLoPSU2S7sj6IpfmEuqR2uY/391/n4UO3CGIhKbtDeStB33SZux+9yWOxa9xwBxjSK7wveQ1b9fjU4IukYg7drCQcd3CTkjDp4TRMbhT6+ZvPP8ytep4Qhbanc+Sh2wwd2yTIu73raYQk5hWa57JcWhpmJl7k1/e9TFZroAjJppsgY7T551N/R0Zrkdbb76jd7bHH69xJNrfnoO9cfpw57f9GCHHptZRS+rVtw8DqG16z9tq2N6emE6Y89GSXT029zBfKp/CkyqnoPJt+iqTZIZSCohsjpbbJmw26fSHqpskLlWlOZFaJqV023CQ7nRgtz6AdmLy8Pc6R9AaEgrCpM5kvoewYKK7gzPUpDk+v46YDhKNibWjYsS7Oy1nOrEww38xyMLPFc9UZDua2aHsGn5p4udc+0lPQ9IAn+q/TP1YGISlvJTAqKi8tTaIqISMHtnBTYc/R6dB+Ks+ZW5NM3rvKwfwWughxAp2vbhyhuhNDXkqgl9Veq9CRNu5Eh32jW3xo8BqHUxs80X+dE+MrPH7iGh/70EsYwy30uoLbFyKHO2xeyfMnLz9MgMLdhxYJLIl5JULhcj9eMsRLBZyvjXM6uchvPfAM9+cXsZJdJlMlxiNlvlQ7wXP1ffzZ1v38T2d/iaeXZvg3i+9jaytJMNwhdFUEEJkzEW0NbS6CcV+ZQj3Bs9V9jCUqXNscQBGS8eEiB+9eRughtaMe4cEm2obJ84VJGoFFSm0zoFU5FCnwyb4X0IXP2eo47cB8Z+1ujz3enPeszd1Jc7l79PhRnfb/DUwDdwEbwL/+YXcghPgnQohzQohzHl1kJECoEtt2ud4aBGDHT6CKEE+qdHwdz1exVY8v7Jyi4CTRhtow0psDnbW3CFA4FlnlntQKhzMb1AKb/3rqu3hSQcZ8tKTLrZtDBLEABOArbDV789gihMCSOIUYnekuYaBQdGJc3Brm/elrPJye430DN1lz04yP76A2FZztCDdaA+xLb3N4Zh1hhAgJyq0olUYEN1CZPLSBPtEkNCV6U2LfNll6YZTzl6c4XxzhxcIEUvaqybU2qK6AEEzT44HZBY6n1xkxStyq52kEFoYSYKo+eaOOlDBx3ypSkWjzFkGfh1rR+dryQbbbcazRBu1Jr9cZzAqxCxov357g6fI+LlRHmWvkmM4V2Rfb5juFWb5w4R6+cvY45xbGCYsm3bLN6nwOa9lE1g3umlpBm2nQHvFRHEFoSqqFBADdUON0epFHJm4zEquyWU3wQGaBdKaJvazjbUbw4yHVcpTPXb6H5+r72PRTlP0YX6qdYMfv7afpG++Y3e3s7Pywb9/jp489m9tjVz38/EjrtKWUW6//LoT4E+DJ1/5cB0bf8NKR17Z9v338MfDHAAmRkVaiS6dm8sTYDQ5H1mmFJh2ps9rJ8Gp9lGOZ3m62u/GeMlm0gluxiC5qXDUHqHVtfn3kRRa6eY5HlomrHTbcJB1poIsQzfbx2xpKV0Gqksh0jUYxyv7MNlHDZa2Ywng1gtQUAkVjemyTW2v9nJhc4eXGNL+cOcuKkuFWZxAhJEEyQLi9Z56mZ7LRiKNsmRh3VWisJtAWYtRnJFHDJZdosjUjKGcs0HpKaeiS4qt5wuEOArAPVXFupDCqAimg1bCIDnVZbmcYMSp0A42NTpLTyUUAVroZZvJFvEDliZOX+eZLxzCjLl1HRQLbr/TjpQMOH1hl7tkJPAGdfIC+YtIeN7i1kUfcjhBdh+sHxrG2FNRsiOIKAldB7XfwKiaRVQ0vIZGqRFNCHh+f4yuNI4RSEMZd6Ko0SlFeWN/PC+zHKKoEtsRPBMy3czw+PMffHopgXY3gzHTRNw0CW/LV64e5PtTP0XSBrN7kf7v0Efbnt/HcH2ySb7fd3XPPPXs5xPc43+9m+namhvds7qeDNxOA+WFt6icpKPMjRdpCiME3/PkLwOvVll8CPiGEMIUQk8As8PJb2Wcu0eTgdIFpa5uLrTHaocHV9jCv1kdp+zpVz6YbatiqR8mJoCAZGC/R7ZM4a3GWS2m+VTnEIXsdS3gk1RYL7SxnalPUfZP+TB2loaF2BNHRBo2dGEIPWW8l+fDQZUzTwxkM8fs8jFybha0sHzp4jY/mLhLVutxyB7jhDKGLgLTZJrKoY+6oLNb7uLgwRnkthdQlg4k6wu/dSDpbUdqezonsKsmYw/FDy+gxFxkJGB4tkT2+DfSq2Bs1G3+wS6jSqzgvm7ywPslUpMhKN8MvD1+g1I0SIDAVj6zeZDhSZX9yiyGzRn6mhJQCFGgUo/jREMVRmInvEEx1sDdUCAVeMmSj0as6VzsCJy8wqgrOUMDQkS2U6SbRVQX1ZhSzqNLpDwk1QAv5zYHnGLXKHJ4soGU6qAUT0VaxFwwiqypSSBQfQl1ilFS+c/4wf3nmXqQUdPIhuacNtLZA6QhULWTzqRGeLUxxrjKOooRcWRsiEXHeUbvb473Jf64H9NvZH/q9bHN789pvzuu28lbG6oexqZ/k2L+VJV+fA14E9gsh1oQQvwX8KyHEZSHEJeAx4L9/7UCvAl8ArgFfA377rVZT/uroy3xy6AwRpcuhSIFZc4ufS73CQ6k5OoHOx/ouMm6VqbkWuhKy2YlTrkfx+zxIuXSrFpVuhHpgvdaWssKReIGb1Ty/kX+eY30FwliAHw1prcVRWirSU+j4GkUvzkemrhLGfERLRb0YRyiSSXuHv92+m4zW4s9WTrPWSXFPdAGAwOwVtJmqzyeOn0VNeEQnahxNFRg+tIUIwCqobN/I8eSNo0QNt7cMrWqi2gEbO0kOpLc5Pr5GYqCBdDSo67iZEBFAdF2hVbdYcTKMmWXO1Sf4lYFz3G7381x1Bk+qpHSHB+K3KXSTGGqAt2WDKiEUnLh7HsUT3Kj1Mz3QS8mJTBfFFbhPZ3Ecg+RDWwQHW3TTIeaOyupiDn85hm+BFwtxUyHCE0Rmq6RyTf6ieC+dUKflGeiXooSWRJohndku7aEAra7ixXvG6vZ7WAUVpaPApgmKpHgyRPEgcqBKuGWhdcB5Kcutb03jX0sQVg0aXesdtbs93lv8MA75h3Xeezb304eU8odysK/b1Pf+vJO8aXpcSvmPvs/m/+c/8/p/AfyLH/ZAHo/eYiew+Xz5NB9LX0AXARNak9Dc4Fp8iN+79SE+OfkyOavJ7XKWiO7y6OQcL2+MU1tJIuI+CcPhhjPE+xJXOdOaYdvtzVd/dud+DsQ2EEaAvaDjxyRu3sdcN9j0+zijBozFy8T62nSjOl4rQrgSpbgvTqUboRFYFEpJ3EDlD9rvZ249j+WBVjCIT3c4GV0iOKTQ8k3KbpRfGbnAheQYzy5ME7Z06KgUm1FaDQvhCdgwCZMB371wkLuPLBJKgZlxcDs6aCGea2PUBPqKyfPOPi4PDBJKwfH4KpudOFc3B3lVH+aegVU+U36QWtfCUAOMgTbuVgRkT5r08OkF7k6t8pW1w7Rnu6hbJtlDRbbtPpSCxaajoTQ0UCSxU0XcShRRV4neX2Qi2mS1miJmdak0IqhqyLVKP985exilK1DiEvq6qAoYN2z8Qy0em77Fq8VhtncS4GiExxvEDJ/WfBKlo6B4oNxXwTY8/LEGLT+BGHZQtYBgJQoxD1P331G72+O9w496c3yrkdSdaHOv98rerVH3bj62N/KDbO/18X3j/3/S57NrFNG+2TpAI7Q5HV/gTGsGgMtulqebB2j5Jifyq9T8CM8szzAYb3BzoZe1Gk9V0LIdpC+4WhxgzCzxhdIpLjV6hZzri1lagcGL5Sn687VexbkjEEZAN+cjugqb1TjFTgzX1bBtFykAIfnr63eRNtvcbuV438xNGo6J4+v052ogwI+FaErIzc4gI0aFUauMpgRsuEkeS10HKVCavY5jzY0YdrSLUVEJTYlaUxGRgItLowwna8zki2h6QOgrhBo4hx3kTBu1qdBYTtKs2vz54inWm0mSUYeI6dLwTe7tW+ZEbo2aY6EoEqlLlK7CwdzW36uojSUq2PEuWltwT26V2QPrPSWyHR0pIDZWJ5Tw8SPnYcQhYXW4vZkjHXGI6B6+p7E/t43rq0hN9vpoRyTKhoWqBXRmOsjlCN84d5SdW1mo6whPEC7E8INea1K9IfDjIZmIw0C0QdzuEiR9dMOnW7ZhqMND+26jivBdsb89dje7qRBoj7eP94LDfjO+N1r/SdvqrnHaD9q3udCeIKp0+VjiIp5UqQZRzpQnOJ1c4MHEHPutDT4yfYXtZozTBxdYbaUpNBN4DQPhqFQW0/yrsx/EVj2iqstaO8XBA2t0fJ200WvhqY+3kBroayb2hgZC4m5FuD4/xOmxJTxfJRhwUbsC40qEV26Ns9lKsNOJkYu3cDydZsdEBCBCQVR1iasdDllrfCR+iU9mXyRA4Q9vP86RkQJhwoeugtpSMbSAwO4VdYmhDooeQlXn9maOascmk2whuyrqWAt90cIvWgRpHxkJyOXr1K70cTq/zFCsxmyql/K+Vh/gZi2PpgY8MXmD7EiV0JDcLOap+Tavloc5EN/ixNAa3UGfr1w8hi+V3oOLB5OHC3xq5mUqK2k+d+EUft1gvZxEUUPWbvQzGKnzkQOXOZ5cp7yRRIQCd9AjjPv4aZ9gJYrsqojxNiLmow+10LIdrMEWwgPvVgK3bhLYEntDpdE16AQa2UgLxfZxuzpK1OPYyDqh3DXmuMcedxR7Dz0/Gm8l/f1Op8h3zV3yqjvEb2cuAuBJhVWvj7Lfax5xqTlKSm0ToOBJlUdGbnPm8gxbzRiKkDxx1xW0bAe9oSBbGk+t7OMD6avkrCZN12R/YovTyQVs1ePwwAad/p6UqTPqYVQVlI6CVtS5XhrA91QQksCSSAGJKwbb9RgXL0/Rcg38QMGZT9DtC7FGG1zcGeLf33iI55r7WfLTLLh55ptZbN1jvZEklmmj11QUH6qFBPc/fJXUcJ3+TJ1fOvQKpDyClk5hLtdLKwNuxeK//IVvceDIKvq2DoHotfYc6vLkt++l6MToBDpLtQxXN3oZBy9QObczRsLqgCKpLSd5YWeKzWqCum+RMVpYqzpKS2UwUicY7WDvCE5kektNR2a2yeTrTExvMZUr4W5EUbJdfKmQ1xtcrg+B3ouCzXUDM94F2dN+10saLEYQJQN3M4KqhbiuBvtaPVU0IBzr0J70KG8k6QYaY9EKpu2hz9nopk8oFe5JLqHtRdp7/AT4aXZar0eBP81jcCexa5z2l4vHueKapJQ21dCmEdjowuej/a9SdKN8pXKcahBBFz0ncO+ReZpti0+On2W9ncK2XdxMgOooNMsR/uWNnhRwo2PyamWYZyr7uFXLc2FxDASobQF6iDvmInWJnwo4kt1ASkE00SG0JJ18SP2Ii7sYJ7qoUr6dobqRwJhoEkRDgitJxpMV0lEHXQT8wfL7ueUMcFdyjazdZDhe44HhReyDVcySID6n8ey1ffzGzEucyK7yzOY0+WwdI9FFryu9yFsLQQ85XxvjdGaJD33gHJ+870XW1zLIjkrY32V1PsfFZ/dRrsYwDJ9QCo7lN4gZXcqtCFKVWDsqhVKS6VyRgpNkpZWhM+4ifFhvJcln6zQmQ770lfv4s9unuD+/yM+OXidnN7lV6OeBe28wlK1yeXOQbS/OdjsOjoq9ruLHQgJfRa1pkPAJ7J54jPAF0gpx16KIFRu/EEGrq6h1lcBVelMFgeAXhy5ys5bH2YnQGelJxrmhyq32AKHcu7Hs8Z+y52x+fH7Ygqs93pzXx/P1sX2nxnfXOG1NhFzsjPO50mla0mDc2MFSPAb0GgAvrE/yR9d/BicwKHZjtH2Do0MFrrcHmYiW6XR1tKRLEA0xYi5H8wXGrTKT6RL3ZFZI6Q59VosDo5uoCRd9fx2hSGRHRe0I9IrKxa1hHpqaJx9vEh+uow+0USs6Rk3gx15z9IBTjBBd0tDacLucpbCd4mJ9hIl4iYV2lm9tHuDa5gBFJ0rOaFKvRAh1aOzzUcs6S50sLd/E0nxmUkWCQCEwJeq8jbVsYsa7nJsf56nN/fhSZcba4sPHL3N8/wo0dFDAj4YY1206c0lWLw1ybm2Um7eGqS+kQEBnIMC2XWbiO5Q6UYpOFD3iEURC1l4Z4t7cCrHJGsG0g3M9xd8tH6TqRYhqLv/sxNd7DVxe44tnTxBKgfAFzmCAMuSgzNvYMzWkhDDmE0QDGOr0lOfsEOW1OlqpSrSmgmoGaG2B8ARrbpqF5XxP4Eb2uqBlzDavFIex9vpp77HHHruENzrk79c17d2oIt81TttUfL60cZxv397PVyp3semniCsdzrUmATg1uILb1QkRRLUuxXaUAatB2Y0wbhf51QPniES6nDy8wES2zFY7QaGb4kRqlWe2ZvCkwoH4FqPRCgLYn9smlnSw1zQIwU+E1JaTPDs/Q8s1eHB4Ecv0yBwqEtgSowZ+VDI6uYOZcXD6Q/QW+GfT9GWanF8c4xvnj3J2YZztegx/Ncrm1Tx//ZcPY66YKAFYBY3IhuDJm0eYr2dJm20SeoeBTJ1QB6mD0qVXmFXXWb/ez3eWZvk/zn6YUavMbHybTzzwYk8zPenhRySBHSIVMF6KQwhhwkeEAikkR/MbZPUmipAUtlOwGEGvqYgQ8kaDX50+xxOzN/CSAcHLaRKag616fKN4iIZncjC9iZQCO9um3jFRXIFZUpFScPTRObodHWu5p+meGGpAwcIo9ZZ5efGQxFSV9z38Kvn7NpCBwO0L0NoKL25PMjBUIT7QIDtY49TMEoNWjZ8fuYRkL6ra4z9lL0LcY7ewG2zxR1JE+0mQMVpMR3aYTexwKj5PQu2QU+v8VrrAhcgQ//u1D5OIt9kX2SSiuByJFgBIaEmuNYcwFJ/pTJHtdhxb89hoxCnUE0xnSkwni0zZRe6PztEOTV6OjnNtc4BfO3CWp6L7Wb04RHRRpXm4S+AqBKHChZ0RJtO9tp7ekQrN62kUV+B4Ot2STWxDoTERgoDwfBbVkAgNlIpKJ2mgtwXukEc42sU0fJpLSZSO6KWRV2xWPIUVkeGjhy8xFKux6fZjlgVqB+x1DWfYh4RHtxBFrwv+NnuM0XiVlXqaoViNDx26xr57Nvl3rz6KfjVCYILwFLS6im9L7OEWKd3hqa39bFYTUNOxioJuumd0n/n2oxy8a5n/cfTrcC88Vbqbz507zckDi/SZLRquxUuFCQCcmkW8r0WQCLC3FbwNi4tyFNNy4WgNsRjHsz2EBC8VIlUJam9e/ZuVQ8RTbdR1C80Dt9+nUEoykKnjuhopu8NcOcuWFWdtJ02xfendMsE99tjjXeBHWfb1elT7bjjRH/SZ71SkvWucdiswSWoOo1aZCaPIjp9gycvhyQpRpcuDw4t87fohXqhMkzVb/EziJlecEQAUJBU3Qs21yVhtttoxIoZH29V5NHuTbqhjKh7VIMIfrz9CPtbk1voQm90kHx8+x3xfnr+5cRxVCsSqRTFIMDWxTcMzGYzU+Sejz/A/ux8juB2jUo+gJV2cu1xGslWWl3IIT2BvCwITAgsIwR3wiWXaNLdiBHUVMdxBbph4UQlxH+loaFWVJ9WjHBtdg2GHlmGh1wVSBbWpQMMkzLmEjkHlbJ7teI7QCmkP6jw2e4uO1EjE2yQerbC6nUHZMAl7K8xIRDp89fphaOgojsCebCBXk6CAFKDXFK7eGOW5zD4K7SRSA2tV5zyTmMkOXI/T7fdBC9GLOg0vTqy/iZdSsS7EaWcFnquRjDskDu+wuZZh6sQ6bU+nWIkTuD2FNFHXqDtx7Kag2xciPIUTY6sUmkl8T2P9ej9aS1AZ7bVVjZjdd8kC99jNvL4e9kd97x5vP29Xz+73+vV5/aHjnSr42zXpcQXJpfowV5uD/MH6+7nZ6VVFx5UOc90Bfilzln0jW7yyMspKK82TpeMA/NWtu7hW6eeVlVEmYr2uetPJEg3HxPM0ztUm6NdrZNQmn92+j/+fvfcOsiw7D/t+5+b7cu4cpnt64k7cvMg50QRAAiAlloItmTJJlWxT5bKpkv6wVK6y5bLKklykyiZtESyyQBILg4jkEsBigQUWu5id2cmpZ3o6d79+Od58/McdmGt4QSzA3ZmewfyqpvrNfd11z73nu+e733e+cDy3hhASkQj582uH+FL1KADZ9ABktpz6AAAgAElEQVRlxSK0JXgKN6+NoishZ7fH+VLjGEfGNuI92E2L6UqDjx84y3tHrzAzu4NUIUjECju1JjF3VOxlHe9CFvSIIBPy8YOv8Pff/02kLpFDFRRJZErCjs6ZG9MkEnHTFKnG+d8IEBND6GiEtsSbcZFFD+Ep9FYz/K+n382XN47QulFgtVogHKqE+dt7y5qMI9G7OlpXQfEF7lKa/iGXxENN1IUebiVAb6n8/oUneCi7wSc++B1CS5K+oiMEBHuHCE+gmGHcXlSRTOVamEaAl5OYSxZSirg/dzMNQnLzVgUpBaoWYqVcSqMd9JEhyWWN4ayHPtHHKA84dXOGxvOjhG2dKBmi7OtB08BKeHjhrnmPfMB9wL2uEHYzr7dX95upxO5GkOJr7WPfyX3tXbNC2qrHvlSVd6UvsRXk8KVKN7QoKB66CFj38zxSWGFfpspza3tZIUcrZzNfqbFUKxK4Kt+4cIDSaIeU6WJoIftLm1xrlrnaeCd/f+4F/nble3y29gi/PP59LuYm+OyLj3KFUT4x+jJfHD6EnBmiLdvoXQ0/LWk5NhPZNodSG3xu9ThEENoRR/IbXGyPMWZ3+OTky/yxfITtVhr1QoruLHj5AMVVUEYchK+wMLvFueYEbqhRmGjRXMlDMoCBitpXiHxBX7MgFHEPblchLPh8ZOEylysjhJHC8moJ4ajoPYGflhg3bJb7OmoA4UBDsQIiTwUjAldF2TGIbElgSxQfjNkemYTD/7D//+aLrRM8Z+xl0Mjj93RuDYrUnCTpI3Xa1wqEHZOJiQZaOSKIFJRKi0gKLi/GBWtEIiKwBYlzCa7NjKPnXIQRUSl1qC4VkXoEgcDvpVGHAi8nwVdw+waFUpdM0qF/wkWsp3jriSs03CSfOvJVpvUGv2q1764gPmDX8jexth9w9/jhqmxvdPWwO11V7bXO9Vpy+WaNa9co7bw2YMPNYQkfldjSnDLrfKl3mG5oMW43KeldOoHFydE1FCQXG6MIIXFqNmrGJ3RU2heK1EY81JrB9u2KXk+Vb9ILLf75tY/S3UxzeWqUpOExsadG3zX43VtvRddDAl9D9QQiBKMlGE12udks8LRzAk2J8Ed8RF/lq4uHeOee68zZNc71JtlqZPDbJkzE1quW87ATLr22jb5m8uixZSAuhDKZanFLD9i6UEFEAm0gCC2Jn1DRsy6BbyE1iZVxud4psz9bZWuYplsx0NWIZjeBeTGF5kBiRWMwHUAoKOT7NBYLREaEWRnAxTRBJBERJA82AThWWueZzhEOJTaY3Vvj96KnCG9m+O61ef7Rw9/i28pemloBfUdny87wj45+myu9MXypcGp9Om6xmZIE2RC73McdpjEaKup6ElWDzlULOwKpqkSGxJv2CNs66lBgb2i4+3y6F4vkjtQYtGwePbnIycwKKpKcOuC8M4UvN+6mGP5UvNaC9MDCe3P4SRT3gzl483m98/E3nYt78WVtV3X5ejN4ZusgSc2N23H6BX535a38Sf0xNr0sqojYCnK4kc6U1WCll+d6u0xnYNHqJRCRIByqmGsGiQ2BtWQidcnKVoGdbpLnq/OYis/PzVwkM9Zl4OoMfJ2S3cfUA7qOiX8uh2l5+NkI+2013KJkuZXnUHkb19eodZKoTQ1pRxhGwPogRyNI8r2NWcaLbWbmqqBK7G0BKzauq6MZset33cnx9PXjnD09z/nqGB+dPEt6oUWQCYkO9ggtidrSCGoWektBy3pICavNHIYS0PdNms0UBXvAB+Yv45ZDnOMDnHKc042E9oUiUdZH7asEN1K4exwWHl1m4uENFCXiyfFbXGyM8bnLx3l64ySbXo6ZfJOo5CFaOn++dYjD2U3ycw2CdASbFp++/jhH0muMmF0yCQe3FKG6AuEpjOU6HHvLdT724RcQJ9o4lQC3HDHc7+LuHyIO9piZqCEiiCwZV5CrmsjpIbXFIo/uX2LcbrNgbvHh1EU2/DzbfuaeLa7yw66xe3GRuVd4rRScH07NeaCw7xw/6b3+aefnXpnjn5na4/V+gvVhjlaYJKF4TKWa3OoWWXNyPGSv8mJ7js/cfJjFQYVfGD9DvZfA1AM0LUTJu+ApCAntgwHOaEBiQ0G2DMRLWdYWK/zxysNktSF78g2SlkdC90npLrbu023b6EdbDHaSRGZEu2vzC+97gf2lKh8unkNRInQ9JMyEICQHy9tMJ5v8Sv57/O35UzQGNtVOCmGGBHaspLyBTiXfZbrQ5KX1abQX00gBnWqK3/7uu/nY7DnKU03y6QFjB6pEdlw33M9FBAONXGpIFAnONib4udHzHJreZLWV46XqDGrRJejpiECgdDW0rkpoSrRtA5TYEtY2TFZbOfqegaGFXGqOsn6rRCrpcGOrzI1eibcVFymVuogQljeKtHybhUINozyIi8e8nOMPlx5j1qrxoYlLaF2BVwrJzzXYn63yicrLTJt1/vWxp/mVp17gnU9cYN/0FqoWESylWLkwhjoUSCUuVMOYgxCST779e7y3eJkD9iYv9Bb4vcZTWIpPy0/gRPrdFsU3jAeK+81nNy/eD/jreSPmbTfM/51sFgK7yD3+3xx8hlO9PXy9fQg31PhE6RSf3nqKd+evcHYww3dW9pBLDZmza7zY3sNMIXb5JjSPnm9ydTBGpEqsTY0wIQkSYDRU9B6ofYXta2X+yH2EqVwLKQUlu8exzCoFo8+xwjpfOH8MraXGDTd2EnzVPsiv7/sW03qDhUINgBcbc2g7OoYS8pbMdXbCJB9IXWDyYIM/WH+CRbdCaEKU9fnEsdOca04wm66zuFFGLUqMtiAcakyc3MSXKr2hiedp7BurYu7fZKVaQFEjlMspqsMial9heUznxeQeJhItAHLGkJ16GnNLw8tFoEJqT4vD5S0GgY4XaVxcGkfraxh/nqU7JuBwF6cVt7xsbaexC0Ne+d4CSwcKGFpIpEuUHQPzcICt+hwa3eKsO8lwPiQ4V+R/qb+PVHZI+dFt2kOL39z3dRadEUa1NjtBhn+3/F6W63l0PcTSA4QiMRfa9LZT6BNDlOUUqgOzR2r82vQ3KasdRtUBrcjAkTo5dcCo1uatmWv8qVTvjgC+SdwrXYwe8IDdzG5+hu702HaN0jZESCQVqk6K2jDFv9j6KE+M32LOqFJQe/zGYYf/4/pTfHXzML+55xmuumM8lbjOs71D/OnNE6RLfXpagtI3DZyiILBAvV2VS+/G+c/djs3RmYusGAUOpLb4QOoit8wCZwazPLXvBt/T98CWiTvu41ZTdPdafL51kpLRpx8aaHaAVHUu7oxyKLXJojOCG2k8u7UQn8cIIAR9y+Bp9QR/79j3uN6vMDXSZCUsks4NGMt0WK4X+MObT6L2FCJTcrk3QW6ki6aHFNN9thNJ9MoQeSMJLYPvXN7Luw9f4dLyGLKvxR3G5h1kV0cZKhwub6ErIb8x8W2e7+1nb3qHU2PTbGznUKomSqBQGmtTW8thbGtEOYESQmM9h5F3ULw4f/zb6/P8twf+gn+z+F70JQujFR+PDAPxikW1IvFLAf/+xrv40MQlPt86yZeuHCGqGyQ2VPpjEf3b8+mZUZz6tp1AlfC+D57mn1S+wSDSWA+zbAU5ZvUax60V+tLgW939zFo1TBHcHQF8E9lNivu1rP/dMrYHPOABP55do7RbYQJfKryreJWi2uO3vvUJ2mWb884UpzszXGqOcKi8zc4wxZebx1jt53l6eIJjpXVMPWBnM4u+o9OZg0iTCAmeJYl0BalCcg2CpMHnbxxlutDkofIajlT5V1d/jpFUl4OZLT5+8BWeDk8wUuqwvZbnT249zPsmrmBqAZd39pJKOrSyOpbhs+wU2Juocr4zzkJuhxdXZgHwxgOsLQ25YfIHO2/nkSeuYaoB+WKXPbkGp29Oo9QMUpsKXlbGSdOuoNPPofiC+h4YO7bF2mIFshGJVRWkwbO9hxAFF2UQK3q2TETJI5Ial+sV5vN1Vv0ie8wq328+iq6GfPLoaWpuis1hhscLtziTnuJ8chzWk2RWBT1FJTHmoR1wqN8oMJFt89u33kmtlkbdO6RQatF1DfyBRbekI5o69orO4EqFz4oKQQrk/BCt7OCPSJQgtpKjuoGS9NHNgFKmz+HCJn+39Dzf6O+jrHXxpUpaHZK+XbL0+e4+8nqfpzdOoogzd0sE73t+lLv+QfDcvcudds0+4O6za/a017wCH8qfZ8UtklBcPnT8PB3P4mJ/gl8oneLxyjLvzF9lq51muVegZPXImg5Fvc90psnoRJMgExFaoA0EP+g74ZQiIlUSGQJ7W8H3NGZSDTqhxbO9Q7S7Nkv1AqcbU3wy/xL5fI+dayWEEVGvpfnuzhyW4jObauB4OsIM2WlkOF2d4umVE2z1MzTcJPn0ABkJ1J5CuL+PnHKQKpxanqbvG0SRQtezkJ6KCAW9w24c1CUhzAVkbijobYHTtNhqZFDzsYKWCui3zVfzio1VU7C2VRRPUCp149ajXrwPrBBR1HrsTe8QRgot3+b0dlyApheaPFm4yUcOXiBKBwxHJEE6JJcYMnDj+uoXl8ZxAo1isUcUCuYzNQ4Wq7x15iafPPYye4+u4ex16B1zUD3wshHUTPyBTibpsHesShQKjNEBUaDgDQyerCwxYzU4PZylEaT4UuMYIQqW8PlK7zDfHSwQSgU30mkMEwzvoz3tV3O397fv9vkf8Oazm+f4Ttfnvp/5sUpbCDElhHhWCHFJCHFRCPFf3j5eEEL8pRDi+u2f+dvHhRDi3wkhFoUQ54QQJ1/PQDqBxdnBNKfq0/zHzbfQCww6rsVKP09SeMxaNS70JxnNdqnYXSKp8FTpJi83ptGUOBVKqpJw1GW4x0PxBck1BZkK8Moh7YMhw0pE7ms23/jGcb5SP4ovVU5Or5K2XVpDi9+68YscLW+ijgyRjopo6TQGNhd7YzQ9G10PsBYtwraO/xclOt+tUG2mubQyxvZKgaBqM3l0i7ftuUEUCiIzgg2LSqJ72y2ex17RUVww1gy8rCQ0JUpXo30wRAlBr2mkU0OOTa2hOuBnJJ3Hh0gzYjjnIQVIhbgIyxdLXN+s4N3IcOrMXv7ly/8J//PND3KrV6TaTnFmZ5L//tAXmEo2mTYbNIIkj6SWKI128NMStafSc00G1SShAaoR0RuaNK4XKOTjLQEn1Ji2GwxDnYXMDkdn11mYqDLy0RX+1ru+Q25vg8Pz63T6FtfXK+hmQDrh8p8//Dwn55epGB0KWo8QBV0JKBk9+pGJimTOqDKIDEp6ly03y8HiFgr/b+rUHZG7O8ndWrAeLJSvj/tB5najYvzh8ey28d1rvB5LOwD+qZTyEPAE8BtCiEPAfwd8XUq5AHz99v8BPgQs3P73q8DvvJ6BXG2PsMescjC7zduL1/mHI98iZw2ZTTZYD/K8LXGNvYltplNNXlqd4eOl0zyevMGvTX+TSArSCRezqqJtmChdDdWBzv4AMVDRMh72aNxOs3UAEtuCFy/P0Q0tPlY6wxMjt1AVSdnucaVZ4V3z18AM0cYGzOUb6CJiqVkkCFSc0TC2lKclzkhILjPAsHy0joq0Q1Y2ilxtVcjne+jNuEpZ3ze5fGUS5Xya4ayHdqiDP+0SGRKl7BClQpShILTAaAs+MHklboWpgAhBdgz0loq1bADE1nnFo/WER7hjIUIgEqg3LarfHufs1Wny6QHtns1vr74LL9L4dnMvf3ruJL99852kTJcjJ5c48Ogtmp0EIhCoHthnbYLraRRXcLKyyqWdEUatLgCRVLjVL7DULOCGGroa0vITjKR6XD4zw1i+QzLtUMj0+dTsy/xS9mWOZDZYHpb4UvUoL7TmudQbZ3WYB6CgDmiEKUzFZ1RrczC5wSdKp3jV83xH5O5+58EC+RNxT8ncXze3u2Xef9h9vxuive91fqzSllJuSilP3/7cBS4DE8BHgd+//Wu/D3zs9uePAp+WMd8DckKIsR93no1Ohk0/z2K3xPONvZwezvJrk8+y5aRZcsuECCzhsznI8NGF87zUn+PrnUN8p7tAzzdptpNEBgSJiCgVkHn7NunRLsbIgGCo4V/LYK9rKD74CVCbOll1yE23wpX2CPK2P/3xyjKr/Txm0sPfSpDSXd6Xv8jAMfBcPW6GkfUZPbKNVCWdvoXbsIkMCaFgz+QOG1t5dDUimHTBVXBDDeEphEZcInVQTSKH8VhCV8XIuJh7ujiVAKck+eKthwAIDfAKIf/qvZ/lsbdfxs9EKD6MvWONfLHLI3tv8eGnzsDsACFj63s47aM1NKpXy/hVm6s3xziU2mBvcocPH7pI0vDwQ5XtQYorGyOYpk/6hopUYTAWxRZ8yedqa4Ryqs9DyTU+f+soLd8moXksFHeYTMUV0m72ilxZGUVUXJoDm24tyb898BnG9RbX/SIlvYumhEwkWniRStNN8LHSGT6YvMZOmKSg9pjSG6gi4rC5zgFjh5Ti3FG5u9PslsX0Af9/7jeZu9uy9lr77Xd7TPcDP1EgmhBiFjgBvAiMSCk3b3+1BYzc/jwBrL7qz9ZuH9t81TGEEL9K/HaKRYJ+x2LZKTKXrpPWHC73x+iFFu8tXuY/3noSZ1ynE1h8cOQi36ztJ28O6AcGkRRc2xgh7OiEJR+9qsdlQS+PMBi/nRvcV/HzIXLGI+gY6IpKckPw+5cf558e/RofGbnAl7cf4kRmlRG9TULxqA2SdNopXlqeYcJukUk6pEyX5foo2PD2kUXWsjWuNSts9w1kKDh4YI1b9QKp3ID6hTK6D14xZODrSDMisaWhehpBUsZ71XNdnIGBpoU4AwPhK0hdMlzM0kulUIHydBOViJLZI0xF9OYj+mtlUrkBLy9Nk8v1qeS7uOkhE+k255YnsKs6QSKOmHeLCv/ha+8jyvrMTtbYl61yrV3BdU1s22M4NPBHb4+nK9A7AqoGq91RHn70Ot9tz/Of7X2BL20d4dHiMr5U+fPlg6Qtl7lsDSvpYZse7U4SoUd8oX0SX6oMQ52r7RF0NaTjWjiBRqOVglH4s+5h0uoQXYS80NmLIiLm7B22tDaaqN8xuZuenv5xIv8zxW6Kcr/bPJC5vxkPXOJvHq87EE0IkQKeBv4rKWXn1d/J+En/iZ52KeX/LqV8REr5iI6JaBg8c/0AoRRMm3X2JqqEUuHKcIxfmfk+02adOXuHWaPGe0pXSGsOipCM221My0MkAqw1A7MhyCwK3IIk0iVh57ZL2VUIbweB5Y7WcHMQbCS40J8gRPDrU8+y6WX5Su0IdT9Jo50kSEqCHYtnNxb4+PRZbi2XEaFADjRuDkpEUmGnnkZ0NVITHeZSdY6ObTCZbRNkQvyU5PEji+ys5Mlc0egsRDijIepAwOQQXQuhrTPsmUR9HZm6ne40MURrq4TpkPdPXOFPth9hsVvGLAwRdogM4wcg6umUk30qiS6RhLZncXLPCt19AUji6O6ZIepAoFsBYaTQ9m1GEl2EkPRX07BhEVoy7vx1pE3vsItbkIiKy1Y/w6TVIq0O8SKVxX6Zlm8zX6ixvlbgzNYkUgoa2xmOTq1xcm6Fb23vpeXbvFSdYT5TY7Faoj204mDBYpvPbD3G9zsznOru4S8ah+kEJtc6FWp+mnODKTz5/32PfDPlrlwu/yR/+oaxWxewBwo75l6SuR83Z7tN1n54vG/U+Hbbdb6ZvC5LWwihEwvxH0opP3f78LYQYkxKuXnbJVS9fXwdmHrVn0/ePvbXIlWJrJt8g/3kDg751cLzdCOdP2k9ylerh5lL1flU8UVmtR5fax2m5dt0PIuS0Wd/uUo1maZ+Y5TeXAAK6FkXZcMmTAfgaSiewEw7DIZJ/EBFSDDaCs+t7eWXjr7IdW+UQ4kNPpY7zXqQ52JhjK0NCxEKmu0kz1kLZEp93PU8xprCmcZ+vHKAuaXBgR6Hytu0fJvlTp5mN4HWURFTA15ZnwABTlkSJUIIBc5oAB2DXiiQetxMw17XYvc54GVV7J4gf6RJWnUYtzuca4wT3kwhsyHl6SatsyXMAJx5nfdUrrDZP46UgrVunHvtOgkUT2BcSBAZ4DRNWqfGWJ0vow4UtOk+0pDoDRVvfkgi7fCpuTM8W93HejJLITWMXeCDEqYSkDUcgkjhamuEjXoWI+2hKREDx2RissGnRk7x6Y0n2WpkWLsyAlmfC2pILjXE0gIsNeCR8goVPU75GkQGj6VvAPCMfAhdhDTDBNtu5o7K3f3Mz9JC9kZxL8ncvdhA5YfH+0a+KP6seIp+rNIW8V3+PeCylPLfvOqrLwB/D/gfb//8s1cd/8dCiM8AjwPtV7mWfiSqoxDkAxQ14mxzgt/jKd6Svsbb01cJUTjfGudFex41cZ3H0jdQheTycJxJowFMEkmF9Skfpaciix5hoKBNDpCbCaJkiDHex7uegREPRYnwUxFGU6G3lOWrs8d4V/oSz/f2k1RcLg4m2J+rsmGXUbsK+qUEa2YWAHckwMspyIwPjkq4d8j79lzncHKd050ZErpPfTGF1CGfGRBGAnUlzXAiZGqmxtaZUSQQZEOioRaniKVgOBGgN+NULjHQGE4EHM3VWXdz1LwkfU9HCWFqbofVpTK6Al4xYqOe5Xc234GMBIQC0dfintyFiCAdoDo6fkai9VScksTa0khuSryNNN5MhDPu8/jcMj3f5HRrip1eErdm49sukRQUjAGW4uNFKk6oYaoB0YaNGHNoVdO8/9gFPpQ/z6n+Ht5fucSVlXdTWahRrWbZbqU5Mr5B3UkSSIVvb8zR7iYIhxqqHfB59SjzlRpX10b4/q2DeMWQqPv8HZW7N4KfZvG8HxeYe/2a7pTM3ev3aTfys3Q/X4+l/Rbg7wDnhRCv3D72z4gF+E+EEP8AWAY+dfu7rwAfBhaBAfCfvq6BDATqUMfTIzKGQ91P8s3OQabNBgnFw1BCloZlylqXOaPK8739AJzrT7HH3mEY6kxM1dl+ZYSgryE1iWr7RI5A5iLCUCFMRKhGRLORonigQfNKAXUo+NziMRbHyix38ljaAoqQvH/kMt/MLEDXwi1GaJcyeKUQtaeSP1jnEzNnqPkp+qHJ8dQK7dBmPrHDt5fmQUCY90noPquXRpFjIVpbYaOeRU44iC0L9Ailq/GDhHJ7PZ6KICnRGwqZE3X2Jnd4JLnE76y8k2YjBemISqLLmlfBz4WIRMBUuclKtQCAWLEBUHyB4gjKc03CUSXeSxYSCfibFh1bECQiyPrsn96K77+IuFIdQVUjjKJDYzPuBf5CMMtpfZLttTyKHaDdsmB+iFixUUzJqe0pFjtl1uo5RnJdZsbrbDYzsQv/WpJLF/bhFiLW3HGshiDpg1OQSE0n1CU3rs1g+AIlAJoq0V9J5B2Ru/uVO2mBvfpc97hCum9k7tUvknd6Tl6v7N3DcnJX+bFKW0r5PPCjZuE9r/H7EviNn3QgfjrC3lbw2jodz0IRElv12fSyVIwORbPPVy8cxjga8IHETSayL/PZzgkW+2U6/hTXmmU6p8poEkSkovgCv6kRFAMEoGkhftYn7Oo8fmSRrX6Gti8wW4JeNcHDB5b5YPEClvBZ9kqYis+xmTXOr+/FmOzj7NiIQLDvkWVG7C7rbo4Fu8pzjQX8pMr3W7OkNZfAVzFdgV3q0xjYyJwPbR0/F0LLQOuohHZcCS2y445WWkclSEiQoA4EkS5JmS4JxePScIKk7kJbR9oR1+vlWNErEQemthixu9xcHAUJOhDYce63NhBUaxmOzaxxpLjJjU68t/zY266y2s8TSYEiJE3H5trqCI/tvcUvLZzmCysPEUUCWdOIDEl7kMXaUBH7HaK+jlcOMRdt3FIICjTrafoJkyhUWF0tYq0Zcf9uSxJa4M84qBsmQTGgPx4yXmmh+RrNRgoz4bOnVGe9neWJ8Vu0fRv3D9t3VO7eCH5aBXmPKzjg/nLB30sy9+O4n+bltXityPQ36zy77RndNRXRIg16cwFCQn2Q5C25G0RS8FjqJsetFQpGH80Mudwa5c96+7kVZLnSH+VqrULLs5lMt3BHAkJD4o/E5TGDsgehQF81CC9moB1X23r52/tZvlVGzPXxshK9pfIHi4/xpZ2jfHrjSRpBEl2E1IYp9J7A91UePXoD0gGW6tP1TRpekhW3wMcrZ7jllDiaWef09iRWwsOZ9MgnhgSBSvaUiVp2UNI+KBAmI9AkWl0DVWJW1VjJtQVWXRDaEhEJ3jdyhXEj3tO+tDWK3o7rh7ueFges6RHDQCerDzHqKolVjUiPm5JITcbpYarker1MhGAy1ULXQs7sTFIwB6R0l+VGnp2LZaSnEkQKf3DxMfpDE0WRBOMeYdHH2lIZTgXIgYbwBJnRLiISZK9oEIFo6rg1mzBQwFcQIaTWJKlViMoeiioZOb7N1HQNc9Gi95VRnBdKpM9Y+MtJrq6NMJFt8/OFM0zZTRTuzdac9zq7bWF6wBvLnVLid9rKfrPldjc+F7tGaZP3EK5ClAh5dCR2N0dSoR+ZfL51kn5o8u69V9nqprk0GOeLrRN0fZOk6VEw+5StHh95+CypFdB2dCJDInoaasbDGwlwRwNkIkR4AhRIX9EJw7guud4TDG5kOZldZbWVo6D1GUQG7x+7zHCPR9g2uNUukM4NuLw9SsXqcWptis++/AhrXoHDiXX+8OqjtNsJnL6BMCKm0w2GTZvungi5YUHNjM+d9ZFq3D5T6am4Ux5aX+CUIrysJEhGPPK+S7wjdZmC2uPzm8dw6zZBSmJqAf/i2Fd4eN8tSuUuWcPhS1eOECQkw7GQMBkhIoG0w/gcA42JbJuNfpZz1TE6fYtKssd6P8uZW1P41+OgL3NT4+VrsyhCoqoRUSSYHGuQzg8YTvuIUCCsEDIB3VYCsxFPmbWloToCxVNQqgaKo2A2oL0P2gvwjgPXeNv8ItVmmq0zo/hpSfuIj1OJ6Kz2s00AACAASURBVM6HmA2F3PMWy8/M8o+f+bsoQuLLXVMO/3XzN3mw73eL6AFvLrtRqdwJ7naRlrv53O6aFVK6KkKT6GmPW70Cx1MrhFJh0RkhpbpcGeRI63Fw1EvVGcZTbQ5ltljr5hizOrR8m8VuCacksKvQmw0p7mlSr6f+yuHlKZD1EeWQnmmj37AxWwIvG6eHXR9U0JSIP7rxCB+cuYwuQlBiS7yeSpHL9XnX1HUqepd0wsUwAladAs/VFnCHOpoe4rdNSpMtGm4SAoHixyf3cz6JGwYDQyJcBWlGLBxbZbOTQTomUdnDDRSUrsZsos5Fd5JNL0fR6rPaVAlSESW7z9eah4ikIGW6rHayRKFAHXHIZQa0OgkcPUK1QhKlPkcrmywkq7zYmCVjuVSHBpdXR0mmHSqlDm3bZ1hNYNY1rGUDt6SiT/T46Nx5nq/Oo6shc3u2MdWA7V4KWw84Xlzny95R9JpGNDvkidlbLLZK7FwtobgCtxDnph8+sErF7FJzU4TbNkKX5Pc3+Adz32HB3GLVL/JCZ56/fPEo9ngP0TP50s3DePIbd08If0b5myx+P6tK4wE/PfeDzNzNa9g1ShstAj0iqNp08haGCNhws+xNVKl6GW40SiRNjzBUiKTgZG6Vo/YKX/Ae4hvr+4gkJA0fZywuCaq3FWpbGYgE5qaON+ug1k1kX0WZ6cUu5p6Ol5W4lRC1r/DS+jRPTCyzOczwQnUP0+kmRIIgIZkeaaIqEV6kMWnUSRoeM9keEYLlRh5NDwl2LDLTHWzdZ6leQNgh5pJGfyICVeIcGmLetIl0CQOVq9cmEK6CZYMMFPSqTvJQk0eSS/zu+tu4dGscpa6jKHDo6ApPFm5yc1ii4SQRQvLk6DKv6BMoQlLrJpmuNFipFhBCIoCrjQpOqHEyv8rXNvZj2x6mHvDzU+eZNBp8rXEIczLgWXkYraMgNcmwb/KLuVOca08Q3Q6SK1k9hoHOdjvNK0xQnmjRK5hkk0O+vzqNX7NRgtvNT6xYmGeTDVQiTm9PIkVcerWc7LHkljnTm+Zd2SvU3SQje2tsrRZQ7CCuFCcfWJ4PeMCbwW7cn33AT86uUdrmikloxnuynRmTl7pzXG6OYioBE2aLrO0wmuzQcUweq6zQDmyuumO8dWKJYajT9U2yusNmdxSjLUhsSaJVneDDLbp+BmPZxN/jIJsGbsNGuAr+pIv0ldgCnvcYtGzWcjnShsNUskndTWJlXBxfoTmwKaX6XGqOcjy1gqkGNN0Ee5J1hl0Lfd3ACAQdPU1HpJmd32Z1KR2XBk0GiJ5GZIdxnXAj3sO3SwM4m8EZDdF2dIJMRGs7zT/zPwavZNCSEr/sEw1VNBHhS5Wy0WPdyLHSyvFKOMFctkbDTVKwBtxoFJkf3UFTIspWD4ADyS0OWussZsscTG2R1QYsmFv4UqPmJFncKqOXhvhpDdHVeevCIt/oHwSgPbQopfpcb5U5UVpHSkHXNTC0EN/T2F4vk15S8A4EhOmQyBeIQMQ58iJi283Q7VsAFA7WsVSfz187SrCR4IW1EwzGYne+1RM4YwK9pTIM7s8uX7uVB4v4A+4ED+TsjWPXKG2EJExHOKagYnqEty2uL549BqFATflMplq8dWKJfmiQ0wdUvQwKks1Bhpw5pO1bWDVBby7AT6txudBqClSJOhR4LQNjdACX04S2RL1l4VYC3GKEsa0jAsE1f5xHH7rBufo4bx25Sbdgca1m43oaad3larXCi5k53FCjYPU5VZ+OzcgIIl2SGevS2UmxfHkU9DjAzL5hMBiReGrshkcQ77m/nGGwx8fIugSbcZcyvaER1NOE+4eY12yitoYx0+Pc0iQt1+YXJ84wkWjx8yNn+fTyE1SHadxQo+8Z/K35l/njmycZDg2uyhF+4eArpFSHP6uf5L8Y/SYrfoFnWwf5g5uP0ekmePfeq2jjEdV+ip5qMvQUvndrD2ftCXrdWNlWv58DCc+UyhAJ9L6gs2+Aumgj5x3kjMP+TIfFM1Nxpbd9fQqZPhdbY9R6SQSQnO4wnWmyJ1nnTG8GsytwcxLFiwPvnNEQjAiESuCrd1EIH/CA+5sH1va9z64JRAuSEqM8QFRcxpIdpqwmlUSX0fHYRa2qEZfrFa62Kyx1itwaFOmHJgAZwyGrD0loHsMRGUc2C5BmHIms9hUGcz4yEZJPD+BglyAVxieWkFxT8EZ83JGAYweX+aXK9/m3Bz6DL1U+PnaG3HiH8GaKvDkglxqgKSH/cu/nOZZdpzWwoacTJiRBNmI03YVAkFqOC6X4GYmXBqmBkAKvGMbpX0LiZyVaS+PXHvoWkRlh1FXsA61YoW9ZTL1zJb4319OkXzHZbqf549WHaXoJIimYTLdY3CqzfGmM2mKRVzqTmHqA3zLR9JCnL53gcxsnSGouz/UO8H+uvJXvLu/B8XQCV+VcfZzaIEkYCdzVFAQKLCXormZQ1y0iV2W4z2Ww1yNMRIjwdtexDQt3LCB0VD4wfYWS1ef9b38FPyPxazYD1/jBrUVuWPQ30lQHaRbsbT518hRBUpI5Uedt7z5PcV+dibkaqh0QJCOIdo97/F4OEns9C/ODxftngzs5z691rgdy9saya5S24gncjglCstnP0A0tmm6Cdt9Gz7qEawkcT0cTESnDZWeYIqm6vLg9Q8ez8CKNU+vTGC1BZz7uhqX2FPSGFqdZ+QJchZ1mGtMIwA7x8iFGU6V7wkEMVNS0z3iizQFjmxOGwq+XnuPPdx6i3UoQ2pLtYZqPTZ6jH5icHc7wzeoCAMIXhAUfqUiqvRTmjopbkKBIlIpDkJCIAKQe3W63KdAGClKBcNTldGca4Sl4hZAgVGDUJcwGrLWyhJkQvSPoHHMRQtJxTDqexTO1QwSRwnixDUKiuoKdYYrZbAOsELdvcGBii65rsjHMsuOlSegegafiX89gJj2qtQzVG0XanSSKH7unVUdgb6oEox74SuxF8BWMgoOccuJCM30F4SmInsZnzzzMQrLKxiCL6gqUoaCzkSZrDOlupUEKkuNd3j6yyKaX46C9wb6TK5hawJ5EjY9MXqTjmKSTDtKOX2Z2A68uTHGnzvWAB7wZ3Gn5uleV9A96ke/253H3uMclJPJDMgkHXYlYHhSo9ZL4nkbQMVBUcG9muDWtEgYqqhay1U1zcnSNpOpxrjHO45PLfO/CEYQE9XAH/cUszvEBdAz0jko44VDOd9nayiEUibQjjKkuypkcbjnEuGSj7Q8ZVyX/oTXHjLHD3xl7gX9e/ShOJPjIyHm+Wo3bZg4ig2OFdZ4b7EUqEnPFxMuHdDo2yt4hhumzJ9+i5dhsj+ioXRVzU0cbQH+fh+wryAmHXz70Mr5UkRkftWYwutClPNpj1OqQUDxeKUxyRR+La5ZvJpGapGe51AdxMFr9ehG7qhCasF7LUTVS5Ap9fnHPKyhILhljTNgtnr58nHK+SyLl0k8YiPUkekchSEgiXyHRiF3WqgdeViJaOsZ4H3k9hZ+SCCHJZvqMjG9zc6eIfjVFmJDMzFQZ0dscymicLUxhrRiE2diLYeQdxHYK19FZd3IoSHqhyTDQKdl9Trem2OhlMbWQ2koOLeftotfIv+J+dCneb9fzgL9iN7XBvJfk7AdV5Hb7mHeN0o4MybBnsqfY4L+eeoY/2nmSTjOBsWGgGnGZUy8XEW3bmDUV6+EGx0fWmbXrnGnFNfsNJSC5Kol0wWAnSeapJkEtGe9pz/fgeoqtoYZwFKQRFzbp+SnESIjeUvDyEa/UJ/mjxH66ocWZwSyDyMBpxfu7vlQ5nN3kbHOC/dYmY3qT4ZjO124ew60EqFmP8WKblOEym2pws1vkZHmN5z0dbyuHlw9RfBV9W8cvhDw8vcqXlw+jqSH4ComFFicLq+S1Ae3Q5lx7Akv1OTCzScnqcatTZOPcKK1nR+nPBEzM1ajs3+HEW9YZhjrDUOfh7DJpxWHJLXM0sUpB6/Hd9jzJhEu1lkE2DbSBgtYXcKxDtJnEvGnilCIiQ+LNOOwbq8bNQZZHsVxBsi3oiwSemsAZ1UnaLh0zBRKWqwUSky7TZp1jC6uc9Wawl3U2JrIYRkB4uIPbNTm3M0bnYhElBHV/l9nJBs9d2YeR8HA7Jo8fW0QTEWvh3V9oXot74WH+YX5UTfR74TrezMYSd5vX05nrXs/9303z9YP7cb9sGe0apS1VMG9YFPb1+aOdJ7naqsBQjYObIonqgFlXiEyJWw7xlnI810yyOb1FxnAoWAMuNsbozoG9JYj2xL2ic+Uevat5XFNHTDmoqkTbTOBOu/gZBREIpBXhlSOsDf12gQ+VdmhT0Pqc74yjtlXCbMjn14/zobGLuKHG/7T4Aeazddb7WaJ0QLrUp5AYcii/Rc1NMmPV+drifq6tjpDKDuOa4m2F4XgAZkS62Getm6NTTyJUiZbyEcDyoMA7Ry/zzc5BJhItAGw1rvDmpTTaCxY9LQt2SK2TJFhOUX2izaXtUUrpPkl1jIuNUZrdBK+UJtHVkO1ems5mGqMRl0sNLUmkgi4FStHF0QxGZhpoSoSpBfzDiW/z2Z1HWDRDpBpb3togNoH9dga5r4tUbgfU1U0+t/0wvzz6Eu8pXeF8ehw/o1K7XEKdHBBsJCAT0NjOQMlHbWscrmyT1hyy+T7tVgKtoXN2Y4KRbPcnbHr45vCjFr2f5OHfjdyr44Z786Xpp+Vn5TrvFPfb/dw1SlsEcSTxu/NX+NLOUbYaGTLXNQZjEhGC2ZJIReAUBda2ijMWoq8bXOtOQiTQKkNOTq+yXighVRXWbIJRl/ZyFqFLjFsmXj6Ke2yPBNhpF8+I4nSqRABrNiKEvmfwzdp+rlYrHBtf559MfI3PvKPHX3znONvtNMp4xL5slWcuHiJrOjxZWuLWjRG6G2kGOZN3jVxDQXKtP8LxqTUMJeSR7C2eL+4lkoLqIM3x4jo1LwnAsdI6q/08V1+ZRplzqJg9/rL9EAv2Npteju/szPFkaYmVYYGrtQrvn77Ci/Ysq0tlPEVHmxxw4dkFIh2qXoaqGMWtxO7pm0uxB0JEYEiwaoLu3ggpJEZfJbyRgimHzFiXn5u8QFYdEiL4avMIpzcmCfs64UhAYkUDCVZD0jwkYTFNlIiQidhD0HAS/NZzn2BksglAaEXIdEApPaCq2tg3DYZ7XfRtg9CULLfzXK+X6W+kMbdV3FJIuJFk/8wiLxm7v4zpvaRA7pVxPuCN49Vzvhus7rvFvf6S/aPYNTuIqgN+xefiYIL1Xhb9WoJIBcWPXeduXtCdleg90PuQWFGxagKrqlKcb2DbHh3Pil3hjiDIhIi6QXq6gyx6eMUIaYfYpQFK0o+7fnV01KYOK3ZsOR7rYGoBHyxfYE+pTsu1+d823sPWMA1FF6dlsTQs86niS6hmyEojz2fOP4LiKKDHJUDPd8Y51xjnRqeEIiQNN8G36gsUzT5932QhtwPAW3I3mLKbBJHKtc0KCGi3EgxDnY1hlifsG1zqjGKqAS/U9vBk7gYT2TbnW+O0hxbvPn6JQzObKGrExFPrICBIxqVQ06NdIE43ExGonkDrCSIdCOKAM7MuCMZc3ja/SML0qPkplNu54Ofq44zlOjx+6AYiFHETEgu8rMCsK4SWRBoStakzsafG6s0yxrZGdalIId9n+sA2+AphpEAmwMtJDs5uou3tkplr0RtY9FcyKI7A3esg8h6ffPv30EUUdwe7i/wsL3IPuLu8UcGP90pA1ZvJD16s75TCvpP3etcobX/GJV3sszwo0OgkESEMRyRaXxAmI0JLEqZDhqOSYUUS2rFCd8ohjWaSUqpP07FRkwHOuI/aU5g6vMVwaGBdj/ekUSXuUEdUTYLNRNweM4DQloSJiPBymiBScKTO3vQOPc/kaGadUbuLjATCUfjG0gL/fu29pJMOAOOVFpEZobY0ytkea90cG+dG2Tg9xkun9hFJwWKjBEBSdwmloOqm+PL2Q7iRRlJzMc3Y/S09laTmYqk+/1ftbSQ0n8YwQdnu8adrD3N9u8x6O4sfqGhKyAfKl/jNI1/n/SOXeeIdF3no0SUqCzUGAxMkeEcG2IdauPkIPy1x8xJyHpEp6Z8YMjna5HqrzE4jw1cXD9ELLY5Ya8xn60RSYKs+whMotxWpCCEyZdy5DJC6ZOhrzC1s4U95WFsqjcUC298dR29otLs2+6a30IZw5dIU75xZZCYXW+PHT9zArCmIhgE1k25g8Vj6BkK9N96Kf5YXxAe8OfxAwfwgFuGnkbEfKKr7zbrcLfxwG9q7Yc3vGqVt2j699QwXt0cJNhKERnwThiMRwgoJ5mMlGZQ97KogNCW96XifWEqBH6pkDBe5Y6LXNBhzWb5ZIZsexqU1/x/23jxIjuu+8/y8POu+uquq726gD1wECJIQCR4SqVuibMmWfGjkaw6PHLHjXXvWEzue8G6sd2K919jjsSc8nrBjbMsOSZY8liyPrIuURIqiKIIACAJoAI2zgb6rq6uq68qqvN7+UU0uxCVxkN1Ao5GfiIyqysp8v/xlfSt/+V7+3nseYKkocyG0wQYi28ZY0HGSHlpTEF7QsHtc+mKrPFPcwdfO7kFTfObbKQ7Gz/Mr9z8HEpy5KAnD4qe3vUwyalFtmYiIi14TzF3qJmrYRMYrhHdWIGWzVIvjeQrfOrqXl09tozdUZX9ilvOLWb76/AN8d2acZjWEb/joyxqFdpy8WSOs2gDs7Vrg5GIvA7EK/3T3C4xmVvgnO1/gXcmzXGln+N1j7+dErZ+PdR1jJLbCRLpAPNpiYmKe/+He79ITr6FaAi8icdIe6Uwdetr8+O4T2J7K/d0zqJrHQ0PTKMLnc8sPoSsehWqM718cRcm3aPV0+lDXRzzEeB3V6DS/Cw/KpRgXz/YgPYE1bOPHXJyJJm6PjVvoTPvpxCVSkby4OMQr5wcxDJehaJn7fvwUY3tn+fBjL1N3DX770EeRt7GfdhCINy93WxC6OgP8egH86mD/+vV3awDfyj5vmqAdj7SQEZdmOYxqdQTqJV2SIxVyuVW8loqRboGl0k53ApAX9rGzHrKtMjuVIx1qkp0odvat6ZgZi/JUBi8kiQ1V2bVrlvTeIuJkHGUmRPYdSwhHwdclTlRiLmjYvsYT3VMM50qUmmE8KZi1uyi5UfomlpEKFKw4uuLy3t6zTHQts3NoEcUBVImueHxi2yv0J1cZ6i3RbBkkIi3UhoJeUfmbE/fjSBWvqSEk1CthImdNMHycjMeRy0M8PbODhVYS21epueZr43Hn9VU+nj9C2Yny+YUHeWd8iv7uCi1P43w7z+7IPAmtzSe2HSMbrvPZy+/gUqELN+kRGuw0mZdmU/zq/u/yROIMI8kSJTvKB0dPU2pHKdgJekNVes1V0lGLgWyZ94+f4WceOkRyR4noQA2nrWGYDiLi4qVc9o3Moafb4HTGTsdWiETaiEpnONJ9I3PIjE3kikZpNoW2rKMpPiU7wqd7nuGd2fNoisdcI8Vj4+cZiJVvvfjeIrdqTt+7kbs12LzV2tu1tg1uRteH19eybxebJhFteSFJ/0CJxckcTt5BX9Y7Q3pmFVK6Q7yrQW0xjmopuFFJ/KxGKyfRVwVSAWvQpSdU5eXZAaJzgmpYYXfPIueNblqnU0RNm5lKivpyFHVnE6+uU26EIengC4lSNHBMmLzUx6f7n+X3x77ItJPhUGMUXXHZY8zyNxceQsZczs7mSRidpLG6Y5IyLdSHyrAS5ezkAJ98/0s81d7J/FSO8JLC4qhBuKzQ7vZJHA7x2dnHUQZbaHEbx9Jpd/sI3aerp4r1XDf1rjDPzyVAASXq0Jtd5YUL2zi9kiMVbrEruYTjqXx55QGius3kYi+nlnrYmVvC9jWmGxm2x4rsyng8WxxHq6m0Ygaoknx/me+tjPOZ8kGq1TBCgZ/ZfYR/Ofgtfn/mAzieyntyU+zrmue9yVO83Bym7Wv85PBxTMWh7ESJqW3+aupB2rUIJ17eRmiwhroYxSxBU6jUneRrw5fuSCxxXPRjDXhoSZv+0QqXp7NMKj18Vn0YU3H5+tMHcJMe07Eu6l7odkvxpriTktLuRO6Gc/v6m7+tGmS3UmLY7fThujVtIcSgEOK7QohTQohJIcSvra3/bSHEnBDi2Nry5FX7/BshxHkhxJQQ4oM3ciDbRwr0xVYRjsCY15GAk/CoL8aYXU4DkOip4WudEcVqEy5uWL7WhQngaHEQz1WpjvsYqwrldgToJGgVT+RoXk4QSrfwqga4gmYpAlUNbc4kflFB+LB9cJn/PPsEny0f5LnaDpbtGHPtNH+98CC/8q7vkO+tEJkMcXKxlz6zwsNdlzAUF1PzwBMg4X//h48T1W1kwsHa0SLbs4o15KC0BE4U3KSPLJn4noK0OsOdmhGHlqPRGOvMt40C4VkNsRii/GwPykKIyvkMV47289Q37ufCsQGOL/dSaMRQFJ+HBi4zEKmQMRtcLqeZbaY4U86RTDaRisS3NIxEm/uzs4zGitiuiqwayGWTvz27n6+U76faDrE/M8tj0Sk+kXmJRTeJLwVVN4QuPMbNJWZbKeqeSdvS0bst1LyFVQuhNaF6oIXb14aUjdoUOI7KVDWPEXJQLIGme8wVU5ipFuVSjLDqUHHCnXHgm0pnMhdPu6W6Cwh4ldupuVdbFtY7YG+WG4BbnRi2UWyG47+RmrYL/IaU8qgQIg4cEUI8tfbd70spf/fqjYUQu4FPAnuAPuBpIcSElNK7lpG02eT0ch7hg17vjNmtV1R8HVxVp+EJ9IthSPm4cQ/RVojOKNhpiWcAEmotEzNk49ZCtHIu05ez4CoIKXBTLlpFw7kShaTLrtF5Li53IebitLs8VneDVlW4NNnXSU7br7A/M8sL8yPUCjG2b1/CkSqNtoE4WMFajPFsepxsuI6ueMTMNrFtBRxPZdUKcfZiL4lsnR3dBVZaUT716FNctLJ846kDhOdU7ITEcxSEL3DSHm4hQkuRaEmb8bE59qbmqT0QotCKcXy2n0TMYjxTpNIOM3WhD31Fo1yOEZoKYWd8np3dg4y5GLHO9KXHZwbwVnWEFGiuQClpJPsrRNU2M1Yau62jNhS8kI9dNzhe6mc0WeS+yGUcqfHH8+/m6PFRElMqrW7JU8NtHhm/yOHZQRgE2dRwygYy4YAvCL2rSJdhs9KIoCk+1mWTsVwRQ3WRUiBVOv2wgdFE5xHGx9OHSSktet9V5ZVyP/em5/jjP3ztInNLdHfV/jeyWcDW5pZq7nVlXber1s226mwWTW+V1qjN4sN1g7aUcgFYWHtfE0KcBvqvscvHgL+WUraBS0KI88CDwAvXstNlNmjWTfxuFy+i4icdaKkgAFfgN3TUe1bRTyWQY23kTIRWt0RrCkJFkIpGo5zGyTuEHIFRVrFzEuEIUCSonZm4BAKlpnHupWG8sI9I+ehVBXNFYKc6U4O6YdiRXOJQcZhMxKJrW5OHuqbxpMKnJ57nLy4+BMB0McMDE1foNVZ54coI79t2lmMr/aQjFo/vv8DXDu3nlckU/jaLP7j8PiZGFtEnqjRLEZS6SngqRPaJeUzVZaEWpzde41Khi/MvDHN5RxrH1hjMlvmpnS+jCEnVDfHT2cO0+nW+tzrBcivGicUxkJ0bHWPGwE7qeF0eekUFQ6K4naQ94YOq+Dy3OMpEuoBnqxDyCRVUrFGXK4sZmo5OXGuxPbxMRLNR021WdxroFZVkqontq7QbBmfLOeI9NeqVCPFUk325BQDGowU+88pBxIqBTPvsSiySM6pcqnRR9iPMryT584f+nBOtQU42BjjT7mPVC9Ot11hthxgwyji2dkt1tx683YvSZrkY3O3cLs3daLb4m+nkZoPzVgmir+d6fm0Vv28qEU0IMQLcB7y4tupXhRDHhRB/JoRIr63rB2au2m2WNxC+EOLTQojDQojDDm1MxUVWDdSaitbbRAiYmJjHWFFRGypqQ8E5l0DsqBMK2+CDsq2Bb3a6gLlhUFsCoftIFbS6wJzXO7NGJR0i5w3kYAt9e43otlX0VYHSFqhWpw+zGwY3Imn3O3hJl6nVPD/bf5hcpMaTvSfZE5njF1OHGDRW+IXthzC7LJTTMT5/9EGmmj08PnKeQjvGu/Ln2ZVe5NhKP0rKxjNAPx2BtsK5U/24ZxIoIZfQUA3lHRVmj/d0JgbxFOarCeRMBH+4Rbtl4M+HWfzOAF945hG++PXH+G8n9vGvX/oEXy7ch+ur9IRr7D14HnNbDbvLW5ukhM75agnMkoIcsvDDPjLXZnd6iQdzlwmrDtqCgQz5eKYETyBbKo2WQaEd53Sjl9FIkYFsmUi+gRuVmLqLoXh8+J5JQppLyzIQFZ39+Tkml3t4LHWOK1YGJChtgZ6z+IeLe1h1I2xLrYAEcTHCZ1ceAUBTPP5o6nH+29w+jqwO0x9b5fnKKMJ9wxrGhuhueXn51XXXUX7A3cZGa+5muFaz8o1qdysEq6u5Oqv+buuTfsNBWwgRA/4W+HUpZRX4Y2AU2E/n7vT3bsawlPJPpJQHpJQHdEwOFYaRERe/yyEZswjHW1xYzGLnHRSn8xwbH9qlMI1aCNUG11axcy5ShXChM1d1V6aOk/DxdWjnXGTEQ100aeV8otEWrfko9ZkErR0tfL0zcIteB7255mejM5+zrnpcaXfxZPcJnoydxJEqz1kjfGXlPubaaYa7yrS3tdBWdL7x7H08c2kcRUgW2klUITE1l3CkDX0trD4XsZYBHioKfFfBdVUaq2H8bodmOYx3Molta3hhH79ool4MobYEit0ZLU5xwJwx8Ko6J54Z5zvHdvPslVFOL/XQXIkQnuvUULWdVVAkTtKnOWrjewKtoiKWOtOYVpwwp8s9ODmH+JSOWRFELhpoFY3mcpRjT+/kqR/u41wjh+XouGcSaA3B0kKKV5b6WLTi5CI1nLKJ8OD5UEcXbgAAIABJREFU86PUp9L83lc/SsMz0OZMGLLwXJV8ssZcK0W32SC9s4Td5fH00/fxhbkDfO3sHqrFKAsrSRYbCV6eHuTwCxOd5/m3SHfZbPZmdg24S7gdmnuzwHy9YHujwfj1QW2jgtwbBdHr1X7X41hu9Hn5VgjuN5Q9LoTQ6Yj4s1LKLwFIKZeu+v5Pga+ufZwDBq/afWBt3TVJPnme5FWf02+65ZvTvfaaucY2PTdYlgMcQeEIfXyevqu+qTEPwCzjzP7IPuW1BUDjyo/s9VaOYb159WjDVJng0jW3XQaSVEhy/kfWN9ZeJ1j5/+1TBra9rmVwfu01w9kf+V22cflHthtjGoCibL627lbobq3MG9nslpUTcPu4VZp7M96KhjaT7m72WN7qsd/p5+ntIG5gxhkBfAYoSSl//ar1vWvPgBBC/EvgISnlJ4UQe4DP0Xm20wd8Gxi/VnKGEKIGTL1dZ26AbqC4RexsJV+utjMspcwGutuUNraanattDAM5Nl5zy3TufQM9bC4bt8vOsJTy5pr8rh41540W4DE6cy8dB46tLU8CfwWcWFv/90DvVfv8FnCBzgXxwzdg4/D1tlmPZSvZ2Uq+vJGdQHebz8ZWs3M7NBfoYXPauJPs3Ej2+Pfp5HC/nq9dY5/fAX7nemUHBLwZge4CbjWB5gLuBDbNMKYBAQEBAQEB12azBO0/CexsShtb0c7tsBnoYXPauR2au1V2g99pi9q5biJaQEBAQEBAwOZgs9S0AwICAgICAq5DELQDAgICAgLuEIKgHRAQEBAQcIcQBO2AgICAgIA7hCBoBwQEBAQE3CEEQTsgICAgIOAOIQjaAQEBAQEBdwhB0A4ICAgICLhDCIJ2QEBAQEDAHUIQtAMCAgICAu4QgqAdEBAQEBBwhxAE7YCAgICAgDuE2x60hRAfEkJMCSHOCyF+c53LnhZCnBBCHBNCHF5blxFCPCWEOLf2mr7JMv9MCFEQQpy8at0blik6/OGab8eFEPe/TTu/LYSYW/PnmBDiyau++zdrdqaEEB+8QRuDQojvCiFOCSEmhRC/thH+XMPOuvpzM2yU7jZCc2tlBLq7CX/uJs2tlX3H6m6raO46dtbPHynlbVsAFbgAbAcM4BVg9zqWPw10v27d/wP85tr73wT+75ss813A/cDJ65UJPAl8HRDAQeDFt2nnt4F/9Qbb7l47dyawbe2cqjdgoxe4f+19HDi7Vta6+nMNO+vqz2bQ3UZoLtDdzftzN2nuTtfdVtHcrdLd7a5pPwicl1JelFLawF8DH9tgmx8DPrP2/jPAT9zMzlLK7wGlGyzzY8Bfyg4/BFJCiN63YefN+Bjw11LKtpTyEnCezrm9no0FKeXRtfc14DTQv97+XMPOuvpzE9xq3b0tzUGgu5v1J9AccIfobqto7jp21s2f2x20+4GZqz7Pcm0HbxYJfEsIcUQI8em1dXkp5cLa+0Ugvw523qzMjfDvV9eaa/7squaut21HCDEC3Ae8yAb68zo7sEH+XIeNLP9Wae5a5Qa6e3MbsPU0B1tTd3es5t7ADqyTP7c7aG80j0kp7wc+DPwLIcS7rv5Sdton5Hoa3Igyr+KPgVFgP7AA/N56FCqEiAF/C/y6lLJ69Xfr6c8b2NkQf24zt1xzG1nuGnes7u4SzcHW090dq7k3sbNu/tzuoD0HDF71eWBt3bogpZxbey0AX6bT7LD0ajPH2mthHUy9WZnr6p+UcklK6UkpfeBP+f+aUd6yHSGETkdcn5VSfmlt9br780Z2NsKfG2TDyr+FmuMa5Qa6exMbW1FzsPV0d6dq7s3srKc/tztovwSMCyG2CSEM4JPA369HwUKIqBAi/up74APAybXyf2lts18CvrIO5t6szL8HfnEtE/EgsHpVU8xN87pnKj9Jx59X7XxSCGEKIbYB48ChGyhPAP8FOC2l/Pcb5c+b2Vlvf26CDdHdLdYc1yj3rtfd3aI52Jq6uxM1dy076+qPXKfsxbe60MnSO0sna+631rHc7XSy8l4BJl8tG+gCvg2cA54GMjdZ7ufpNG84dJ4//LM3K5NO5uEfrfl2AjjwNu381Vo5x9d+7N6rtv+tNTtTwIdv0MZjdJqDjgPH1pYn19ufa9hZV39ut+42SnOB7m7en7tFc1tBd1tFc7dKd2Jtp4CAgICAgIBNzu1uHg8ICAgICAi4QYKgHRAQEBAQcIcQBO2AgICAgIA7hCBoBwQEBAQE3CFsWNAWNzE4/lUj+GwoW8nOVvJlvezcjObWy+YNHlegh01oZ71sbEbdBb/TFraz3t0a1rLRb2pwfODwRhzHVrazlXxZDzs3q7k7ybfNYmOr2VkPG5tVd8HvtHXtbFRN+3YMjh9wdxNoLuB2EOgu4JayIf20hRA/BXxISvnLa59/AXhISvmrb7S9JjQZIbHux/F6HNromFvCzlby5Wo7LRrYsi1udv+b1RxALBaTO3fufOsHfYMsLy+TzWbveBtbzc7VNqanpykWixuuu+7ubhmNRgM9bDIbt8vOkSNHilLKmzKqbchR3QBr7fqfBggR4YnvfYp7kvNUnAhV1+T586Nohkcs0qJciqEZHm4phLaqoNoCX5VIDYQPngFSkwgfFFsgtjdwCmG0moLigt3lo9UUfF0iFfATLqnuOvl4jce6L6AgyWh1vlrYx/uyp3l6eReG4hLT24xGiuwILVDxIlxo5Thd7eFg5hLvjp2iJXVUJFm1wTPNCRyp8odPfwjhQ2zbKtWFOCLism9kDkX4jMaKKEIyudrL9liRHZFFjtcHeDRxjr9eeJDtsRWqrslopMgXz9+HczaBr4Fqg6+Dm3JRaypKW2DuWsX3BfaFBJ4pO373W7iWBr4g07NKKtxiT2qBK40Mk3O9hCNtagtxRNhDMTyYD5HcUWJXV4GE3iKutbhQ7+bYzAD+iomes/AvRVFtcEdbKFdCTDw8zSOZi8y3U/gIMnqDpNbkRK2fyWIPv7PrK2zXS3y5up8jq0OEVIeE1sZHsCuywHPlMVxf4Wfyh3mqvIePdx/mhfo4X5/ZxbZUief++Rdvme6GhoY4fPjwhtoLuDM4cODAhpX9es1dvnz5rZRxze9frXwJIdiIiljAxiCEuGkxbFTQvu4g6FLKPwH+BCAhMvL4dD/H6yNI3SfbXyHbVaNci2C7Gn35CnMzXZ0AHZFoTYGd94j11BlOl5k8NYiaslGmw8gRC6cUQvgC35ToNQVttfMUwEt46MsaO/bPkw/X6A9V8KSCByhC0h+pcLQ6xK7EInsic5xv5XGkyg/ro4yGltGFx8HMJbaZy+zWW1x0XZa9OItejEfD53mqsZvHH5rkdCnP0lISpa3g6woXyxlqK1GmUjmk7Pz5QqpD29c4u5pjstRLKmQxWenh8pkenlMlalMhdRFWHnKgonWOvaThpDyM4Sb1SpjYaZMdT14ipDqcW8kigbqtEu9qoCoSXwpqbohXTg+DIml4AmErSN0nmmrz6ONnsDwdBcmzV0Z5bPAiIdXFL5po2RbufASzIXDiErls4kZ9hqJl6l6n5p3SmkyEFmj6JjujS7w0O8wXig/yS9nn+XD8BAt2kldK/dybmeOfdz3HkdYgV6ppmrbO/1n6ENvSJU5ag+T1KvuyC6zaIZqusWGae73uDhw4IF+9GAYXuoC3yE1d6w4cOPCWhHaj+gx0vPXZqKD92uD4dAT8SeBT19pBKRoYZQVfV1lpdqFXBXa/g6PqKELynr2nMVWXkh1BEz5NV2dqOcepy72gS9RLYZyYRFkIoTkCZVsDpxjGC4GTcwgl2yTDbR7af5mT5V68kMCRKn8/fQ8/NjyJIVxWnTBLzTi9oSojepEebZWI0uZ/PveTxPJtvl8YxXJ0/t2u/8pzrW5U4ZNSmvxZ4V18KvsCl6wsu2PzjIRX+K42wRUlg1o0aNSTGDVB01HAB3TJ0flRSLhQ05C6ZE7zEZZKqKBip3ykCtVtnXPz5BNHeGZ2jFbcQBTCOLZGPr/K0HiZ93Wd5u8W9xM2HAbiFS6pGT48eJqQ4nC82s+zU+OdQjyBokp+/onvcaLax4VSN9++OMGuniXOFbvxPIWzqzkcT0WxBerpKM6wjSwbqCN1DNUnHbX4UOo4J61B3puYZNFNsezGSalNHomeozlucE94Fl24fLZ8kGI7hucrvD95kobUqPlhJtIFqnaYoWiJ5+ZG+WRPkRUvhuXpLDQSRDT7lmnuat6oJhNcAANugLelu4CAm2VDgraU0hVC/CrwTTrZlX8mpZy81j5exsFKCZSahmoJfB1iUwb1MYfGuRQ/cDQeGbwEwN74HJP1Xv71nm/yb4/+GP/4vh9woZklrDpM1zO0PY3eSJWXtX4Gdq5iuTo/O3iY040+Gp5BJtSg1I7y8e6jPB/azgPRaU63+ji9nOdTo4f5qcTLfKOxi6PVYfJmlX2Zed4Xn+TB6AW+VdlLS+o4UsPHpyV17k9cZtlNsD92helWN7OtFCnT4icOfIc/P/cw1cU4jioQERdZ14hkmmiqT3U+jpqx8VZ1oucMPBPspI822GC4q0zVNikUE3xt6h4iR8PQLQlPVHn/yBS2r7Foxfl+ZYzecJWSFeH+5Awh1eVMLc/RY6NIXYIi0Soqex85z2wtxVMLO5mb6QIJ4YxFqRVhV26JnlCNQ4UhPF/gpV28mAKeQN5T42PjJ5iq5vkfB7/JmXYfAMtugpoXIqvV2GPM89XavXTrNU5aA/Roq4yGClyod7NUifP18r28LzXJOSvPQKhCOj6HLxU+MjzJTmOR560xHk1d4GBK8H/dQs1dj6CpMeB6bITuAgKuxYY905ZSfg342o1un8+vUqzEUBd18EFq4OkQmteRiqRVDvE9ZwwJ2AMqhupxqZ3jnv4Fal6IndFFzjR62JPszJ6W1CwO7JzmmeIO9qXnWHUjZI0a9+irACw5SV6ojxEz2vxvpz4CQEh3+frCHr5T2EHStHggeYWZVoZd0Xl04eJIjf8p/21eavXhSBVV+LzYGGO7WWDcWGLGzeCYKu9NTHKu3UOPvsqnRg/zXGqMhVqcai1CqLeOdT6J7YEuQayo6I7ATkvciE90sEYy3CKqtzk/n8U8E6aV96iNugyPFdjfNcvuyDx/efkghXKc/YOzTDcS9ERrdOs1XNnPsUNjyIRHKNXCnovSfW+BpNFiqOcS37iwCzQfRfN5z/A5BkMlXiyP8PSlCTgdx6gCYy6xnjof23aCZTvGrvA8A0aZF5ujlJ0oABUvQkRp40nBGbuHpmdwvNrP45mzrHgxdprzDPWu8H80n+RIcYCqa/Lx7qMU3AQ7zXku2jkut7qYtPuIKm2yWpW40iKj1W+Z5m6EoPk84Hq8Fd29vmXnbtBX8F9aH25bItrrKSwnUHUfp99GtlT0iopvStwwGFVB5JKO1HTslM/LjRFi3Q1ePDHGP3roh9Q9k2cr4+xPzZLWGyRVC0O4AHwo25m2VBGS90bO8p9X3km/WabtaxwqDlOoxlAUiab4/P6uL/AfF97HWHSZF4rbyHev8lDkAhGlzaKbJKtV+UZjgn69xIqTAeBYdYBMps45O0/Fi9Cvl9GFR0vq9GlldieWuNzq4qP5V1iwU3x7cQfGTpfSXAqlpeCHfIx0C6ccQkvYNGoh+pOrNF0D39KIPlxEWiatlTDv6L7MiUofP1waodE2iMcsTi72YpXD7L/vGKeafUwVc9DbgqqBcyWKOVynK9xk1Q7x7Eu7MfJN1JJOZucKR4oDHGGA4okcelXgxCROVIAmadRCdOs18nqVy+1uVpwoPUaVg7HzVLwICbXFSWuAxXaSlN5kX2SGpm+gC49BfYUXm2NMNXtouRrbUyssNRNUvAinmn38ePQsZ9p9ZPQGg/oKJS9GyzcY11cw8W+bBq9FUOsOWC+uDth3k6buJl83kk0TtKWl4QkX6QpEW8HJuJipFl7DwO730M6HkQLMokIz6WJoLt0DFb45u5M93YssVBPsT0HZibI7NMeym+Cs1UPdM/Glwo+lj/GNxi4+knyFv1p+hIZnkA3X2ZNa5AOpE1y0c5yze/hf+v+Bvyw/zI5kgRG9yH8tvYOEZpHWG4ybS3yntJP3ZM5woZXjXC1LqRXlG9497E4scLaeYyJWoOkb/Hfdz/JUYye68PhI+hifLxzk4dQF3tszxbTVxfdrEbaPFzl7JY+zGEEoklDYpr4Q4+xsHoBQukVxOY5QJEj48pl7UVUfuxRCTdqEEi6q6qPUVSYrvVy8mO+0TCR91HyLzGCD7kiD7bEiz86OESqoWKEQRlOwXEigh1y8pTB+3EMqCtFZBSsn0VY0dhycZcFOAXC5mSGsOjwSP4+Pwh5znjN2LwU7jo+g5ESpmmF2hhcICZvPlR4GoM+s8KmRJYpOnJNuH390/gl+bPAkU06CHq1CQrGYd9IM6ivMOF0selFcirdNg9cjCNwBG02gsYDrsWnGHhcRF9nUSGXryKjLE/vOoCgSfAFSIHyBWREoHphzBoqAlWIc31d4aXYYgKV2giFzhZbfyUB+b2KS3ZF5Ppx+haPNEZq+wRdLD3Kq3AmKH88e5Tdy36bpm5xv5lHw0YXPR5NH2RZepuJHeF9qkrTe4PHoGV6od7orrXphLtS76QtX+emBI2iKx5HSEBHN5ntLY9ScEF+u7me61c2CneJLxQNcqaX5m9kHaPoGDycvcN/QDOlQk4mhJbSchdLVxmqamN0W7544y/t3niafrIEvyGWraEkbAaiqj4i6MB+iuBynvhhDapJLp3tRVzXciETvb3QeGzRD5MM1ElqLDw2fxtreRq2qCAmDfSU8V8GPeGD4IKA64eImfbywpG6b6MKj4ZosNePcH7/CopskJBwa0mCnsUBCa3G6kudwYRBHqnhrcsrpNVadMH1GmUci53hmcRxXKnRFGtwTnmWy3c+M09VpXkeh5ofRhUfFi9CS+m3RX0DA7UAI8SNLQMD12DQ1bXyBVlWpmFHUsMe5SpahTJmpQj/anE6rx0V4GnZCollQnE8i2gqhvMO29Aqa4nO82EdYdXCkwvZwkXk7zfdXRukO1YlpNvuiM/xM5hB95gQDRomqH6bkG1xs53h2dpTT8TxXct3cE56lYCe4ZGX5ua4fMKek+cviY8w2U5RaEf7T5Hv5yAOv8Onss0SFy2Sjn55QjQPxS+hiAkcqfGNxN2mzyeRCL3t6F2jYOoOJVZ5f2o6a95mIFYirLf5y8UFSiSYtRyOku3xq5CW+NHsfQ/Eyj+Uu0HR0xlJFJtIFji31I6VA2grdu4vULBNLMdEWTCSd/txiV51f2f0cr9QG8VyFpG4RUhy+OHk/uAp+1sYO6cydzmMWFax+FxSJF/cQIQ9pK5grOjGjzflGlsVGgisLGb5t7OT92VMU3DhNvxtFSHaF5zlp9CGlYMFOEVFsnirvZkdiibjWYtxY5OvVe9nXNc/hwiB9sSrfquzhZ7oO8bnlhylHotS8EHvCs+wx55ls96Fs0ubxVwlqQgHrRdC3+taxlXqHbJqadrqrhlQkoqnhVXUWzuSYOtOPXlFx4hJjRcWNSkIrAichURoqWkOhN1qlJ1xjLLqM7arMNlPYvsZLlWH+9PnHKVkR9sbnOBg/z6CxwonWILtC89hSo+Ak+EFznGPVASzLoGKF+NzZA/zB9HtpeCYTkUX+7aWP8oWZA8xbCaYKORq2zkN7zzMcLvL12l6es7azP3aFhGYREg6m6nKllqHeNik043iuSjZU5xe2H8JydUzN5cWVEQDuDV/hwf4rLC8keWLgPHXL5IeV7XSH68zWU3z2pYNEDZsXp0cotaNYTROraRJOtRhJljA0D2XZwI37qDaMvWuavb3z6MJjupbh4Mgl/mnX9zlZ68OpmCAkomQgdR+pS1pjbTIDFdSwh5FsI1sqWlHHN2CpHueTuUNsS6wQjrV5tOs8L65uoyUNslqNnFZlRF/mvtQMLVfjaHmQbxd20BdZRcVne3iZyfYATd/gYq2LgXiFk7N9WJ7OZwqP4iNIaw3mrBSG8PhOYxc5rUbT3/jR194Od+ofPWDz8HoNXf05qHFvDFvpf7tpatqVShQ0UCyB6GvjrhqvJaOpLYHWECBBa4BqCZysw70PXCZtWMw3k1xwu9nRXcBQPM6Uc3SFm2wfX+TdubM4vsaqF8VHYdhY5ncvfhBd9ciG61wodxM1bMJhm0SozZ7uRWxfY7qeoWRHaDgGpuaSDdX5jQc+wxdKDxFT2+wwO6OkPV8d54fzI/z82CFsqfLC/Ah7sosk9BZ7onN8QRzgnug8Ga2O5er8q+3f5HOFg+T1KgCWp4MqOVQYJhNrElVtjlweA8BItFlpROhK1Tm7kGNP/wIDkQph1WYkVGQwXOYrkwcxKgrWkEPGbPCe9Bkut7vZm56n4Zp8p7GT7ZEihyIjKEUDX5c8sOsS5XaEyy/346RUPEvFQ0VpqkhdYozU0FSPv5h/lF/ofYGw6hBXWuTNGr4UnG/neXfsFGfaveT1VT46cIJvF3bQG6nykfQxUkqTf1jdz6Pxs5yz8kQ0m3/R/x2+GHqQy/VOAt9YvMh3V3bw0ewxjjcHWWonOFPvpe4t3zYNBgTcCl4Nyq9PSAuC9cZy9Tm+k4P4pgnasmSi9zZx5yP4yyHiVxRaXZ0T64UlqiUQPqzu6WSFI+DUYg+JaAspBaPpIouNBPMrSR4cvsyB5DS68Bg1CrSkjoLPd6q7SWtN7u+e4Xwty7G5fsZyReq2yXC6zCOZiwDUPZMFNcm5SpalUoLHtl+g4ZpU/AiuVImpbZ6vTzBVzVO0ohiax1dm76XRNniw9zIPJy7Q8E3KbpSHc5fIalW+VtqLqvj8Q/le7kvMAHCu3UNSt+jvLTM33Q2KZKmUQALdqTpjqSLj0QKOVHn3jlP86eLjPJw4jycFqpDsj17hb/vuxzhtkh8ok9ItbKmR0Rq8VB5mxYow10yy2g6Ry1ZJDVq0PY0j54eJp5t4UY/GpSSqD5E5hdpuG2yFkOFwX/ccJTvCvJPG8nSutLvoN8uMGJ3BUJ5t7ORUvY+fz/6AL9YfJBuuowif52sTfCh5nHfFp3ixMcoTidO8M66gC49f7H6ez4pHuFDtZt5K0Bfu3Lik9QZpvcGXZvZv6ubxO/mPHrB5uLpZ/FXu1ozygJtn0wRtkg7eTAS9KTBLgnYaIouCRh+AfC1w68k2obBNV7TJQjmBoXr8/NCLnGwMkDGaCCHpD1eYa6fZE5kjo9Y51hrmQitHTG1T90wsT2csvszBzCVW3TCK6Az56SM4U+/h9EoOXfXxfIXx3gKeFBxITvOZxUcBiKptnlscpdoMETZthpPljgupFg3X5O+W7qNoRRmIV1hsJPjbEwfp2VOg3AgjpWCumWIoWmZqNUfabLKva55qy6RRC3Hv4Cya4pPULc5Xsyw0E/za8NOcaffx3/c+zbHWMMfrA4RVB9dX0ec6g7L0RGucreb45e7n+N2FD3ClkqJWjLIIhJJthjJlKq0wQ4kygzvLnF7pgb4ateUYwvSw6yGEpYICpbkUz7kaw+ky56wcz54dZ6inxP6uWULC4e8W9/Oh/CQHEtPElRZZo85kqZdcpMaKGuU/zL6fT+SP8nJlkAPRi1S8CDNOF1GlDUA+UmWukaIvXGXUKJDTatxvlhg3l/gto3p79HcdggtpwEbx+lp28Ix7Y9gqLRmbJmiPDy5xYXkQ4XcCthv18RoKWlPQ6vVQ2iqtAQfVVwjpLk/2nuRUvI9VO8SpZh/7YjMs2CmUlORyM0NSt3ihOsrX7L18Kv8iPbEKP6yPMWOlMRSXfbFZUmqTrkidv1h6lKhqsycyx3ebE+RjdYrNKGHdYU9ygcnVXtSEJKrZPJS4yFcL+yitRtmeL5IyLXwpmKmlePnUNkJdFpyI4yR85sNZ9IqCsr3J4skcXtTnSi2EKOucyvSyf9sMXWaDPdE56nmDZpfB/uQs8+0UlqdTbYXoijR4vj6B5em8I3yRyUY/ABHF5vMvHYS0h9pQMdROC8Q/OvLPaDUNZNXAqCi4EUm7rXK2EkIJuaxUYoz2LLNyOY1UJGpdxSx3MrYjsyp2SqI40LDjFAyHc0tZhntXUISk5oS4IHKMxYv8oDxKoRnnSraLhmtiap0JVsYiBbr0BstunIRh8Ux1FyOhIgt2ivfFJ/m75n2cmu/h/qEZEppFS+qEhMMPWnlSSpPNeKkKLqA3xlZK9rkVXH1ugvO08WyVc7xpgvbZ6R7SF6E+JAkXBGZZwY1Aq89Fq3S6KQnTw2toZHqbXLI6s5mVWlF2JxY5UhtmpR2l0IxTa5l8YOgMc1aKiViBU1Y/qvCJqDZR1aZshym7UYpOnGPeEE92HeeK3U3NCxPX2yjCR0pBuRnm2YUxyqtRPpA71Rn9y+rFl4J/vOeHXGhmWWrFmTw7gGgpRBZVLDuCbkp8HXLbVlipxJCyM3kJQDLdwI6rpKMW2VBn9K93Rs6xYKeIqy2+tbSLvel55ptJdmQKRLU2DddkR2SRY61hhkMr1LwQLxS3oVdU3LCkb98iq+0wZy/0gipRSzqqA05sbeYzS6AVdextHu6qzlS7B8URGKsqvi4RHjT7fKJzCqolMCsQXlIpigzd20tMJAsMhsr8YGU73WadI8UB8pE6C+UExUSMqNYmbTYBmGunOVvN4UtBTG/zzaWd9MZrWK7OgFFiR2IJ21c5vtDH8GiJGacLW2pMGItMtvtRuHR7BPgmbJU/+kZyrRpMUGsMuFXcLVrbNEE7csHATkJ0DuwEtO9p4pdNMD0ee+I0hxcGMYVESkHTMfjWuZ0M50oUqjHORnKcXOwFIBNrkopYjIYKDBhlppo9nLJ6MFSPC+VustFOLbpoxRhPLjNdz2B5BifLvVyZ7yKZblBvhBjKlXC9CFHDJp5r8/3SGD2hGjUnBMB/eeURovHWa83L5qxcheEZAAAgAElEQVSOYoOWbWEbJj938AUiis3l7gyX6xn27pzHkSqWp7NkJfid4b/jT1feSU6vsexFOVYZwFBcHu6+xERogXfGzwLw3dVdNDyD58pjfCr/ItOtbp6e34HjqviapGu0RMxoc7mURrQUZNjHqAjcuMSorE1NmvJp9zmIik5+bIVKPYy/aKDYkDoraeY7iX7ttES44IYFjWEXvaLSfC7LzAcbPBC/zP3pGcZCS9S6Q8w3k6TjTVadED/edYxQymHa7uY/nX0X7baOYbhYFxL4OZtz1TCPjF3kP55+gkSkxbt7zjG9kuF7i6MMDa8QVyy261UU4eNI9bZp8PXcDReAt8uNNDneLRfTgNvDm+UGvMpW096m6fIVXpY4UUkrA+20RBESfMjmqpTbEfqTq0TNzgxQEd3Gt1UatsFQpszp5Tya5vHOoQv0RKukzSbTrW6eK4/x/Pw2+sJVFhsJyqtRTk8NsFoPs7CSpOF1BmFxpMKVxQxC9bFdlVi0RbEepVoNs7QaJ2lYXCh187257RxeHORCoRvf0midSqFGXKSl0ep1aQ74OE0dPdkmr1c5Vh0AoD+yykeSr/DO+FlWnTAPpqf54+UnSGtNFu0Eh5vb2Zec6zzL1pr4KLwnvMhPRCskNIvxSAFFSBR8ztTyLF9OY72Sxu92ABiLL9OejncGobEUrEEXvSrQmmD1uRjDdYStoDYVVteeq+tVgZBQHVFww6DXBFpd4EU6rQRK3MFJedhJST5cY7rVDUBKbZI3qqzaIQbiFSZiBQpughOtAX6wOkpvvAZAoxrC3FYjHG0jmxqHLg+TjTdwPZUPJE5yT88CuuJzutHHrN1FydNp+ibt2zy4ipTytSUgIGBzs1WeU98Mm6amvfKgC5oPnsBMtBnLFRkaK2N5OocXBjnQO0PCaFFQ4zQdg+5slaats9oI06obvGN8GoDFRoKF5SQvt0Z49QHp16u7kVUDtaYgwhJnKYzUJa98cyetPpeLar4zo5UPVsWg5XWCmhxp8/MTL1F2IyhCcrqQpzUTR3igqGtze18M4WU99uyaIWM2sH2N92TO8PdL9/LZsS/x74oPcqaWZ7LdeRY9HCmhCp97orNcaXexOzLPkpOk4kZIG00cv/OTvNhOs10vkTOqqEhyZo3j1hCnnhnDEKDvXcUUkqhhc6gw3GnuLgvciMSNSqxej1BBRdgKHEsQr0OjX+JciaK2BFafR/xip1brhjoDs/ga+HpnfwB0iV4VPDO5g+58lQ8OnGaq1cvLlUEe7r7U6foW6kzQcqGVA6DcCneGWrVVWk0D7UoI0W/j1A2uLOcZ2FHg2fpOJmIF9idmUYXPrtAcX6vtY9gs3taa9kYE6je7qLxRBvFGHkfA5mErdDvaDKxXwF6PlqBb+ZtumqCNBNHUiPVXqVfDLNXjnFvK0puuUi9GeWZpF+idoK7WVBRHoLQFahtEr8dLJ0aJXdCw05JwrbPeDYMblqhtHamAE5fkX4SVfQpKuxPg1IaC2uzUMPVVBTcm8XWJb4AoGXzh4v38+MhJanaIB/uv8ExpJ+HLOu0uHz/uIvMO/+t9X2e3Ocfvzn2I93WdJqq0GYmW+CcXP8p4fJmfzL3MscYQAHsjMxyqjZKMNhkJFTnZ6MdUXLaFl8lrq0QVm29V9vBo4hzfru4G4KXiMJ8aPMQfTT2OYgvkvTXqSzFi+To/0X+MP3juA2gKCA+0Rqepu9Xn4YY7SWXWgItdU1EcQAiEB0ZJxcp2BObGfVRLwY11ktoeffdJji31U1tMIzUITxuUQ1GORgf5aP4V7knOc6aWZ29innknzTkrh6m47I3Pca6SRUqBWtHwkuCkfKQnQJF0bS8zX0xxJZnhY11HmWr34vgaU+1e6p7JrJ3Blbe+8efN/mgbeRe/FWoIW8GHrUzQjezWcyuC96YJ2vEpndq4i3MsTaIElQETvSpYUmKYmsQzQLVVtIag2ecjnE7/bb0mMFc6tbN2t8RXgagEKbDyPmpb4IV9vC6HRLpJfTkNUiIViddjo80baJbAjUmkJpECojMKtXGXcLZJPNTmheI2mo7ObGWIbF+FZS2BMWugDLTZkSswa2eIKy1+NvfSa2Nnp/Qmw+EiL1VGuFDvJheq84nMSzhSw/J0vl8ZZ6GZoDdSpWKHOSdyDEVLfP3sHn557/Ok1CaWZ3C+1s2qFeLzs++gNZnCj0m8hkH/SJHtySJfmr0PM2PR9sP4uoIf9tEqKtqq0mkRcAXmFQ3fAC8kUdoCz5QIX+KbEqOkIDwFqUJmsEK9GeLF2WFcR8UP+TiegtdjI3y4VOwi3tei7plsi67weOwMunCZtdNMVfPMaGk8X8FxVHzTp7tvlWojhGk6NM+lWGmk+bFHjtL2NWp+mJlWhooTZihcZqmdoO6ZqLchf3wzBZ876eJ6owOC3Ek+bVbeLBjcqHbv1tr9jfh7p52TTRO0nSi8Oq5GfVDi59u4cQ2lreAbPoQ93LaKHfJQCwZ+fwt1NoQXhlafA54gOq3RyvrYPR62J9AqKm7CwyyqeF3QaJoo6c6MWU5CEn/FxNdBis4zXeELIot0uj3FHKQUDMQrZIwmLxf7cV0VzxekMg3Gx6d5R2qagp0gp1dp+AajRoFFN8XpVh95vcrzlVGGIyXavsYHUyeo+WE8qVC2w/xcz4useDEcqfLi6jZsX+OZ2TF+dvcRFOEz1e7lQPzSa5nsF44N4GVd0H22DyyTNpu8L32Kr/n7AJiphBBro8a5GRd9RUPxBK4uaWd8kAK1BaEVaPZ0zrOX8LCiPnpFheEmvq/geQqG4SKOJhBhidRAtv5f9t40SLLrPM98zt1v7ltV1r52dXf1hq2JhQRAgoBJiqRIWQs9UkyI8jIayxEOT9gTY9l/xhPjiBn/sGe0TEimQzbpRbI20pQoEgR3YmMTQKO70d3VXVVdXfua+3b3e+ZHggoEzQUkgEYDqCeiIrNuZt2blfnl/e75znfeVwULJgp1toMcJxLbPH5wkpfMcU5Ym8zb25T0Nhdb4xzsZCmPNDiIBPXrBeKSj2kGxIkYraXwrc0jfGhygWW3zJDRohHYJBSfdmhytV7GUMI3JwAP+ak4VPL66flRZdkf9p6+lvf6rZacXis/6f/7Wsrkt1Jt7bZJ2u54QPKGjjsQE1uSszNrfW9owPV04kghdFVo6oSZCFE3CIZ8wpaOXtFAAWcoJrZj0GKSyybOcIy9rZG8v4K3nSVu6UTFEOEpyFSIlzPR24BKvzErBmdQYtYFQ+U6tZ5Ny7dYOCjz3rFlvKLGjF3hiLnHf9p5gJfao6w0S6ylChxN7dOMklxoj/M/l7/Bij9IyegCUPOT/MH2Q/xC+TybfoGHi0ssuCO0I4tZax8/1qi7CX5mcoFWaLHjZrHVgP+w9kB/xCsFIhBoDY3Iiql0kuTNHovuMENWC03EbMQDoEgQoLb6pXCvECEiQZwOURsaIlbQ25J4HBJzDbJaRGUniwhgIN/G1EL8UCWOBb2JEKPar2zEhkJshzxWXsCLdS67BQw1YqE3zH2JZQ7CNC80J3l+bYKTR7bY76bIZBzaCsiehtMzkaokNiRD6TYVL8V0osLzjQl2uhlOp7doev0GOVXcvopoh/xg3mnJ4I3k8ALo1fO9RPmDqg8/TcJ+LdzKz+01JW0hxCrQBiIglFKeFUIUgD8GpoBV4BNSyvqP3Zfbly2NB3y0TZNL2yOEoYppBvgdA9FVwY4xDgRBRiFOh4i2htRjECpBLgIzQmno6AWH0Q/scePCGGFC0rhaRB1ziNT+B6kUfCJfgfk2/vUUKGAdCGIDktuC5l0eiUBnItdgo5Hjl2ZepKS1eaJygjBW+fS1+xFCcmpoB1ML6QQmT2wd53hhj05g8unKQ+y7KYpml8fSS3wpPE0oFbaDHGW9iS4iZox9XuxN8VtXHyGfdNjaybO4NIKe9UgmPBQlxvc1oqaB4iqktgStoxEfuv8indBgq5vj6MAO7dhmvZtHJEKiWEPtKBhNBcUHbyTi+Ow2C8ujIAVhKqZyX0xhtMGdA9sAbNo9lvQy9a7NyfIuXqixtV6EuL/OW28JRCQ4O7vWT9jtEcbtOpqIeXZ7Ci/SuN4Y5MMjV3heTrLTTlPbySICBdL9CkhUMSEREWsK260MLd+kZHaoOCnCSOX3X3yY980tkTYsNuMfH5KvZ9zdThwmv9uXWxVzP2rEdpjQ/3t+0Hfmzfge3cqK0+sx0n5ESll5xe+/CXxNSvl/CyF+8+Xf/+mP24mIBHHZQ9MjhASvbUKg4Fgq5paONxogXBWtJ/AGIsy0hydN9AOdIB+h11RiQyFKxnhVm8WKDdmwX1pv6siGgUiFqFpM2DIojDao7WUQ2Ri9rdAbkehNgVuSlMtN3ju8zJnEBp/X7iSrOihCktI9rtSG+B+OvkAgVYaNBtd7Q4xbNRKKz0J3hCuVIWZTFbY6o5xfmWBjIs+1SxOQDbiYHGW6VKXSS5I0fNxQw/N0tho2+p5OlJCEvkXbt4ltidZU0F2BOxzSOirJTjRZ7+bZ66QJI4V7rA1ecMfxYw1FlcSJiEgBJxsBcN/8Che3RyEUROkIxVWYmt3jPQMr6CJiqTtIy++7fwWLGQYnlrm8O0xhuEltJ4s0QpTQIExHLByUMZSIupugZHRJan1J0mZgMZWpsR+k+d/u/jK/dfUR7jq+yqWNMSJf6U9R5CISKwZSBTEp+dDIAl6skTI8FCGxB/t2qqcz21xR3Fsad4cc8hNwS2LucMrh1vJ66QjcqouFN6JV9+PAZ16+/xng517NH8m8j6rFxFIQjHkobY2P3HORO2fWiY446Hs6iXWV0IbSeINSpguxIJ50QJWg9Juu1J6CCAWqo6B0NETVgHSISETQ1gk7OiIS1DZz2DkXJRBYlX5HteqBNt3haH6fkt7mXHuG9xYWGdHrjOo17s6sI4TkSnuYQKqoxMzZ+1ztjPC7V97HhWp/WdefP3Uve3s5aOosLIyh9QQyUHCbJtcvTnCwkWd1qdx/zo4FsSAc9RAhaF0Fe1chsd5XgfPzMSIZohR8YilY2hug0UpwrLTPN3tHUYWkGxiMDdQxEj4iEfLPHvwrHjp1naTqIy6kUVIBel1FcQVSClZ7Rfb8DA/mlrintEmp1AYBX7p2Ardj0mwnUJMhxIL2vA8CsrbLidQOqhIzYja4J73GaLbJ+ZUJjqd2OW7vYIiQj85c4Y7sFgOFFkpDJ8xFpFY0vEJMMN9DFZLPXLyfxc4g/2Tiy5zK7zCSapLTHU7Zm3R/emvOnyrubhcOR9lvSW5pzL1d9AO+Zz/6yp83k7fae/paR9oSeEIIIYF/K6X8FFCWUu68/PguUP5BfyiE+HXg1wEsElhJv18ObhnodRWzLnh8aZ6HZm6g3LBJnKnjBRpyIU2zbcNqAoZ8opaBXerhOkns0Q7yQpYgKQlLAcJRSY23aO+nIBR9ic9kiLpiEU65OPsJjJ7Ay4HWERQ/sM1YqkEnMHl89yRRrLDvpTmV3uaUvQnAeLrBfi/Nfi/NS/oIN/ZLBJ6GumvS2k3jDkgY9hENndiIEYmIMBWSSHrkkw67L5URukD4AjyF2JAQCoxti8iUhKkYEfflRL8nQypqBsZYh7Tl0aomIRacuzJL6a4u41aNmXQVgHrPxqvZfHbnLmpOglojBYUYKiaxBlE6YizVIJQK+26KKKnwYGaRIbPJp68+QuxoCE9BH/JxmybEgvm5LWZS1b6FKBBLweM7J0gZHl6kcWJyh7zWJaf2+JO9s/xC+TxT+gGT0xW2R/PUwwRPDB2HG1miUMHxdGRP4+LGGJ+zznIquUnFTLPt5XClTj+Ubk3cTUxMvJpjveG81U4a71DetJj73kjwzU5uP4qfpAnrMN5fG681aT8opdwSQgwCXxFCXHvlg1JKKX7IWfjloP8UQEYUZOBrxBUTdIl6pIPQQ+TNLE/KI8iUpLGfRk/5BMUIejqUQnQrxMr3Na+lJuGFLM5ECGaEUCTZgQ6RFKQGunT2UohAwLaFPxBh3rQIbZA6qEdajOcbeJHG+e0xHhhbZblWol1PMDtfYd9P8zv778fWAmZSFa7sDfVNOSIFmjqqI1ACCFIQJiTSVVEHXTQ1JvA0UhkHSw/Zq2X4tQ9+gz947kH0kk825VCppFEPDJhvEzk60lMJ0uAPxghH4ciZLZxQZzDRZrebgUiAHvORU5cZMpu82BrnofwSV7qjhJHCsaNbZAyX4USLc84k/rBEhgpxT0P4gvPbY/i+hiIkCc3naHKfCaNCfr5KtZJGKpJgLYkWCyIrpuObjFs11twiCdUjY7jcfHaCzVGfE1PbVHpJ/v2NB/jXJ/6MEbvFqNaf0rvT3EAXEVktwfzAHteFpLuQx57vIYoQrKZoTNmca81gKCEPZxdpRAle5WnpdYm7s2fPyvX19Vd3xDeAw5PXW4o3JOZ+WCPVK2+///6P4gcl9zcqzm7VcX4S3gmSua+pPC6l3Hr5dh/4HHAvsCeEGAZ4+Xb/1ewrbBgogUAkQrzdBN22hcwHKBsW5ngHI+MRHlioPQXVDhGuQrhvM5Dq0lnPoLdUejM+asYHTyV5xaLbMwlDlc5eChSJ1CXaZIficyqq2w+45HydB8ZW+Zmhy9R6NoGv8fT6NDnb5Z4jawxbTb5y8zjb9SxXro7znb0pnK0UsmFAVyO51V/j7Jci3Ekfq6L0jTwaBvFaEuoG7tUcleUioafyndo0eiJACImhRlhJn4GTB0Rhf6351PQ+9miHRKGHWvJoen2t8/1emozpctfxVcZHanQjg5TqMmS1ONecJqf1SNv9eeb3F65xd3odp5Ig6mnQ7o+SjbqK07CYLVf4xPx5ZhMVps0D2rHNQLLDR09dYmi0jix7MObw7rPXOVXY4cnqEcpGi5za48OllwhyMYkFk1gKcpZDGKk850zz0fwFutJgTneoxglOGtu8x14mqfpM56vEmuT04DZDuRZCwnMbE6Q1l4zmMqQ12PFzr6p7/PWMuzeDt0uZ853EGxlzP+kI+vvj55X3v19Q5Y1S+bsdE/b3uJ0rEq8HP3XSFkIkhRDp790HPgBcBv4C+OTLT/sk8PlXtb9kiOoK1D2TsaP7qBsW5XKDMBkTxwK/biETEQx7xKECsYBswMpKGa2jENoSYcToer/hqjcSoxsh2aSDlvERbj+Zxisp2lMQ3tFh7I4d7h1eYzZxwKpb4hemL/LBuQUGsx3abl9A5PM3T6PrIYGvcc/pFUqJLqmJFtKO0BsKnemQKB+AEWPfNAiSkqAYonZVtI5AdQQooHoC0dK5ujZMeGAxnG/hR/1E3er1fbTvPbJKx+tfaESRQuhoxFKw30yxsVFk8YUJLj9zhP1zQ1zYG+W/bd1JSvUYsxoAvHd4mSBW+XrtOJ9afA92qYexo6P0FIjBG/NBlQghudwc4b7kDZ5uzXGuOc27iyusdEocz+/z8ycvMFpqMJWosuukqfSS/NH1e/jCwRm+Xj/O2TuW8fOStVqejm9yR3mLZpjgojPBkjfES36GdmzTlTq7UYYJu8YjxUViW/LU9TncUENEEG0m+uIqZo2DMIMuolsed7ea2+nkdsir41bE3E8yv/vDkub3/7yefP/reyOPdciP5rWUx8vA517+EDXgD6WUjwshngP+RAjxd4E14BOvam9NnSAlkcmQjZsD6NM9RlNN9jJZ4pUUqiaJMhK2LZRRhygRgatiHKj4xQiRDJGRQC6kkLkYcgGqGrO7UcDc0VGFJLKAMYfH5q6hiYizqZt8tz3LU9VZTmZ3uC95g3WjyEKzTCQFT+3NMJjuYKohJyeuEUiVzz93NyIRIowYfyhArekYTQ1nMsCZCFB6KmoiJDYiwtGY4WKTzZ0CiQWT3miMUCRShY2DPMaVBP4JB3lg8sJeEqPoIoRkqlRjeXuA0dEaWzt5CJS/XouutQVqAN5zBWpn61xtDeHHGlPJGiNmg380+VXW/AEubIwRdHV0FWIrRkkHiH0TqcANc4C/MXeNf3zhl0jZHmmzn/jflV+jGiSZs/e4c3KdP9q5l5TuIYTEq9qc35ulfKRCxvAIMhEfmlzk8aUTnCluc7U1xESyzpRVwZU6rcji6fYcuoiYsiosOWWyY038cwXcvM7IPTts7OWx1YAT1ibPdud4pjKDEz95a+PuFnF4YntL84bF3O0+Vw2vXg71laXpN1uB7e1cJv+pk7aUcgW44wdsrwKP/sQ7VIG0j4gF+p6KvprkijaMedNi9n03WfvCNMy2ENdy9LARhoRsgF8CVImZCHBbJqENiS2V+EDFTZro9OeZo0JAebjBP5z9Bt3Y5EJngmaUxFZ99jopFDHE/akbTOhVTDWk1zPpLWc5cvcGd+c3GDYa/D8XHsXa1nDHJPa6zvcquc5wxMBIgygWJI2AR4eu82JjnLVGno21Eqgva5lHAnXTQvEFfmjhHnPRVy1iHcyqht9LECVjFhsWarI/By7aGuQCpKYRZiKCcoS53l+m1d5Nc3khx+Bde+Ry/bn9xxtneDR7FaFI1Mb3Er0CHQujKehOhaQSHo8vnODu6XV6ocF9hVVebIwzkmjyC4XnaERJkopHxzcJIpVGJ0FisEsUKTw6vMi3945gDTh0Q5PpwX4TXNO3GS2skFB8nu/OYCkBJxNbdGOTVbfE/akbDM62+APv3XQX8gy+a4PBUosnLp5icWqQ+dwe87ldLsgffQJ73ePuDebteuJ4J/FGxtxrTdi3Mr5+3LF+WMn+1fLDGu5e7b5u94uf14vbRhHN3lIRkYoz1M+EIgS3aiOmPBa/M0U0FmNGCs7REHNfxbcksqeCJjF3NaJKCgoRmgNKAL2JCL3k8K7xda7XBvm7M09z3Nwhpzj8y82PsNvNUPMTHDgpcrZLLAXfah1j28mycGME1Y7IH6/xkfJlPr1yH45nkHghQayB2lb/elSttQVGucdjI9epBkmqXpJPP/9ujJSPdiGFlu8bkPTNOiDMxEgzQkuEhB0d62SD1m4as6ahOgJ7V8MZirGXdZzBGEWAsWj1hU7qKrGuEGRipCqxNzTcoYjt/RxfjY8xkamjCMn/+q2/hVbXkLokyAdYGwbuUEisqSiOgm0EuKZO27coJ1o8W53mSLqCImL+l0t/i79/7EnG9Sr3Dayy5eTYEDnySYd616YWJDlV2MHJ9ufJK70E3WCEoWSL5d4gd6XWmTQrdGOTE+YWrtT50v4ppqwKp61N/su7/oC/Y3ySm/tFzoxtsafnWNsqYSgRacN9tY1otz2HyfqQN5LbKVm/Hvyg5rvvf+xWypLeztw2ftp6p++jrbcFkQF+XqI4CtqOgeKDVCTyUobMUJtw1sWoqWgdFREoeIMRZq3/wfr5GK8oUVzBcL7FqN0gY7mkVZcr3ijVOEFWd+l6BqvNAgedJKYaMmy3MJWQF5YnAdD0kHorQS1MEkQq3maK3khMmJREiRjhKhTnqgQTHumEx2JnkDBWOX9jEqWtoVxJEWQkZlUQmzF+RhJnA6QRMzpWI5Pu8cvvOsd4roFZcFDurxOmJJENIhaEif6tUVNQXVAisCoCBH2p1kyIc8RD6ypIVyVp+FzZG2KznUOraogY9JaC6Gh40y6K2zcQ0VsKtWYSv2aRNlxUIfkH498gqXl0Q5MPTS5w0tyiESU4aW/ycH6RM8N99bSk5fcb3jSXv1l8gWGrScbyiKRg0OpQ9xM805zlMxsPsOSUMYi56Ewykex3lK/6JdqxhR9oRHs251cmKA20UPcNsqbDeitP2/+p12nfNrwdTxSHvLH8qDnpN3q++s3idlmn/VbjthlpN08F6FWN0AazLggykjgZIVUFxRcogSA+2aG7lOt3git9LWupSoQV4RVVUCWDEzUmMnU+WrpIO7Y5bW1ws1vkSm+Ue5Kr/En1XrxYYzpfZS59gBPpXKqNUlWSPLs5xehwnWo7SbyYQqjwH/ce7oujZGKMhoqfjVGzPiPFJtvVLDJUCCOFC+eOENsSpadgVQTuQIziC9w7epRzHZKGz4Dd4Ux6i+cbEzxausaqW+JvjzyNPhryW2uP4Xo59A6ojqBztC8BGuYl6Ws6QTpGb6sQC+wNDWcUsCOCTITaUllZGwRF4q6nkUM+9qJJbyJEcRVkS+/biOYk+g0T3QoILI31Vp6uazCX2KegdXl2f5q5LFxwJ5gzd/lK8xTtwGLIanFxe5T7x1c5mdjipjfA56r3MGi2UYTknx35EjEKz3en2XJzvG9wiYvNUX4reIwP5i/TNi12/ByWEvDbW49yenib55rT6EbE2cENngeef2EOc6SLorx1Tkhvl5PnIW8ePyqG3u7x9aPm83/QMrgfNnJ+p3nS3zZJW22rhAmJEoJXkJjTbYZSPQpWj4ZnI4TEVENuAqmEix9qnC7t84HSVf7fP/w53KH+vLKtB6y38jyhnEJXInQRoQjJcXuby84YZ1KbXOqMUfMSXGkOc227jIwEW1vDCAm7WprUhqB5hw+egtZRCTIxWkfBm3ZBCh6YWuXS/jBRV0exQtqLeWIrRmsrGA1B78TLUpwHBsmEh6bEjCYbHE/uEb9cANZFREnv8J3OLN/aOULzQgkEtI6F6I1+BcGoKvgTPu15H9FT6R33sFIeTiWB4irEArSWit4R+FJHCfsa6m1TRSr0BVyg32kfKMgA/OMOWqDyy3c+xzMHMyhC8kxthoeKy5wq7OBFGs0wwTe9eR5KL/KF2h0M6m3ePX6TpOax5pX4WOYC24ks1SjFS40Rvtud5cHUIh/IvMRLxjhfOTjBWiPPJ498B0sJ6MUGdyXW+OP9d5E1XLK6AwKCRn9UXbB7HGQyBL5G6Ku3NO7ezl/uQ25PDmOuz0/i9/1q37N3wnt72yTtuOQjagbEAjHqMD+4x2+MfINGlOR3Vt/P2eI6Wc2h4dq8d3iZuxJr6CJiN8zyySTkIKAAACAASURBVE98hRWnxPn9cWwtwFAicrrDA5llxvUqT8QnuOKMoYuoL0ISq+x1+nPZ7Fh9+8lxl/ig70ZV/vgWsp3Gv5DHHQxBl8iix4PTK6w0Syw3SnhXclCMiNs6mS2B+4BDuJ3AGZLoVkgm6dK5UaK1kyY747LSLPHkxeNoDZW5+9ZoRn0/6W+sH6G3lyTRFWj31hEv5fAHItBi/ByMDdfYvD5IeqKF6+mU0l2GhnZ47uoMRAKpSZzRCIwYY8UgtEFvqkgN9Ha/JB4ZEKGQmmxSSDikDI8/u3YXQU9HrWtk73J5oTnBPx/9Ihe8cf5s9x5OZndYcEf4jfLXWfKH6EQml5qjxEmFdmywHhSJpSBjuARSxZcqX2vcxT3JVQw1pJxuM6C12Q8zBFLli7UzpDWPQCqsdooQKCipAE1EbNRzEAlULULRDl2+DjnkncRrTbTf37H+due2Sdoj5QbVRJLpUpWE5vOxgQu4UueP9u6l3rN5qTGCIiSxFMxa+2wEBbKqw5DW5I9rR8kbPSazNY6m9gmkii4ilt0y3bgvArLjZriwN0pvKUeUDckMdmg4FoXjVapLRaKmjij43Du7Ssnosv3lCaK8RPEVYiVmduiAC3ujHC0ecH5lAiMU2FsasQbtmYj3Tt6kPWKy1cliaSEt18Sfc3jX9Dot32I00aS2NUSYlKxWC3zWvZOHh24QXc5iyb6jlnwujz8akl7U6N3jEGuSrq+TnWzS7ZkM5tv8/NiLfLs6R6LY4+MzL/HU/iwZ0yWMFZojFpYW0vFMTC1k70IZJQY54SAbBoWEw2ymQtVLksv0OGjkiXIhi0sjpIfa3BgcAOBd+TUsJaASpPiL5t0MGw1OJrZohTafKJ5DFxFJxWPTL/Br5af5i/pdrPiDbDh5ltqDhFIhZzochGmeqh3hkeJ1vFjrXzQ1h7k7v8HacJ4wVljvFsgnHbybaXwBcXTbtFkccsghbxDfn2Bfj6axd8IoG26jpP2hkauUtDb/ef0+UrrHTpDHlQY3GwXuH1nlGzeOMphv8/dmnuZCp6+kVQ+SHM9uM5moAVDUuwRSpeKnCGKV1VaBpO6jKjGXzh1B6wkUXWKs6bTdDNKKsfIuR05vktQ9Hi1dI5YKphJw7uFJSqaHqYYM2m2eem6e1ESLixtjiJqBN+qTf0EnsgS/+PFnKOstAG4kBvjS8glMM+Ce6XVG7CZNz6bu20SWREx3UdWYyUydz335AXQXetN9nfQwHSOkIMhAHChoZkiznUARkmKugx+pPL53ktFEkwfHV1jsDKIISRgrdHyTudwBs4lKf3na5UcxWn1f7EK6h2sGFKwus4kDPjn4FP9m44NUkmmEkFgrBm3S/OnAWc6kt8hqPSpBmgmzxpcPTpAuuhw3t7FVn1W/xBVnDJWYhOrz2xuPcrNSJH3EZalWYr64z8P5RSpBmuVemY8OXOK77Rl2nTQJLeBoZp8Js0rjIIVqR5ya3uYpbxZzuk3vINnXiD/kkEPetrxTRsRvFLdN0m6GNpUgxbHcPs9uTmGpAY/lr/LQyArtwOKf3/UlFpwRlpy+Jv9LjRE+Un6Jc71ZXmqMMJxoYasBX7pwGtHrO2RJRaL2FKJ0jO729cnDbIyc8viNM0/yl1tncEONbmDwWHmBJaeME+nMJ3cop9qsVIr8j0ef4yt7xynPVTDViPX1DDIXgKfSmI8pztR5vjbBh8pXeHdiiVqYZKzY4Fh2nxGzwRc2TzGSavJAYYVHfm6R51qTPHn5GOcXjmHvC5whiXGgEZkS1VFQPYHqg+srBI6JmvWRawl6tk8+4bC8O0AjZ7N/kEHdMQnLfdlWVEmlleRasswHRq/hdQ3knNd/DLCMAIC06vJvNj7IRLLGpeYUEujNeeg7Bpd2RigZXYbMJqu9IpeDEapOgv+2eYb2sMWOm+V0YoO7EmucMHe44I6xn06zclAkofj8wuRFPph+iQjBhlpkzKjyX3fuZSpV4+7cBpUghS4ibriD5AY6uL7OE1vH8QINp2tiHPQ/t0MOOeTtyzutnP16c9sk7VGzzpDW5LMHd+M0LVKTPlNGhZzaQxUx324fZ6k9gKbEnF+bIJ/t8scbZ3ECndaLRRYzEr0lELkYo6GQe9c+hhqxuZdH2zTxixHvu3uBG80Sc9kDjpk7XMsOs9nN8bHhi6QVhzWnxEJ9iGe2pnl0YpFKL8maW+DjIxdZ7pX54pVTAOh7BqEtOXHHGoYSkjccPr99B52yRT1MMJWqcWdqHUOETGVrlIwulSDNt3dnOaj1TT/sA4GfgaDsUyi1aTSS+J6KtW6gdUEECsIXqBUbfzjAcQxalSRCj9nbyqM2VWJTIlo6ouARd3UURVKtpfir8CRz43usPjOOPxyQs12KVpe80UMXIUWzy2PZKyyfGmDh2hj6jkE07iKX05yzJinYPQbsDr809DyXeuNcaQ5z1OqbGV1zRshq/WmJO61NvlC5g6lSjce35/lXx/6cCIFBTDc2cKXB3fkNjlh7PNuaxYl0jif3eG9qgT+t34MMFAJfo5Rv09NM/DEfeWv70A455JA3icPk/dNx20wg3mmt97u7M1vMz2wTScFn62d5vHGGb7bm+ezCnVxYmeC569PIA5PKRo7tS0NUDtIEuRhR8FCOdzh+agNvMMRQI3ZrGagbRAnJ+OwB290sd5c2eHZziv/96scIpEKll+DTKw/wfGea5XaJlOFhaCHP7E6TNV3GrTq/d/lhvnTtBKlLJlpHAQnSiNlppxlLNKh6SY5m97nQHOPO5DoFo4slfBacEbK6w1dvHuVifZRqI0XkqohI4D3QZv6xJT5x5wvYeohQwM65WFXwMyCFRGovS6+qErmWwF4zyOZ6oMVEqRhZ8BGFvkmIkgxwd5LEvkpjP83N/SJhWqJ0+tdlhhLhxxo3vQFOpzcpqh3+v5k/Qc36BMM+2qpFmItoXi6yUc+R0V2W3TJjRp0wVvhi9QyBVHlqf5ZKkOKCO8F/qd/PPdl1Or5Js2vzqd33YYmI1bDIojvMX+zdgS4i/mTnLKvtImWzzd/Ln8eVOr90xwtYOZeoq1Gpp4kjgblh8Crkxw855JBD3rHcNiPtK94oZb3FgNZiP52mHVo8szWN4xjEdbMvxTnioeoxZs7hkYlltp0MY4kGthrw7P409w2s4sUa3pxGy7UI6iaK7KurNRyLXSfDjb0SqhrT7CR5IRxnulijbLX5ywt3UB5pcFBN932lHZWKIlmSowBoXYXOHS7qnokUYNRU4hGFZ3eniSW0A5O07nG+M8l96RUudCfY89J0AhPDCFl+YYKoEGCvGqh3N/gXJ7/AN5rz3OwWOWimiJo68YFNrIPRBs/pm6LEhoRIEA35aEmfQrLHaLbJte0yHz56hUZg892NSQJPAwmip6J4AllNEGcjjJpKy7WwtYD5zC6PpBc4151lyR/iitT4n04/ze8//zDBhIeQgjAtiH2Nc7sTqIqk6xr0DpIoyQB/UuVMYZsn1o+TTzicyO+iEjOSaqKrERf3RnipOEpR7fBY+gqWEtCOLN5dXKESpAikyr+uvIdfyD3HA6llLhTGWFsYJzI0NB9EKPquxYcccsg7htfaQPZWUz57ra/3tkna36od5VfK59gNsjy7O00x0aW7mYZsAKmA9ESHgWSXs4V1ynqLG+4AO90MS9UBhJAUkz1udot0ApP57B5f3D6JPdhDCImzlaK9m0ZvqEQDAXFXRRqSnpvkykGSa20VFWhsDxCXIuxtDbccIa34r+fHg8GAgVIbN+vgXMvhFyOMWKGQ7GFrASezOzy9N8O9+VU2/QI3OiWuHwyiPp3Fz0mw+//n+PvWEULyteYJnt6aprWfQumpJHcU3IGYMAVSASUQqC6IqS4nh3Zo+xZJ3WOpOoBtBOQzPZbbA/QCg3TCo9I2UWKB1hUEYx75QofOpSKxCj1Pp6omqFlJPr33HsJYwcoFbLgFvnj1JKKlYwx3mSrVkFKw005Tr6Uw1kz8rETkfWTDoDlsoykxsRT95rfQ4OHMdXa8LC015I7yNl+tnyCp+jyYWeTh1DWe7c5xrTvEPyp/lW/2jvHZzbvohiaTdoVQKvhTHvqaidYTxIel8UMOuS14sw0/Dvnh3DZJe8hqMaVV+b319xFGCutfmyR/f4Wc7ZI1HB4orLDl5bnWLvOX1VOMZpv4ocoj40s8vTNN3uzxSPE69TCJguTe2VXmU7ssdIZ4/uZR1LaCdSAIR2KUYtQvU3c0jOEu9nCAZQR0XJOfnVxgz0uzWB9kJNVEU2IubIwRdwwqNwroZQf7eIPOVgbP1VldHSG2Y1rTFnO5Az595X6CpomwQ2jqKKMxqiuwjzQxtJDVSoFg32ZRGYMY0CWKL+ge9zASAVGkYOgRUkI+3WMyUyeWAifUGUk26VQTzB+/Scu3qDkJKo0UyYTXX98e9ZM9HZ2OZaEdb9Fr2IR1GykFVymjCslgoo0iYv7qwhmEoyDNmDBUSekevdAgipS+XKrW13FXNk3CMY9YClp+39+70koylm6gi4j7MiuMFOs82T7GjptlN0ijZyMsETBvbfFg8jrfcWY4bW0wM7PPd7uzzJl7xGWFP+ycpVXS8IdjkssGSvimhuEhhxzCWy9Zv5VG26/1dd42SbsR2PyTG7/E6k6RuKujnuzxUHmD3xj4JjeCAf6Pqx+hezMLJY9iocPRzD6/OvIsuojIaC4lvc26V+Skvcnv3ngE+fJo8BcHXyC+X3D+2aM4Q5IPzV/lztQ6/+7Gg9RrRbiW4gM/+ywqfVGP4/Y2ihhjYqTOc9VJBuwOv3ryHP/h4gNYN208P0HQUmDGI95MEGdD1KbG9uUyG+lSXySkpxCpKlgxyoCP3zY4XdrnhSszKK6CEvZLwVEyRmupSFXynmM3OHBSLG0NIrUIr2qjZzvs9dKcLfbXeg+bTXIDHR7KL7PuFfjizRNEXZ3CQJ32RoYo3Z8Q1msKfkIn1FSUloY0+h7aZ4rbbHTzPFJc5Fu1ub4crCZBQlw1uSRGCbo6RtrHtAOUjoWfgaPvXmUqWWOhWeZXRs7xUm6c5yp9jfY/PTjLb458ia0oSzcy+dvlJ3m2O8dBmGZIa1CLUvRikyG9iSt1FtxRdBERSYWv7x+j0+5fBNhrBt2p8HBO+5BDDnlb81ovMG6bRrTnNifZPDeKccOmMNrg3dMrPJC5we/sPcrvrL4fgMJcjYmhGmcHNxjU2wB8oXYHJb3NM/VZbnaLfLV+gqP5A2IJncDEUvoKaVEqIkzGpDWXr9eO07hcROv1y8nd0OTZyjT3plZwpcFHshdIKD6PlRcYtRtcbo+QSrtIAfau0nft0uO/HhVKTfZlQwOF5JpGlIwRZoSe9jk6vE96sMNidQD0GGtfQXUEUTpGpkLCXIgYdsnpDseyeyhaTBhomEWnL6xiuHxze45/OPE11p0CuYTD+fYEphIyV6pw17FVVtcHsHdUEqs6USFA6oCjQtUE0V/65rQtrjfKRLHCkjPI5Z1h8BRQIDHYhWxA0DTREiGqGuN2DNzBGCHhsYEFAM4W11GF5Ga3yFYlR8u3iKXgi+0ztCObj+VfZCMoMmbUiFC44E7y/sQKL/YmGdHqTGl1Ttkb/MX6Kb7WPMFuO41Q+sYokSExqirRW98v5JBDDrmFvFVG2K8Xt81I29tOIgdC7pm/iaWG6CLm2dYsXqwxm6kAJdZ3CpjlfqbsxQb/5+UPE0UKN7IlFCF5bOgaJa3NE5UTfGziMgnV4/nuNKYSghGDr/HnV++ikOugznTwDxKYoy2cSGfA7vD15jynklv87vajhLHCHdktnEjn+bUJlDUbUhK33F+bnTI91qIi//ier7HjZ1nplfAjlcRdAXPJfb65PwfA4s5g31zkhWFUQ+IOxtx1zzL7vTQb6yUygx0+MnmFKavCjp/j3dMrLNYHOZrf50pliIZn44cqv7f5CPOZXa4cDBGlBNfaZW7WC7TXsiT2FLy8xD7SZNR2qSSTiIMEWlfgFyKUVECx0KEX6Eyka1yqjXJksMK19UnU8R69ho12oBNmIsKuTj7bxV9NITUwjze501rHEgGWEmCJ/nrvB2duoCD5ztYkvdDgl6df4POdUwRS5ePpS/zuwfv4cO4Sn22f4ruVSW52ixxJHjBlVRhOt2kFFhKInP4acyUSBJZETRzWxw855JBDfhi3TdJWAkhOdjid2eaUvcl3uzN8fuk0Uaii3LTxixFqxmd7N8/2fg4ZCUS77xm90TVQqzpfBardBL84c4FVp8h7c9dJKD6/mH2eCbvGZ779EMZVm8apmGjPxh5vU0p1Sesu92VXeKJyglGzwfm1CY4M9xNvFCvIPQutJ1A9KN5ZQRWSIFIZK9fpxQYPp/te2gudIZxAJ5QKthawcH0Mo6qys5xADQSKL5h8cJ3j6T2GrDYlu8MHSlcBeKE9yVqnQC8wsPWAF3fH6G6n6ZQcpgeqhLFCSe+QNH2efOkY2Zd0vAGJrkKYlMSDHneUtzme2uU/t96FXlMIUxIEpNIubqBxZnAHP9a4b2CVK81h7NkWQaBycnaL/aEUipBUGykMNcKcbhPHCn//2JMAPFE5Qc1NUrC6jNgtzqQ2CKSKpkQcuCm+3D3GgNZm2S3zHWeSd6eXaUQJepFJ1uj7lXcikwm9ykyqQs1PMpFrsA50V7O4IwF62ieKb5vizyGHHHLI685rrQz82DOkEOLfCyH2hRCXX7GtIIT4ihBi6eXb/MvbhRDit4UQy0KIS0KIu1/tC4lSMQ+NrnCuNsW/XPgwf/rS3fiOjraY6M9zxhCHCtJRsRI+qZxDYktF7SrouwaxDrvfGabTsHmxMY4T6Sy7ZQKp8h1nBlXEzJ3Ywj/ZQ11IojoC/0aGlY0BzlfGOdecYbE6wO8/9QhjA3UW14douSZt10QJBH5GwgMNGp0Ec7kDxtIN7i5t8DczF3jJHeNKbZidF4doXC5y4KRYuD6GiARirkP+ngPcaY8Tjyzxy6PfJaH4/GrpKT5Rfp4IhRG9zpXaMB8pX+ZnRy8xYHfo1BKUZypYZkDNSdBwbX7/u++l9uQQ1qZO83SANxiheAJ/KMBOeRw4fcWxeCWFkGBWFKxtje6NLAkjYCpRZaVR5EanRNlqM1uoEkcKVSdBKdFFCMnYQJ2k7vPg+Aqeo3O+NUk1SvHi4iRblRyKkHQjg0qQJpYKRxL75A2HJyonGNerbHtZvtGY58XeJAdhhmdqM1ScJJYa8sni03Rjk0GjTcHoMmD1L0LibAB6v6fge/F8q+LukENeyWHcHXK782qGNZ8GPvR9234T+JqUcg742su/A/wMMPfyz68Dv/dqX4hVdDiV3GQ8WccyAmRXAwF+NiacdUmUuwCkhjqoaozn6rgDMaoniHUJisTPSrQDg4XdMi9ujlELkugi4lJ3nG0vx3xul48euwyn2wRDPpEdg6dS7ST41o05fF8DTbKxlwdFUtvN0rqZQ6oS1QXHMfBdjSm7ykP5Jd6fucpXuseZM/fImC6jd++gH2lz0Elib2lIPUZKQaWR4uT0NnnDYdvPs+3luOD2G7k6kcXXWyf4G8PXUETMTWeAlm9hpj2qjRQSOF7Yo9ZMou/p+PkYdyTEONAQgcArRRi7OnHcH92vOCWS83WkAG+g/9woHXH3wCat0OKugU2Ul21O/VhF1WISesDPDF6h1koCkDZcFpuDzI3uc3dmDV2EmNs6cqu/bm3KrrIfpNkLMgSxRlrvW5H+1+r9nEltMmw2uVgf5WuV46w3chzL7VMyOxxEacb1KpFU2HUzpDWXjmuiaDHagYFYSbzST/uWxN0hh3wfn+Y2jbvveUof8s7mx5bHpZTfFkJMfd/mjwPve/n+Z4BvAv/05e3/UfbH/98RQuSEEMNSyp0fdxzLCPh67Xh/eZUUiLgfnEfObPZNLdSQkYkm84kd/mrvFFtkYTagU00wOlaj2k6iKDGep6OqMYGv8aUXznB5ephYCrqewd+bexoAZ1JnuTVAL9A5qGVwewZCgfhGCvIRyQt9kZNYBamC2YDm6YBMwqPXM+nFBuea0/TSBiN6g3+1/EEeGVpisTNIrWfTvZlFZCSEgihSKGS7bDWzzGd2+dz6HbiBxneNCR4buc75+jiWGtI07b73N5IHijdZ3CgzNlSn6Vg89dw8ii/QAoHqCsbO7HLs7j0+VniRf7f1Xq6cm4HFFDe0CCejo6kxwYSHfd3CK9CvQjhpFCG5M7vJartI3ujxYPEGsRT82ugzLHtlfuPUt7nYHmfPSbO+WyCX67Lj5zjfmkQJBKYDsex/Luf2J3l0eJGl3iDvzV2nHVh4kcZ77GW+K6bZS2QAWIpKfHvlCP/inr/khFGlEWt8Y+8o05kqsVT4xZkLPFOZ4cb+GDIWSEe9pXF3yCGv5HaOOynlXyfud1rz1Y/jnfR+/LRz2uVXBOYuUH75/iiw8Yrnbb687b8LYiHEr9O/OsUiwWi22RftOLCYnN9lz0jzK0ef5/n6JIYa8ty1acIjCieTWyQ0n7uGNjm3PoVe0alsl/FGAoy0z1ipwUE7SRQqoMUcPDuMOxKgtlX+yHwXY+kGN+olzpS2WWkXOTW2zV4vxe7NIlZTEAxFdMcUFE8QFkISqzoAalOlJZIMDDf54uoJHhpb4fHdk2QNh0eGlljuDnB5ZxivZiNUiTQk6ZE2GctjayePWjH43NJ9RKkYNeNjaCF/uXqKbttCdjRQ4Mr4EI1WgtDTUIyIjbUSWkNDZiJkJNDPNDg7vMEjuQWKWodVf4BjmT32TqfYWyrhV5JsxgJFkQhFEmQksS0hGZI1XJKqz1OVWVYrBabSVSbNCj8/3MZSAkpamxG9zr6ZYbubZWKohhv27TSPp3b4xuwx6GrcqJU4m1snY3j8+dKd/Nt7/hNJ4fOF4AwA1/whDBEynahwvjGOoUX09pJEUnDVLzKgtrG0gPVOnn8w8U3ascVeJkNz3qLVs8D6kX7ar2vcTUxM/KhjHXLI93hNcfd6xtw7KTkd8oN5zY1oUkopxE/uzSSl/BTwKYCMKEgn1Lm+XUYp+uw8M4p9Z40vbJ7i70w/w//11EdASKaSNa73hkjpHhN2nSdrx7FcgVeIUO0IISRd32C6WGNdzeH7GvG8j6jYGDWFrdUSW2oRYUQ83ZumlOmy1sjTatnoDRVxXwPRsojTIdaEg6VIukEaJxQoJQ9116Si///svXmMZdl93/c5d7/37VvtVV3d1dXr9HTPPsMhxUUmNSIli2Ish5ITWYId+w8nBowgQIwYcoBAsQPYcGAHMmTBWmAIUqSAFrWQEvchOZx9pqen9+qufXv19vW+u578cZv0ZELN2jNdPVMfoFDdt+57dd65vzq/s/x+31+GQ1MNvr26yKhv8LfOvsSOl+P5iwsYNRVDAX8sZH5+j/bQZvvaGFZLYTQWYtY0onRM1DFoVy1iO8ba1RARGB3ob1SICzFWWyEyJU5L0DsWgiLRpoYMOjbrmQLVdI7/6+Ynmcm0AegOLaQdQyRw+yaGHZDNuvT2TNSeAgODlakSPc8ga3n82rm/4NJwmmmtxW6YYxTrzBt1fKnyQGoVRUhO2om62dJgjL8//l065xz++Np99Do2l/uTjDtdmq7Dql9mwdjjn0x/jR8MF/nN9Z+g3k9x38QmjxRWWczUuFks80zvKF6k8bH8dfq+yfH8Hr3Y4mP2MpeG05wsVnlkfpl/c6vM6vthdw8++ODBCHjA2+Kd2N3dZnMHK/n9zTt12tUfbgMJISaBvVvXt4DZ19w3c+vam7K8NgaRQAQKnOyhaxEDz+Are2dwikN8T+fZ6iE0NaJay2E5PseObbNkjyPaOtFIJW4b1FWbTrNEmJLIdAiRIDPdRU4J1KFJ5CvQNvB8le1dB72nIAzQXMEvLz5LJ3T4w0sPJqtVIdGKI+JNh0zapT8poWFizEQ8OrvKqfQ2364d58pSok8eZiSi4jFe6DEKNTptB72fnLlrXZXIlhg1Fb8SEZsxelsldCRhJsI9FIMqsW8m0qGxGRM5gs/c/yqD0ERXIr5z/iQrW2V+p/0Yo2qK1DGfk/kqS0oFFIm9quNVFLLlHpYW0s6FiKGKNlRY2ygj9JjHT63wVHeRw3aNoppU/VoNKnyze4rHM0tcGU2R04b8/vYjfLy8xFGzSoTgcneCKFRRqybNOYePlm7y/etH+dfhp/mFIy/zmcyrDCOTcadHSvd5KLtGhKCoDbgUTXKlPc4Xps5zYzTOLx96hnPWGvOaz+91zrJoV/mFwnOcHx1CFW+40r7tdne7eO1Z48GA94Fj39rd3cDB38bt5Z3m1/wp8Hdv/fvvAl9+zfVfvhVV+SjQeavnO1pNx1nVsTdV/ud7/4rabg73Ro4La4lDNMyAoj3kl+ZeQEYCt2mz2c6hbRsovkCv6VjbKqkVDaMjsKsKelVHuCru1TyD9Sy6EfLA0TWUygg1FYAKkSmp3LPHiU8v8eXNs/zh5QeoFLuU0wOKjktYs4hSUaLXbftITVKx+7iRzjeqJ7m6NpnkGbsK6rjLz5x4lZThs7tVQF83iYwkJUuJIErFhGmJ3lZBgHa0h+oKtJ7KQydW+HsPPMU9T1wDITHaCoXjTR7L3qRs9un4FsXpNosze3gbaZSRYG2rjBvp3DexCYokyElUVzCW6rOQq6M5IQgInTgRUunpxFLhsF3jle4sf9U/zTd691ALk/PubmRRD9I8WT+GG+p8u3aMWphhN8zzj6e/iW6E6F3BlWsz/KB5hF86+zyT2S5pdcRGUKKs92h7NhWrz/32CiqSZpji3twWbpAcM8wYTXb8PAYx3xrOEMQan08vMaF6jGldIvmGJnnb7e7d8MPzxdcHB/111w+4a7mtdnc77OJusi0p5YGzvo286UpbCPEHJEEYZSHEJvDPgX8J/JEQ4u8Ba8DfvnX7V4DPAjeARDGwKQAAIABJREFUIfCrb7UhUpeEKcidq/N7G4/xwLFVXrx0BG3XRDvmEktBa2Tz+2sPoZoRsqOj3MihOhBLmaRlFWOiVIzaU5k5u8P6ThHNiFCvpDDbAmUtw0vzDvq4y2Shi1dQ+W8OPccfrD/EKNLZ2ihBINirVpi7Z4cvzjzPbwcfobZWoL+TRuuq2H3BU8ZRCBScdQ0tkxhj8WyNqXSH690x1qolnGUDqy5xxwR+QRLMekyNtcmaIxzN56Wbh3BbNuUH6jTqGZ5fmud55pmYaBOXA8KGngTgiSCpQ52p4mgBT104huYJwnyEosa4kU5r5CQ66i2BV47p+ya/duhP+c6VY2DGCCNGKBLpqSx1K+x5afqByW9f+QiHyw0+N/4qc2aDTb9EGKtMO23cKHHwv7v6GP/t/LMsGrtYRkCvkKyEr25NYKkBx7J7qEj+085jnMru8MWp56kGOb7aPcvP517kN3qfIqOPmM81GUmNU9YmU3qLm0GFh6wNTpk7/HHvBBnF5bneAnD1fbW7t8vbHSwPCi/cXexXu3tdG/8/31/L7bCzA1vd37yV6PFf/Gt+9JM/5l4J/KN30pDYkETZiPpqkTMPXOJ8bQrhJ0Y5WMpz7tElbjbLtHey2JsaSpgIsoxmfURfQwkksSXRcx4BJutXx5G6JK4bxLmYeCQgBhEJok2HdU/DTnn89s3HeHB8gwuNKdBilIGO6gmmUx2aYRpLC7nvnhVevn4IqSmYLUFk64mDLEpiQ+IsdJjLthiGBmvNAlFXR8QwmAE/H0EuIJcbsrVRYtuM+JunL3DemCHyFRr1DKKto/oCEUK9OobMR8SGpLabY+NQkZI+4MagwkYvzyfOXeF7N4/CQKNU7HPIafLS+izKSCHIScz5HqcKuzw7PMrn7rnIU9uHae9kMWoqUoXrygTl8S6troOqxrihTj3IkNOGfL+xQN83mc82mLNb/OGlBykXejzbOUxGcTk3vsXzTxcZpGLitkE8K7DVgKfaCzxYWGMU62SUET3FZsvL045tfqnyNL3Yhix8tXXmRwIsgVS56M6Q04a80pvFUEJK+oBO5Lyvdvd2eDerm4MtwruD/Wh3P+St2N9+niTuxzbdjewbRTTpRExPN9ney1MdZehcK6K7giAfQyZEU2KKqSGdKJeUi5SgeMm2epiPiFFQXJGkJGkxEgViiDIRdtEFIFzKoPWTtKlgMia8mqVjSl5WJK1OCic7giUTPy95aXsGcyYkloK1TgGtqaME3NpuTlb2YmFAJZvkj693CxTtIe5mBiEkkQVIwdyJKnvdNN2unRTo8BWutCdQ1m3iVMzcfI1W3mYwsAh7OpmJHkGgEQQqKcfjle4s11sVPjm1xIsrc1RrOX7m1Kvc6FU4l9+k6mUp5ft0Lqdwj3iE22l2KxkuNifZ2C7iZEcUp9v0cjbqlRRUdTqODVIQjDQaA4dAqny3sUjZ6nN1fYJ6L8Xz8hAyBiEkJ1JVfm/zI3xy7DrfHY8xaiqpLagfTRNLBUMN+X59gawxoh04bA7zPFZc5vJohlPWJpYI+Er7Xo46e5wfzPGp7GX+96XP8i+Pf4n/VPsIz24eSoRd8h36wQdffHw/D6wH7D/eyWTxYJL4wWXfaEbqNZ3m9yaYGmtzeX0S1b01sDkRXzz7PABz6RbSitBckAL8yYCwFGI0VMgFZG8K2LIxtwyEHWLtaklEdc9E1yKCfERkS9zDPlErcQ6pLYXaXnLeXUjdcu4Vn8l8l8utcTquRXMzT6xLIlMyHJdIVZJ5qMZUscPuSonapQrtFypcWZpG2hFaZYTqgjzRT8pq1hzigY61YWBtGixdnibIR2h9hblMk8enVzgxvct/95En+YnpZQJfI26YKEIybbeJYsEff/8RxK6FHGjMWk12ulmGscGF+hT1V8YYjUXYyyYiFJx/5QgbmyWEKgl8jTBSiWMF74iHWBgglh1kzUQGCinTx4s1/s7Es2z0C1gpn7liiyhUODm7y0KuwZTRIqN7fGP3RCJms+DiTgiy5gg/VvmHk9/hULrJIafJTxde4cHCGgCdKMk9zyguXyi8yMaoiKP4bAcF/uXxL/F/bn6aQCr4no6UgtV6MUnVO+CAA37Eu3W6d9P59wFvzr5ZaYeZmKAc0RrYiIaBPxWgNXTm52p8fesEv3LkaepBhunpJo1sCu1yhthJhDhiFaSr0j2aBHD5uRgEeJWkzqOixfTWs2DHKKEAO6Iw0aVTtHGFg9LWkWmfjmtR+cQ2Pc/gsfIK399bYLeaxiiOkCspIlMy+cgOphoylerQC0xWzZjUkkbvcAQCVCckGOqItKSYHbCxUkHrqIT5iNEhD71qoLoKMhER4/vXjzIz0WLg62ymCniRRjTU0AcKj0+tAJAyAoIVleFUjF0ZsjEqomsR5xsz1LdzmD5EDgQpSWzHmEUXr2EjPQXRMPGOxxTzfSwtZKeRQ5oSqUjEQKO6l+NZZR5dRDxeWcYZ94kRtEeJ+tnfKF6mqCaBcI7uIxUIXQ2Zjqn2M4wCjfZ0iiN2neuDcZa9cV5oHWIxs8e51DrbQYELw1kiFGKp8GxjnvSYx1Um+UT5GrN6k+VOGV2NkFKwpb1h9PgHioMV94eT2/W8fyi28lZ4v9O47vRK/4OctrZvnDapEEYq7nYaVElqyWBw3GPz5SmMhS5PtxeYs5uMOT3K9oCbWoS/mUHxBEZXIKSK1heMxiNELFC1mAhAj5EtA72nEOQC4tmQuG7SCAXSU8ntCtwKRDfSBIbk+MdWMJWQr26cpHO1BIUAv2WRPdFm9GqehWwdL9bYHuTo+ibjk22qUQE1FTJR6jCTafPiU8fRTnU5Udgja3jc2K4gWgYSlSAfYRZd4uU0sSGRsWDjZgV7bMiV9jirN8bR2yrKQp/vbh1BVyNURdJbDFGzAb964mm+tHGO2lYeMVIQQOb+Bg+Nr/NSbYa5bIuU5vNUdISgZ+DP+GiraWpZG7QYM+sRTo0wtIhoOU2oa+y8MsH6R1s0PYem63A0X6e6nadmZvj17c/y08cuMe70WO0UicY91JpBVAhp3igiFclv5T4GwNFMnWaY4sHCGn+0fB/KoSTf+5i9y5/X7uUz5cscd3b5bPoSI6kykiqXvCk+PXmVv9w+yaFsC+WNU77uKG9nkHw7fJAHmAP+/7z2eb/Vidvrbe+d2MtbsbP3whbfL/t+7e95u/17N7Fv9iIVI8IuD7F3kq3uwXxIOu8SpiPczQyLqSQ1UhGSi1uTDLoW5sQQpCAyQe8J3NmQ1GyP0mIjeVMJ+ApkQ/xSRC4/JK6bjB+rIX0VtaPRPRohVQhTMVE+xI81LjSnae5lUULIXDHIXtPobWVJn2vw9OY803YiajKZ6lJvp1HTAdFAY8zp8dL6LNGYj6FFlI0+Xd8kDhWsvaQEpfAFfs0hmh4RpWIIFNSBiqmHbNQKWDsaRlsgLmYYrOToXinx6Pgqj5+9zrGpKr/xg09R3ctBJJB2zLF7NhmMDC63Jhj6Ohd3J3lmY56waYEAYoE6Amddw9zW0fUIAfg7KWJLouZ9IivmqStHSesen5q8zgubs2h1HaFKQlfjm2vHmLC69FwTbdtEdQVG2kcdd1GHCsPAoO+bnG9MU/MzjOldKukBKjFHjD0UYn554geseyXWvSK6gEZssxEWuepO8UpnmnGnz6P5ZWwtuCP291b5IP3xH3BneK0Nvd65vNnrXps+9V5MIG/nLsDr2/t+8GE4Ctg3K+2oa+ClBGo2SU0CGGxnsMcHuD2TVuhQ1vvJvX2ds8fXcUOdbnpI5wfjeKUY4Sn0d9L0FVBSAeQChAA5TD5meyuLMTFkd7XE+KEmNSuDsmuhuQIlVFCmBjy7eYhiegixQOsL3IrErgmIYKHQoOam+crqKYJAJQpVoqFGpjxgZnKPQWAStE2csQGWEdANLRw9aUN0po+yc6tiWQCRo6C4ClKBow+s0/dNul0bISHIShRPENsxSqByxK7x9ZUTjOo2ztiA0UYGmQtQjZjr6xPYmRGbr0wmgXKA6gtsD0JHQcQCqUniW086uJAHWyIrPqKjY1xykDocumeTQ06TJ3IX+LJ6BvtkC02N8R0VCRS0IcO9FOrcCO2Gzc8du8B3dxdoKpLN3QJCkTx0ZA030ulENlGscLk7STe0mbWaTOstHMXncneCL5n3cMTYYxCbXOhM03AdHqqss+xW0PbxSvuHvFcr7ruRN+qHgwnOW+PAnt6Yt7Jafm3/vfb+t6rXfjftdu0bpw0Q93SMhT6l9JDek+MMpyPclo3aVfnK1x4iKIVUptugSFZaRR6dWgXg0uOSrfUSIlBIrWmMyhKlpRLkItASMRMRJYUzfFtHpMJE+rNrIJ2YMFCIHElcd3jg9DIXNqcxt3W8SpyckT/SI6VHbPTyDDwDd2gSBwpylKyefV/jytUZMGL0vIfn6ewNDdTyFsdze+QMl1c3p/nCTzzLNzaO026meGhxle1+jjBWuL+wwbd3F5FtgyAliTIx0ohBSMpnGvzbbzyBEgLZCEWRyHyAvmug9QRhRuLvGSAgKEaoA4WgECH8ZBPFqgnwBSjJ2b/eg8iGbGFI183gzsY4lSQC3os1fr/+GMO9FKN0gIwUGGhkprt8t3YUs6bCnka4OMRRfL4we54bwzEuNScxtZDWyOFkeZd6kOGh8hqvtqdIaR5pdcRumCdG8MnSdS4OpuiEDpd6k+QNFzfU2fMynN+aZhR9/Q5Z39vjtX/gH6YB9+181rtpILzT7Id+2m/P6+0667fzs9eznz73m7FvtseJQXUVxnM9Rr7O8ISHNTkAmeRwB4UINRXSbKdR2xrdnQzffPIc33jqLLsXxxCBgnRCBsd8lBBiXZJd0tCbybxE74lkJRoLpsba+L6GWVWTgKxbz+vk8U1GkU4wSNS7YifCuq9JITNECMnubh53aMKOifSTgiRqKsCvOgg7QtyqCR3XLIybNl/77jm+uXyMz4+9zD+493vsjHJ0Og66FfLiyhymFvLxyRv0I5PG+TGUkYI2EowdbqClAjLlASV7iOYKIjtGa2j02zapiyaxJhkdH6Ec6ROWAmbO7iCsiJkzuxRn2qBJ0CReOUbEgIQgG6P3QcTgXs0jnAh7Q8PdTRPEKt9YPU5tlOa+0yuoWgwDDZH1eXRqleUbE8Q6hItDUo7Hl1bOMqW3KekDZjJtcoaLF2kcNve42S8zbbYoWwP2vAzzRo2U4rEyLPPVvdPURmnW3SLnspsMQ521aonWyGEi38OP9tU88i3xbrcA74YB450qvH2YJjTvN29kd6/fnn4zG32z5/R+K/y9mcP+MCsO7h+nrUniUkC1k2EwNEnlXCbzXQgF6kDBWdMQQhKHgtTRDmrOR/WTl0apGMUVGNsGYqRinWwTFUJECEE2QvEhMsDeFehVne2lCmzZjKZC1KFCZEms2R6GElHtZzC3DIIjLmpHo11PU10uM7yZw1oxUZccYh2UgQqBQjTQEZFASiiXeqhXUlj1pFv1joLftPhXVz/NllfgqQvHcC5bBK3knHu7leMbm8f4s1fOwvwQFEnp0V0sLWRxco+PTq9w6cY0kSVJL2vEpkRp62gjiAohANnUiHy5z143jW4HrK1W6A8tSIVIK0qKkXRBaomwTOdYhFQgKIXIUIAAqUqGt2RGO75Ny3N4dH6FU6fXMayQo85eMqEYCGJfpbeVpdexuTSc5un6YWw14PzLC+RNlzGtx4TV48pgkqw+Iqe7/FX7DN3I4lxmg3P5TWacNpoS0YlsNroFoqGGqsSkDQ9V2f/b438dd4PzPeCDx/t5brwfHOV+aMOdZN8sa9I3dOJHOgxbNpXJDrWdHKOlHOVTDUwt5EiuTn2UJooVbu5W+NjCDV6wZ/HbNkpHT0RPUkkOdX8jizZQ8AqgDpKiHKoL3WMxSBChwGwJfKkSZiKEE+KYAZe3JwgGOqIcIRomUpeIgYo2UFB8gdWEzskIaUWkikMUIXFMn93VEmrdYHC9ghYACoRO8t1Z1xjlDdYHBbS2ymAuRO+qhOmQUd1m7liLZpAnjhViXTKfbRJKBT9S+er5M6ipAOeygVQgtaHgjkmGkxKhx5SKfY7kGyw1y7h1B6MwQs/4WGZAFCnEDZMoFRNkFBQfRCAwO0kFMQKBSEcEaYkyUmj3HXQ9mQh8dvIiQaxxT3mD/6X1ef79C59Ac0UiKlPXiSs+pw7t8O3dRdp9h82XpxCGZHeQ4deu/U0MNcKPVP6rufNcH4yz42Z5cvMoH5+5wc8VXuKmP86On2fVLfFTM1f4pnqMnx67RDXI8oIa3lE7fLe8nW3zu8XJf9gHydvNe7UN/doAtdsdNb2fgsk+7DEA+8Zp94+ElM0AtRwzCjRUO8JsGnxq+jrnmzPEUsFSA+4vbfCrM0/x4mCe02O7rJpFGtUKUpfIos/fufd5Jo02S+44P9g9TP1mEXWkoPcFQVaQmuvi+xqpYy6fnljBjzW+tbJIs5Ui9lWUvkZsxMhMhNbQsXeTYDERQ3chRhkq6FWVPvDIiWWevbSA3lbRuwLVg+FUslKM8kmFLXtHRbmeYuJoj7XTDQauSX7exQs0UmM+G608wg6RMaTnuowi7UdyrcJTUBoaoZMUNvHHQ1AlxraOfcWifkzQG5qIyxmYDghcHYSkV8uieAoYEr2drPr9vCQe9/CFgd5XUDIBipoUMlE7Cl5Rx9BDCuaQVpDii4Xn+N5wkdNjuzzXOUxkJTngwlOQnsrp3A5f65xAfTFDlJUYhwe0XqwQ62A1BUFawhzcn11j1Shzf2GDk/Y2u2GeMa3Ll3buYxTqnK9O87lDl9jxc6RVD01Ed9AKby93i1N+I97t4PhB6IO7jXcSXf7653Snzrd/XPGdt9OO10+a3+ln2G/n+69l32yPa22V+kae3naGo8U6YsNKAtEinZlUm0u1Ce7Pb2AqAc/0FxgzusRSEMVKotJlSUTT4K82T9KPLD6ff4nPz17gIw9eI3uyQawDmqS/mybYdajfKHG+McPXrp8kvpkm9lXUtkZsxkwcbiD0mMLpOsMHXCILYgO0qSEAwYkhP3v2FXK6i72RbCsHOUnvZEDxZINHP3KV00e30MddYjNxuN9aWeTxyRVUNSaWgjNj2yhCEl3JADBW7jKXbzMMDXL2CGtbg7yPiJLXxzoQJgYd2RKvFKM2dLyuieIDkYCuhmgaKIEgyodIPUZEiehKWEpCy/V+Uttb2bFYmKgRq4CQ0DIYeTprnSLd0OY/1D6OLiLuyWyj6P9ly1qaMXbR5c9u3sPgSoHBfEh8aMSZyW3MM22iVMzgdKIc85vf+RSd0GHRrnLM2iGQKu3IoR053F/Y4HNTr/LY1CoPplZ4OL3Mple4K6LHPwx8mM8MPyjcbXEWf529/ThH/uN4fZv3q9N9t+wbp60PBHpHBSNmLtVCSEjPdrkntUVGH5F3XP588x5uDMf42soJVtwK2/0cmhqhDYEI4kxIfSfHsltGFyH32Bt8pniRQ7kWv/S3v8XcYhUtlxyEawPB7tNT5L9jYVcFqSUDrZ90x72lbT5ydJmiPeSemW1G4xHD6Qh/qBM7MVOlDvektnhmex53MkRZ6KMu9HngxAqqEjPvNOh6VrJNbUhEDP7QoKQPCC9n8QKN9V6R2lOTKIHgxNwuUayw08swn26yvjRO5Ei0LROpgtRv9VFXxV4xQApiU6INFISnEmQkaiZAKXvJjTJRZlOHyTl0OD/igWOrHJ6qMxoLEZFg8uwuad3j7ONLiSYsEOw6tLsO3dDkwcwK03qTjVEBsWWhBAJlpKCMFIrpIaN+MlmozLZQlJj1boEg0CAWyIGGNxkidclekOETzhKbfonzgzkyissVd4pJo8Nf7p5m3Oiy4ZfYC7M8kb9AINX32/QOeI/4oA6aB9x+3mog3Ft12LerTftx4rpvnLaIQPHBzo9o+g6qJ/A8nT/ZPceNXoWcMcILNB7IrPGxuZtoIiJtePRHJiICmYoQWoze0PjapVP8+trPcNGdTSpMkdRxPlfa5JH5VR5+8Dr5s3X8fExvHoZTEtUDrxLysw+9zCA0udIY4/MT59nq5ZC6RO8q6DsGZALuKe7QiWy62xnQJH7V4fjYHhNWj09OLJFRR3x07CaHC03CGQ/NFcxNNQikil+J6NbSbNbzoIBfjFmpl8iYHh+bWuYvr5wCkgC62EgMMXRiMmsQz44YTUaoI9D6Ct5YCBEEhQh2TKKukfSFCmLDIrWpMFz0MO2AKbvDTjuL1leRusTWAhzNp+U5jD26Q+66ghJCONRY7ZZ4urvAkjfBy7UZwmyEFBDnAqQi2dosom8ZeJWIIFTR9IiBZzCq2xhtBaOlotc1hC/oBRbbYYbPZi4wbbaY05vkVJdrwwmGgc539hbpRRaxFMQoCA4G+jvN7RioDhz2X89B39xe3sv+3I/Pat847ciSiFgwW0jUxoKURFVjFCHZaOd5onKRj03fZHVU5pO5qyz3ywwDg+iFfLJ1HCjJilECrsrqt+b5w+X7+bPde3miconfXPkY64MCz6zO87HCEh+ZWEHqcZJqNoJRWTK/WOXB9ArzToNHJta5OJih1XWScp6WJLIl9x7a4pDV4Lde/SjTR+pYhWQr+IsTz/FY9gbD2OCktcW8VQfg0GQDEcJWPU8zSGGVXOyCi3HZITIllWN1cimXL0y9zA92D6NUTcyqirWrofhJRTIRCby/0UXWTNRBklMeZmPUYSKeonVVYkMiAkHkxJh1BSWC7ukAO+OhaxFPbh7FrTuYTYFZ1fBjlVGk80hplY5r0T4TJgIsvkIsBbVRmt9feZhmJ4Wa9TEO98BTMZsqek1PCrpYEe2dLG7dwb+cI3dFS4q5qBBOeyhlj++tLFBRB/xV/x5e6c6yG+a4OaxQ91NMpzv8/bnv8zPZVzhh7jCITfQP0Jn2h5X9ONAdsH95N0Fz79UK+72493axbwLRFE8Q5CTb3SwzqTZWXeCc8nBDnelchx90FigaQ4axwTP9BWIp2KwWkId91I6GlvW5b26DvakMa+tlRpUI83yBDb/Avzg8heqE7G4UyYz1+e2bj5G1vMQZ20mZzTAVczq/yzO9o1xsTtIa2rdSzBRyMx16N/JUjtc5ld3hP2+cJdq10UodoqU0mVNt1vwyo1jHjXS+1ztON7SYcjq0PRujC8Gazb3nNriSH2enlSUox0hdcjRfp+am+b2VR2k000hD4hclWi9x2N4RD90OGHYtMGKQCmLMQ1+18EsRWjtZOctbednmjk5sSvyxkPuOrzJh99ge5tjo5rC3NEIbYlOytlWmtDCgHTqcGdvhmaFJ3DLRuyrNvsMTU5dZaZUQQFQ3cQ0DNRMQtlWEBK8co9UMtKHAqoNbAXdcIgUYLUGY0YmEpDDX5n/b+hyfLV0glx8ykjqdwCKnjzCNJFL8j9oPUdZ73G+vklVGd9QOP+zsx+3AAz74vF4z/IfcacW9HxeQ9nrFtfebN11pCyF+WwixJ4S4+Jpr/6sQYksIcf7W12df87N/KoS4IYS4JoT4qbfaED8vEREslmqcSO8wnImoNzKcKWwzm2qx3ivyg93DbA7zrPZLXLk2g7Ztgir5Z5/7Ep8/8Qr3Zrf4H+a/xQPHV/nix57m0E+s4Z4Yoad9oo6O2lXp7aXpdFOsLo0jVUlqUyHIRYiCz+Ywz5PrCwCkTB/1lupKp+0QOTHHCns8nrlOs5NCCQRrWyXEwoDFUo1eZLHt5Xgse5NAqoSxyq6bYSbdJjZACWDTL3K2uEUYaOhdgT3RR1ci/smhr1PbyyLbBigSdSiIzeTpyEiQdkaUKz20vI8IBXHTQO8lK/CwGCbR7ZHAqGq3+jJmfLrFiUwVL9KYSzXpXC8iokQRzaoJMq+YvHj1MABnMlvoegTpJFitnBnwjd0TPD61QjjU0IYKVsklrpvEpgQJzqaCVCSj6YDeIYlfjPDHQhCJ8pzwBUZpxOF8g9bI4fpokmqQ4w+2HkZTYk6kd0ipHucHc+S0WwF+UsUQyvtqdwfcXu7mVfaBzb3/vNNJ4p0KlNsPk9q3sj3+u8ATP+b6v5FSnrv19RUAIcQp4IvA6Vuv+Q0hxFuKLDKbgqAQ8SuTT/Fs6zCqq6DpURLBnNrG0gIUIflbYy+yVC9j1FTknMt9C+v80c6DVL0MJ61tdsMcC+k6626RYWAwN9FkqtTBqtwqwh0JrAs2mZsazqbGcEpitFTikUbHt1gs1+m4FpBolcuBhrpjcvrkBjNWm3+3/pNEoUL+VAOtZlDMDugHJpNGm1mrRUYZMab3GDe7zKVaPP3ciWT1eW+bduCwOcyjbFjoXcFnD18GYBCbaFWDzLIKCiiBwK6KJD4sUIhjBVsPKOX7xE6MtauieqB1lUQJruSjjBQiW6K5QDZkLtvixeYcq/0i39k8SqxLvIKkvxASPtaldzRCDFW+tbKIo/joeoiyZxJUArZfHedwtsHJ1DZOwSV0Yrw9B7UywtpLUuAiE4yWgr2mE5sxelchdUMnKESMjno8/uhlHMvnpfVZlqtlXmrNUvMzfLyyxKP5ZTZGRQKpstQbI5YKi+Yug9ikG//IJN8Xuzvg9nE3O+xb/C4HNrevuBM29eMKuuwn3nR7XEr5XSHE/Ft8v58D/lBK6QErQogbwMPA02/2QiWAY4vbPNU/xoWnFrHqgl/+7PcBmNJbVHsZUqbPv7jyBPLlHDIt+anFK+x5ae7PbnBjUOGZ/gLf2V4ka41Y2azAQMPaVvELMVEhxD7cYzLfZTivU10uI/WYzFWdwWwSwNadMNlu5pCxYHAzhxYIpC6JUjEns7tc749x/dIMSsmjfbnE8YdXWW/n+fzMBf6iegZDiZgbT86y190i9VEKJHglyclCk58uvMI/vfjzSGA0JtlwCxSNIf9u9VPEpqR7PAIzwt5TGcxIjI4gSAV0uzaHCw2RFWTxAAAgAElEQVRmnDZfaacZxSa+J1A9AemA1EULrygJU5LBos+v3Pc0rdDh5fVZwq6BsCKsqQFSCjJGwC8cfpnOgs1f/N8fYRSk+FLhHOfGt3hqNZdURQPOZjb4i+oZSukhjWkY1lIADA+F2JsaqpdomEuRBMWFjsQvReg5D0WNGYYGrqcjNm2iVMzV+izeKY18echXtk+TNjw+Wr6JnomoB2l6hk0tzKKJq++r3R3w7tmPA9s74cDm7gxv137eD3t7o0Ijd9re300g2n8vhLhwa0upcOvaNLDxmns2b117U4IMPFBcZ2VQIqgEuBMxGWXEmlvm252T5B2Xc6UthkMT77hLUA641J6g49k0gxQP5NZo+inuH9vgM+NX+PiJ66SmeomoiA7Grk4UKcynm0gpmFusIkYKo0ryAGJN0tzJEe44xFs2kR3j7Aq0geDh+5dIqx6O5icVswKFMB0xl2oxle3yam8aSw2YTzdoRmkCqVI2+yxXy6Q2FfxixLjdpR2l6G9kEYeGhOmImpvmZrfMdiOH6glEIFDNiFEp6RM/JzGv2chY8PLNOZ7aOUzcMNH6CpETowQCujqDUx5BJUAfc5mYatGPTOpemi+cPI/eVEnnh7hNG2/H4fGpFZaGY1zqTOLlJbEh2dgrktdd4lyASIVEhZAXOvNsdXKMOT2iSAFFIlZt1FsOOnSSNnqlmDAdE5sxqJJcxkVRJI1RCsMI+VFcmRTYWsDV3jhT6Q4ADzor/GT2MnNmk9/ZfJznu4eI5JtuP91Wuzvg3XGnB7D3iQObe4/Yz/azX9v2Tp32vwcWgHPADvCv3+4bCCH+gRDiBSHECwEe8kSfMaOLpQZYGwbO0Q4v9+c46lQ535jmsfIKKc0j7BqY122EHnMk0+B4rkpeG7LiVmj5NhuDAn+yeS/nq9MUHJdD922hVEYE+RhVjekEFkJIjuerSD1xWsfPrcOkB7EgdiJiMyk2IhXwxiLCWGHdLbI1yGM0VZSaAUZMJAWH0k3avo2mxJxLrWOJgHW3yNdXjxNvOskqvq3y0t4s/8eVzyA1yXS5jUiHHM3W8CKNeMtGAvlLCrbtE5/uI+IkCtsrxRirFgQKrmcgrcRJGi2VWJdo/aTamNLVyKZG/MTETcp6n8fyN3m1PUVQjOjtZlDskMxcl+f25njy+VOMWz3sE+1kAjDUEv1zT0XZM3BuGIRSYTrX4dXtKbyuybGFHaxTbVRXEIwFeOUoCfZrKEhDghFzenGTUaChaRHjTg/3ep4wGyOdEG0oqPYz9AOTMbOPpsR8pX0v3+ye4uJgisVsjQWnTjd23je7q9Vqb/flB7yG/Tqo3WY+sDb3ZrnPByS8vo/udJ+9I6ctpaxKKSMpZQz8Fsm2EMAWMPuaW2duXftx7/EfpJQPSikf1DERQtIJHZ5ZPYxXiHGHJqqQ/M7SY8xnm8yZDf74+49glVxCR/Lw0VWutcf488tn+G71KKv9IoYacTRTY3ezSDE1ZLuRo2QNmCm30csuqhozZvX56PgybqSjt1RmzuxyOrfDRKkDqkzOiNVkdT6cjhF2yIXNaS7Up9j59kyyupUiOeuNVa53xjiZ3SWjeegi4uJghhd2Z/FGBlJLgspCR2JqIb3tDBPzDWbTLUTDYGNQoGz3iQ2J3hP0D4EiJMXsICn00RLJ7wO0tkZ8KYu1pWNV1SStypHIQy6pVQ2rplC0hzycWuax1BJPpK5QG6RRMwFqT0U3Qz4zd5XaTpJ3/q1XTyJI8uMzV3SIBagSZ1vBnYp4ZXuavm9yZmqbh06s4IY6/bZD5Ej0VIBS8kltJpHkqJLyRJcbe2X61TSDnsVmL0804SFVidLRseqC48U9fmnqWQKpEEQqf/n1B/mTq2e50JjiRq/M043Db5infbvtrlKpvLGhH/BjuVNRs3eCD7LN3Q3P8fXOcb+39/3gHTltIcTka/7788APoy3/FPiiEMIUQhwGFoHn3sp7Sin4dvUYQd9A9QTjxS67bobPzF3lbHaDTb+Is6USrKbJ3NOg61tsrZdQqiZhnOiSP5pf5snNozx0cpm1vSJxw2Sjl2f92jihrzKd6zBltnly5yjfe+UEYTpm59lJrnQn2N7Lc/LoFuX5JtauhpdPUsEUTRIMdRr1TOIoLUmUDzle2eNae4zpVIdX21MAPN09SiAVRp5O1NFJH+6gDQUPP3id08Ud9K7KbKbND1aO8FMfPY8b6sRSYNVUwpRE9QTBCwWqN8r4OUmYTpx5bEjMhsAbD/FKEe5MiH2ijRjzCNsGXl7iFWNmUm2+3TlJL7b4ndZj9F4qoa5aLNy/wc8evchLzVnMbR0166N2VT45u8TZT17/L8/VVRhOSqQZ4480bC1gzOpzyGmykKsjJUkOuBoT9XSGZ1xCW4IiqW/kiW+mEb4g7unstTL8zKlXqcy2iJ2I/nyErkQ0ozRr/SLXb04S65JwoFO9UWa1XiSte4zeoDTne2F3B7w13kp5xw8iHwab228FON7rHYC7fYfhTQPRhBB/AHwCKAshNoF/DnxCCHGORMpkFfiHAFLKS0KIPwIuAyHwj6SUb0ktI6jbbMfiR/rafqSykK5jKiGtIMWXl88Q3teHTYeFQoOCMeRKPEM85jGfawLw5e2zSOBqfexHQisjX6cw36LVSjMKdTqhjRdoGA0VdSRwJ0PmUi3uPbNFI0ix1ckxmgpx1jQmfnKT5aUJRCAQsUD1b6VWLQ7p+DafmFiiGaTYGWZp+TZLboUgVtBfThMXJYOBhXZvj1+ovMA/e+XnOPXYMivtElHHYNfNYCgRL1+dJ+3CqBIjegqxQ5JzjcRsakmAWTYm1hSEL9CGCvpil17HTmRObUmYj3AqA57enOcTh26w4Zd4oTmHV4kQgSCUCl++di9xrBCNRajbFuVTdQrakPPDGUYViTJQEVFSu9ze0InPjChYQx7N3OCctcmfds+xOlNkrTeB7FhJqc5ChHGyg1zKoXcF3q3cc2ddw40Ep85u87UXH0TXIdbgxd0Zqm6G6xvjEAoqp2tkDY/ry5ME2yk203my2uh9tbv3gncjFnGnuRvbfLu4m23udnAni2TsVwe63yY08Naix3/xx1z+j29w/68Dv/52GyJViVxzEBM+cqBgaSF1P81PFS7SjhyGLRsr5yF9Qdkc8D+NfYOtE3kMJWSzlydvuZhqsgU9faTOyDWINElnNQ+5AG3bwJwOKet9YikI8jFBKMhO9Tjp7HBtOEEYq0iScprD2ZAgUhF2BDaIhp5IeRrgb6eZm17ncneC7X6OZifFSlBGRgIx1FDuHSL3LKiZnLhvm/9cv59Ry2I3laHRTGNXhkzYPb56bZ7cRZ0gBTITEkY6UgEEZCZ69FOJBKv0FeIIkIkyW9CyIRYExQi7PGS0k0R2PzKzxrXOGDe7Za4vTaF1VMJKwPLyOHpDQ1qS9I5C/0hI0R7ydOMw1U6GIBeBHZG9YOIVJIoPfqiSulWw/B9f/yITqS45Y4Q2VAilIDZi/JZFlAmIJzzUkYk6FKgjFa8Uc+7sMv/q/KeJxiLMqgZIhkt5qici5EBDRIKRr1Oyh6htDaMr6A4tmkHqfbW7Aw74Ie+Xze3nSd1rHdT72b4f97veK2e5Hx3x22HfyJiix8SmRN0ziCs+ipBU3Qzf7pzgW80TCCMml3KJ50YU9QH/49rPA7DRLbC1WaTrWWy08hRn22TNEUHLBDNGZgOkrxDNjljaGmPZLTNYzyLNCLOl8F8feYlNv8DDmZt8unCJrOURWRLVVdi8MQY9Dc0MiZyYMC1RQkDChdokN5tl9mpZpBTIoYZz3YQYoo6BOhKUFhs8UbnI1iCHuatRv1xGDjXStsdyr4TW0BiVknS38fEOxcUm5H1QJMOhiWgY2CkPM+uhBEmK19jxGlbOQ+1oSa3unRSKJ4guZUmpPsNAR1WSSO6wEpAtDRBWhAhJlNS6EntLo+tZlK0BE/lukhNfNXAriZSsn5PIqsWxVJVmlKZs94FEqnX2wS30vkAveAhfIIQknXUJF0YYXUEw7hM5MUuNCuxYWLsaUpMEYwFSkzT3krKh0oloVzNc2x5H6hJ3OuTB6XUsNbiDRnh7uZsHhgMOuNPs5+OYO9mufSNjSqAgYoisGLo6m1oB0/IpW302ennkQKPqFSAUeLHGhN3jQmMK9/tlWPTZfXGCYNLn+MIeipCcPLnJtfNziFBgdAXuLKDHfPO7Z8nfFPTndKY+ukkgVVRiLrkzLPUq7DazqAJiS0IMKBDt2pCO8CcC8BX0vEdzM0/2uoaZgyATI8o+7pRA5H0OTzY4ntvjdGqLepih+uQ03kwi2an2FWprBdrdMpETI1WFQx/d4Benn+O53hGuWWNoIk7OeI826Q+TaHdtdoCqxuxuFUCACriTUZKCJsEf8/mLF88iIkGjo2CGUH64ytZGCZTkfN5Ju3SOm2hTA47k6lxtjicOfsJDv2Lj55M0Mr0vCHMxL3bm+ELlpSQ4zhjyTD9Ri/PHQmibYEhCTyV+pUB0KMTPSrSqgX2izUyuQ/VYSKfnoN5MdgakKimOdUnNBPRGSSxCGKoEITx0z00+W3yVbxwUDDngQ8Kd3I5+fTtey35o02vZT+3ZD23ZN05b+IKoGICbqIJFQ41DU1WaXoqs4bELiJECuYC1YZHDqQZPTF3mPx4voDZ1YkPyqZPXeG5njihSSFk+Wl9gnmnT282QHeszGFg42wqDGUmswVq1xFd9A9fX+cLhV4ilgrJq41citK6K3hGEKUlQjCAUGEUPv2Ehlh10Ad3FkPnFKt2RyWy2w1YvR6ORZufJGeY/1+T/2bqfjb0iiiPR2ipRJnGKcaAQVALs3P/L3psGWXae932/9+x332/ve88+gwEGy5AAQQAkuEkUociyY1qWKadkVRInZaviVKmcKiffkkqV49hVkeVNZblKsTZa4iJS4g4S+wyAGcw+0/t6u+++n/3NhzOEIEZcQBGYJtm/qq65c/vevueefvo+53ne5/3/bYaNGL+5+Ht8rneav5V/hXomyeuDGRbSNRpunFYixq9MvEA9SHKjP87+SJKLrx5BmRxQyvbYq2aw7lgMNQkKxLZUFA8GkyH3FXbYXiuCBP/4AFP3KRytM3R1LnzxNCKA2afXIA+dIIYIRXQREAikHlK3E7zUW+CJ/G1u9MepOUnWroyjiMja1I9LZBBV5ijA3IBYzOVvzF3mieRNKn6GKb3Ov59/gpvNMs1utJ0rlIJQCpKWg+3qPPjoTRpOnM/Xz2IoN+9lGP5IOAh/2Icc8sNwGLvfnYNybg5M0pbxAEULUTsG4V0Vsp5r4oUKacNBa6uoLjhJQc8zUQnZcbLMT1XRZwIm4pFgx7HiPk8VbuFJlc9Z93Equ8tr1hS7N8sYDYXBeIjiCoKsj66EaErIh6dv8nJjlhs3Jon1BWLBxrN0/KSK0VQRgcAa6ZOwXFqBgjXu0KmkmJitcTa/zcn4Dv/8vzyDFJDZFqQ+scsLm3MES0lyt6F9BNKn6qRMFydQqV0uIz0Nu5ckOd3hJXuGlWGJfTfN38peoGJkOB3b4rnOUfYGKf5o/0E+OfIK21qOmViNC4k5nlq4jSoklUSH69Yo2loSaz+6YhYS/v4HvsHvL5+jONmi07c4P73Glf1xnp66RVJ1+LQ4i5SCD5ev81vXHkcPIrezwIjyr/AUWkOLG2KUl/dnMNWAuXQdmfOQvsA1FfS2itJRcKYdnjxxm5PJHSzhk9d6fKlzmlPxbVKKy0dyV3mm4FHxMvxJ5X4awzjddgw/qTDYT3ANeGJyiQmzydfkgQnJQw75seXtVPHfftw7Oa19UBLeTwIHZk1bGCHhUMPLBNEwlhmwuVpib6XIViuDnw0ILND2DI6m97neGWPSbHK+sMYvT7zE8eQur+xOoykhg9BgZVhis5pjpVdkp5K7u/daRtaVJ9qMTjYYzXd4bGSFP984ThAqEAsI4pKHpzaQAxWtoxKYErWvkI7bHMvv8/75JaayLdKjXUzNx1R8QikI5oZMPLxD5pkduraJXY0RGpLux3o88uQNYrrPsewenYGF1KK1Y70j6HcsGn6Sc8l1PKmy5hfwpErFz7DvJDma2ccOdF7tz5JUHf5g7UFmpmv8xsiXeSx9B0MNOD22S1B28dISPwnu+S5tP8ZUtkW9lsJ3Vbb7WSDaBw7w8ZlrPDqxysX2LGO5DqF2N2F70RchNHYzfGz0KvVWkoGn8+ytI6gVA62hYzRUvGyAO+OQyg2YjdUZBCYBgn5ocjRW4UJvjn+2/gzPdY7yW5tPsOEUKFp9PjF1hZnxOooiURyF7u0cG/0cm3YePzwwIXnIIe847+Sw1bvxnB93fhznTg5MWaNvmnjZEOEK0vMtWtVIGCRsGAyaMTADFCdqnX/+1mken1/mUmeS5WaBiYUmZ6wtjhXneCy7zPOtBVZaBZ5auI0bakgJel9B8QTWvkZhccD9hS3aXoxps07CdKl0U9FEdjqk5caYWdxnq5YlaBsYDZW9jTyW5tMcxMjEbOKmixeo3OmW+Nr2UYrZHpv7eUJfkLhioRUlwahLNjnkxeU5ZMeg9soIoQGooDhgtgTeNLzWneaJ7C1udEbJaEPmzCpvDKYwlICmG+fR/Ap3BmVSms3Hp67ydOoqO0EcT6qEUtB1LZSajlMOSI92KSb7fGnjOIYWgJAYls+Z3A7DtE7fN7nWH+P2bhnP1jATLooicXOSoOiSzg1w3siiDhV8K+TfXH+cTGpIynSotQrRendSEliR21e53Ga/lub375zj7x69wHONRY6n9t6crB+4OooIAXixNsd8qk5Z7/DJyQv89uqj9DIeYqBx6dI8lwNBr/OtexuIhxzyDvPW5Pjd9K1/kjiI7+0HnSA/iEn9wJQ1xsk2hCANSbsVB1/hodl11ILD1FQdta7jjvhYVUHgqFTtJPuDFGOpLr3A4o4zyv8w/jX+dO80L19epN2LoQrJ7iAdyXM6InLQOtPGDxUmzCZ936DpJ8hZQ0IpODpbITXVYa+XotpNRFWpILqY8ATrG0UkoCohphow9HQurU1R283QeaGMcSPaO9077hKMOWgVg+arJcS+CSmP3MP7hGq0D9stBPgxUPQQL1R5rTfDfLJGxcmw7hRZ7hVpuTEuvr7Iv7/0GE0ncgh7InkTW+rUgyT//MbTuIGGG6ow5hArDujsptis5ujUErSuFpADDWegc7E6zYzVYK2f59bOCP5+DLWh4zRiDFuRqxmegqn7OOMeQSIET2A3LWqbWQaeDlkXLynxEyGxXQWtrUYT8Z7CsBrnTzbvYyFZ45HEcjQ9DjiOzs39EeZTdTq2ybXGKK92Z9hwCpzI7zE/VUV4Ipooz7uRJOohh/yU8O0J6bcKfhzERHHIweHAJO3fOPnnPPHwdcpzdayEi9pVee3ZY8hdi63dPHLEQWtpSBW0qsGdvRKnc7t4gcqr7Wm23BwbXp71eh50SbAV58t3jrPRuKvvLyT2qI+hBXxy+gJeqFHpp7FDnZ5r8sjYBks7JbqtOJoaMJVrMVeukxzpkVhXSa6qJG8bdCspdhoZ2kOL3sUiQkisbR0RwnDOJZiy0Ro6cqAhp4cEC0M++Phlfv3BrxKECkHWJ7vYIDvRwSmEaEsxbjXKxFSPvm+S1ob89pVHiWsu1zfGsMb6HJ+q4EuFDxajhG0Jj4qf5VS5wmS8xUi8S9DRUdWoolW1EFyFIBWSvapRKPQox7uoIuQjpeucmdxGJn1EIBidqaPGI2MPZaAipUA4KlpbwapoiKGK2lfYr6XRt0ykLlFshf5pB6lGNqJKR+Px+29yNFflRGyHdbdEGApqrSRPzt0hZrq8Vp1kLtvgA2O3SWs2KdWm7xvkzAEUHIKii1I1ULUfa32KQw75ofhOxbnDxP3O8+N6vg9Me/xztbMYis/R3D4vd2eZun+HM7kd/vS5B9FjHoGvEpRdgpaJ8CHwVb60dJz5kRq3amUUIZk0mui6j1bsY435dPrWX1SRUiCsgITp0gssvrBzioTusmjtsZHO8a3VBbQNCzcXUKlkMSfqnC+tMZlI8o3xNKERRipqPQWqCYZhEmfGIZWy+cgnLvHi/hyDlSJ0NPxkwIOnV5iMt4grLr93+WFeys7iv5JDjAboasjTUzf4/f6DiGacxlKeP7n83qjbAAS2yuW9CaSrkC7aFK0e78su4UmVfmhyeTjNpp3nsewyttSi9rMWBZ/aVxAlifAFCLALoPsqy40ifc9k6OtMp5rMTNXYTab54NhtLhgzbNyexs4GxHQPkXYRLYtQl4gQhC/Q78QQAehdQWBBEBh4eZ/QU5CKpGYncQKNbiaGqXg8M3+F5/YX+NKrZxidrfNPFr6MLnx+c/Mp4prLMGbw6uo0Hzt+nbFSm+21ImHJJXAPLYkP+enme9lCHvKX+VEK1fxVwjIHUYjlwFTaPc/k8t4EPc9kLNehFOtRsdP82ge/Sj7dhx0LbdfAS0Z7jtUVC69pslQpETM8qsMkGbXPPz3xZ3x05gZ920DTAvSER2xLAyFJZQccy+7zx5tnUYRkPNHmP248yvMvnYycthTQcw6xlMNcus6k0SSl20hVonVU3EKA4grcYsB9H7zFyEgbKQWfvvoAtZdHUfsqYTJgZLbBQrLGglWlF5jo2wadSorBEQdrX2V/P8NXd48yVmgTmhLFFRCCcytD+EqW1DUD91IOfV+nM7A4ntgjlIIXWwvUgyT/7/JDvFiZYRAarA+LnIzvoHZU+jspwphEVUOUogOAPe7T71p0qklW9wtsVaLOw/nSGgBf2TnGcqWEb0nUnoKqhKTTQ+KnmyiBQIRgdASqA2YLAgv0DoQqEAjUvgKaZOAZxDSPQWgwrdf5cPoqRzJVStNNHi5tsOSMsO6WUIRktVngTy+fIXRUvr6xyHiyzdEjOzx17DZW7CdHXOWQQ35Y3to2P+Sd5zuT/kE+7wem0r52MzLMuTo0ANi8PooIoPj+PvcVdvhyOYN508IeCQmIEp0IBGHdxEsNOJPb4dpwEifU+NrmEey+wZHJfVKGzbVbR1E8QXc9wxXdpzuwmCvWWevm2ajkUQIwmko0YFWJ8cj5m5xPr6AIyWev3YfaV5DTQ+gYfPTDF7ndKbPRybF/p4iQYNUVQl2y+OAGLTtGd2jyJ7fv4787/U32nRTB3BBV/kW1KgNB/VIZPxGiqpBaASWAzjwMjjqIjo7iQ+6qYHBMooqQmp/iSGKfN3pTaGpATPdZNPdYGRZZdUqotiCIhcTKg0jC1VFBlRh1lbCjoobgAQSCjxcuM6XXGS7obA2yNLtxhAu5s1XmU3Uu9qfoVFJo8SiQnXxIkPNROhqqLZAZQTjigK0iFQlCstdO4acU/s3rj3N8qsL/NvsZjid3+ZvFC2x4BSzh8q9XnyBnDdHUkGPzu2w2s4ShwlyizoniDtcGE+jisD1+yCFv5cex4n43j/mtFzc/ytc8qIn7wFTasU0N4QkSzyUwX02gtxWCeEhWG7DeyzMzXufMx2+iDgSJ2TbhmI1iK2Sm20yl24RSsGuneXZrkcFyBmvJ4vbqKHU7gZMPcE8MSGwrVCsZPDeS8VSERKkaCF/gpSR+XKKODnl/7jbPtY7wf37hE6QvWggglx4wMx+praUNm721PNIMUWxBYEjksT63N0Zpvl5CeTlDKdPj9mCUV147ggCKuS522Wcw42NuRXvRExsqZkvQn4DOAnhFnydP3OZTT36TzNEG3Tlwl9O82JjHDnWudMbZGaYxtIC+Y9ANLT6Wu8KdbjT0JQKBqfuRptgw2rIGENsTqAOBXos0v3+v8gi21PmF3KtMxlu4DQs3I5lJNwE4N7qFcBT8dECQCFGHAmNHR/iCICZxc0Gks+4oqEOB6Gv4noqmhBiWx3yyzpe6Z/BCjYuDOa72J/h66wRPjd7h/uwW+dgAJ9AoJAfErcjS9FJ/mhud0Te3pB1yyCEHc/L6+/FuJbu/6nX+OoN83zlXcFCr7wNTaQeWxGio9Cfkmy1jkfCZtWpcEpOcylbYd5KEMzb2zSwyEaJ60L2TxT7XZcJscak+SbsVRyZCPC/yh96s5sjMtGlVk/RnAggEMoTtrTyoEn18iKYH5JMDtleKlHNd/veXPoZaMwhSAcFTHQqWw389/SqeVPmzyilWNktYFY1P/Fcv8Jk7Z3CrcRKvJglGQqQCw3LIQqzPF6+egrsKY/v7GdS+ihKAM+Ij4j69rEJ82UCEgrlH1pFSUDa7ZLQBY6kuN1J5rKrCG6uTXLZnUPsKoQbaQOCnQ/bmM1jC48rWBH4hILGq0YoniWVsxFY8kjl1BCBwcyFh2gcJHyzepOqnAZiyGuhtFWS0RBFTPU4md1g+XmTrdpn7z65wdXsc41KCIBYSJn20mk4Y6khd4o74UYJvGZSnu5wvrbHvpNi0c2T1IRfr03iBSnMQ4/FJDwXJTifNidIet2plzo5sM6J32LWn+EjpOhfvbRgecsg7ztutCn/U1eM7fSHwblbY79Tr/1WJ+6Ak7QNTaQN4mTBqH5cdlIUenzr7Ei+35xmJdblYnSKhuYwW2gSWxKyrhDowbrPXTbHtZBlNdFBqBuaeRmhKcFQen19mLlfngaPrSCHRGxphV0dPeIiuhtczsPcSDD0NkfDZWS4hBhpSlxQnW/y3x77Fp2ZeYs0u8p/unGf3G5MYWwZzT60xDHR8T0OkXYZnh5izXbRB5H/9M+UrHJ3eAwHGcgyEJDRDvLzPzPw+Ryb2EXqI0QFn2mGvm2I2VX/zXIxYXazpLk5OkrhuYu6rBHmP+K7ypvjJH60/QNVP86nTLyE8QWAS2ZEODOxyiN5RCBIh/cmQxKZCbM1A6Wr8x5XzPNc5yqaXjwRRTIlX8tBEyE4/Q0YdciRTpTjf4IPFm3hdA6MtiS+2SRYGMD1ElBykGaD0VaQuEYHg4soMf3vmDUQAACAASURBVPDqQ5FkqRvnYn2a84U1xpNtButpvvjGaWZiNX7t6POkNIdfPfICY1aHPS/N+cwK43oz2r52yCE/wdxLI4wf1cDWQUlg3+bd8Hs/KDMGByZpe2mJ8MEd8SkVunxg7g5VN4Wp+mT0IedKW4yZbT40dhOlbONmQqx6pOPd2k3T9S0u3JjHaCgYnWi/t5ryWG4XCaXCdKJJdqKDN+KidVS0qwlUW8Ha1tHaCu3beUTTQO0rZCbbFI7UmUi1+VbzCH+8+wCf//pDKM9mcXMh2skOs8kGW4MsYRD9EkNPYbiVwimESEPyf1/7AJ+ceIVfee9zKGfaSFelvFjnFx+6yN+cfJWUYZO6ZOEnQDVCTN0npnpcaY3zQnOBlG7znol1wrLDcCQEKbCSLv3ZaB+1WVUZSXbJqH1MxYNQIAJIFgZ86PgNpID46SbpsW7kGz4qiT1So3y8iqEFfHnlGM/XF2n6cWTBRQxVKv0Uk4kWlnA5n1nB81X+xetPY23pNO8PeHh0k7+7eIH3zS9zdHwPNe6jOoLkkoZiK8iBxvzsPpX1AmvtPLPJBi0/zsvXFlBtgRhEnQpFhHzt2nG+Xj9KzUlyvTOKJ1X+55d+kaFt3ONIPOSQnywOQqJ5OxzuV//eHJj2OEKSORatqT49fotQCl6ozr9pnPHRwlVm9RqX7GkK2R5tPUBfTpG6ZNE56fFaZRIrazOcBb0erY8HbnRNUumn2O5mKCd7KEpId7eAe2qAeSWOPRKijQ2Imx5jqS7jiTbHExVu9kfpeiavXDxKckNBzUoGjwyYLLZ4uLjO+iAPgLpjEiRCEusqbkYy99gGt25OMGzEeLGzQEHv8w+OP0/bj7No7TGrV2mFcezgNJ1TLtaGQTHX5enxW8QVl2FCJ63ZnIpv40qNr4ujkfRqXWHQMyhNNaktFfAyIfPJGvdbWzzbT6D1BaEpOVnc55vriySmOwD0+xZCgJ8KMLQAVUjmMzU2NR9FhOwMM2jbJrE9QXs0Bnm4bY9x1NolGx/ivJJnOOnzyfMv4UmVTTt631OJJo1snMZajMFktO4dqJLVW2NgBjxS3mCtn2ejlUWJ+QQTPqJmsnp9jN9sR+pzq80CdrqDIiSD0EBRJYSHf6iHHHKQeTfa6wc1YR+EGYMDU2nHd1QeH1/hfzzyDZ5OXUMRkr89eQFNCbgvtQ3As73jPBxb4Vxpi+l8k1CD7mxIPD8glIKz49ughZx+dIkw46HWDLxQIWG4xHQPXQ1oLeUja8vlGHY5pHS0xpNzdxhLdXkwv4EXqjT8RNT6DlW0gcDJS8SxHgujVY5l9yjqPdbaefqeiV/wEVmX/nSkjb7TSZO5oZEfazNlNTkaqxBXXDLagMdj61yyZ6j7SWqDBMJR8VKSmO4xZrQIEewN0yRVh35osu+lSaaHWHsaigs4KvXbBbTykMRCm0dTS/xu8z082ziCNhQ4xYDVVp5SukevmiAbHxKLO1H7OhTUmikUIem4MUqxHgvJGjeqI3hFn+Go5KnZO5xLr1PUu5S1Lpv7efyUZGq+SoDCtfYYNTfBnVaJy7UJAIIpG+FFjl+JZR2zqmJtGXxze57NVpYnJ5fQTR8ZCsKshwgEw76JcBW6d7IsVUr4oULbj0ddi3v/N3HIIT9RHIRE88NwkI/7Xl5UfN+kLYSYEkJ8XQhxXQhxTQjxj+7enxdCfFkIcefuv7m79wshxL8SQiwJId4QQpz7QQ5kcNwhlII9L0OAYMxoUfNT+KHK8qDEv7j5Qb64fZLPts+RUB0W0jXcbGQROagmmMk1MRSfZ+67zGS8RSzloM/2sDSf1Z0imxtFblyaQQRExiEWIKDeSvKlK6dYrpT4z689woXNaa61x3hlaZbrL8xj1gXelEPM9JhP1UlrNm0/xtDVqXRTaHWNIxP7jBypYXQE9o0s3fkQ29XZtHNsuXkKag9dBHxtME9B7bHhFtnbzUIIQc6jY5s0/QSvtab4aOkqN3qjvNye44H4GvePbGNPePTnAoSjEMZCvK7BE5NLlLQOH05ficRKpjysikb7ZoHtGyOoXZXKtyZYyNdJLLRJTnSYLjdQlZD35lf4QP4mV1rjaEpIYlknsCR5vc+twSgfSNzkf7nxDPHXYgSm5KNj13kseRtL9Xh9a5Ldm2ViukfCcJkdqxOkArShwEtI7BEfLyFxXY1cfMiF6jThShLrjgWOijY+QK2YmOUBysSQ8UKbpO7wubXTJNNDUN9UKHpX4u6QQ77NYcwdHA5ywr7X/CCVtg/8T1LKk8B7gH8ohDgJ/AbwVSnlEeCrd/8P8DHgyN2vXwP+9Q9yIHOTVdKazaad548bD1FQe3QDC08qXG+OkInZPFJe55uVBa61x3h+ew4nF/lTC1ewUivQcWO4oYYTaqhqSOAr7DbTqBUTxfIxJvqIcRsRCpgYYkz0Gcl3IpGQFQu1oeP2DNY/P4d0VLxRl4WfW0YISe9Wjgt707zRnGDCbFJM9jG0AD8TUO0nqKwWIIRw2saY7OO5Gl++fhJdBNywx/mj7XMs2SOk1CFvdCYQfRWjoaLXdD4wcYfVQZFfGn2ZC505nszdYjrW5D/vv4ek5lIab0HSAyFRhgpqO1rV+J39x9j2cnwkfw014eOUAsKSi7WvIDyBd3zA5Wsz2I5OwnQ5l9/E9jW+tn+MbzSPIaWgeztHqIMo23R8i3PJdf6f/ado1FJ4KZg9s8OMWeNfrj/N9coobsdEH+9j+xpncjucy2+SHeugd6IrT3WgEKsKdD0glAJL82FmgNRATbucGttF+OB7KqzFub+wxYeL16NtbF3rrRH5rsTdIYe8hcOYO+TA832TtpRyV0r52t3bXeAGMAE8A/zO3Yf9DvDzd28/A/wnGfESkBVCjH2/13l/aYnn9hf4wrXTfOH6KQBqTpK9QZogVKj34lyqT1Jtpri1NUKva0Ut4WkHra/gL6VIG0OcQONGc5SY4ZFKDvE3EigzfY5M7KMoIfMjNc6/7wbvmV3j4cl1yvEu2ZEu7oiP1CVaVWc4FnL22AZPnrhN1zMJ+zpSkYQSHi6s8+XqSZ4Zv4zrq+htlYVcHcVV8FMSdcXCqcTxmia5QpdFc49L7Unq/Ti6CHi+e5TxWButZKN44CdCnt1d5GhijxW3xIjZ4Uu1KNlPxFo4gYal+ZhxL2pz+wJtCF9dP8rxxB4Xe3M0/CRBV8faVxFqyLGP3sHPBrAdAwFu3aKyXuBzS6epbOZRlZD1To7by2NoQ/BP9jk3vUnXt7jYnYsuNvYMUg9X+UczX2HVKVFpp3BtncdO3eHvHX+F47l9bnfKDAMD29WxyyFeOnL+8pKSXj2O7WtUWmm8tklgSEzTI2cMuf/9t2ErhhRwuTHBp3fOUdvJEPoKhO9u3B1yyLc5jLlD3g73qkX+tta0hRCzwAPAy8CIlHL37rcqwMjd2xPA5luetnX3vu/8Wb8mhLgohLjo4fA7l97D5rVRtF0DfcPk9cEMRxN7fGLsMrXlPMO+yfZ+lsBRkU0DdctC6wtwVAJLovUFdqCzO0yTtwbUaimajSTq8C9O7Gimy8OFdZ7OX8eXCqGM3n4+MWBmtgoy2gM9c3aHyXgLBUkoBXpLRWrQG1h8du0013dG+dzuffza0ef4pz//aS4uzUbbuUoe3oxDclUlfVvDC1S+0Iicr6azLb5aOcYgNDgZ30FRQ+xSiEz6DF2dbSdL24/z+1cfJJQKO06GXTtN3ujjBipCSNSMi9QlZlMw3ElyvRd9PtwZllFTHvLuW726PY5VGKL3I5lREQ8w9zROjlYgENy4NUn7+RGMjMMv/Nzz/K/nPs/juSW6nslSt4ixbkIIH564yY6XY9POYWgB06MNzqS2ud4bo2x2aQzjvFqbxKnEo/OsSLS+Ei09+Aq9oRkdkCrx8gHDnslaL8/AN1Bm+viZgJ2Xxll5dQrhKRBEP+Pdirtqtfr/e63veOxfun040frTw72Kue9zTD/0cw95Z7gXv5MfOGkLIZLAp4F/LKXsvPV7MlqAeFuLEFLKfyulfEhK+ZCOSeymhcx5hNM2XlryicxrrAyL3OiPI1M+5pJF/EoMY8tAtRUCSzKc9hCuQBoSezRgf5DifH4NTQlIZoYomkRIEELyUH6Dhwob9AKTz1fvQxMht5slRmNdHF9j8/ooiS2FwqMVfn7sMjHV5fmNOc7kdvCyAWHGQ9xM0ttM4+/HCEKFNbvIjeE40lZRkh563EPZN+jdb+PkJf2uxVovzx++cJ7aIMFHx66zNchyZzjC8ZF9EtsKWtXA0HwqdpoXa3OUCl1mk3VmrAbb/SzP7i6yf6eI3TM5PbGLOhB4CVBsheevL1Kx0zihRjxho7pgXY/hNU0sw8O3JEHWh75G6sEal9am0Fsqwo0Gx8ZyHcpGh35ocqEzQ88zubU0jmpD9myNqpvk5nCMmOqxkK/xs+NXeLZ2hBdfOc4fPneeR8rrLGTqSDOM9qM3FQJTog0ERlXFHhg4+/EoMswApWaw3cgAMFlogR7izTjoXYHWVaJta+5fDsl3Mu5KpdL3ffxhov7p417H3Hc5ph/qeYe883z7d/Nu/Y5+oC1fQgidKIh/V0r5X+7evSeEGJNS7t5tCe3fvX8bmHrL0yfv3vc9cfKSR48uUzR7fOH2KQIUHkvf4fO1s6RyAwZ1HREoUUvciuRGDS3ES6gEA434ikH5bJflQZFrlTGcoU4s4TAo64ihHjlk+Sb9wKDSTzOZavHLs68wZdRZ6RYQZZtBYPFwdp9bg1G+uT2Pa+t8Y2uRWHGAvZvAmXYolTs02gmcQCWnDbjZH6E42eJ0cZebzTJ6vsPWbh532oWOwWpnDL2hUBsWuZ4dYyFZQxcBD+XWuW0sICeHGFpAx7VYTFdxQ43PXDiHMlTILjbovVHAdASOpnEktc8b45PIivFmRToTb3CxPk0QKIRGZBAyv1hhZWkURlzSuQFzuQY3vjmPYkEQk1jjfcrpHj8/cYmfSV7jheEcr2zOEKwkIRPg39/jV+ef57N7Z4lrLheXZ0ikbS5tThK6Kno/Ulg7Gd/h95sPoSU9fEdBVaKEa7TATQuUaiTXquY8itke9WoJpx7jWn8c3fIxUi6lTA+3oFKrpdB3zTe7Be9W3L1dDgdkfrI5iDEH92Yb1I+b5vm90jv/9mt/L77z+3+d4/xBpscF8B+AG1LK/+st3/os8Km7tz8FfOYt9/+9u5OV7wHab2ktfVfM+Q4TsRZdz+KxuRVW3DKrTpnX1qfpbadRfAEKxHcl2hBCKRjJdFHVELWtoffgjZ1x1joFxnNtCvkew+0kWtpFOiqXmxPsO0lSmk0x1gfgt26+j8/UHwCiLWDCE3R9ky/cOIV3KYeoR/7Zj08vk5rqgK/QuFlABoLKWoF/d+FxXv7KKWYyDQIpOF9e51xxk7999gIfOnmdzGRktemnJGFMcia1TVHvMm3W2XdTDCd9goHGwDFQhORGc5Q3qmPEtjWMyT6dGwXckk/2vXtIVXKtPUYm18cveYQa4Ct8bfsIAMOtFGYL1K5KECqUppoQCDrVJFdfmSfUIUgGzJ7eYSrXYjrVAOCmW8IOdT4wdwcUMKsq6YTNc61F+p7B6xtTkY/2S1nCpsnR6Qr+tM0/efKL/PHuA5iqTy7TR+srkZqdIhmMSxQPhCeQVkgs5qIpIbGjLYQnUM0A5U4cfyfO9nae3tBEDjQKZ/fR77p8vVtx9+PCW9vzh1XXO8NBj7kfpwR6L7iX5+fdVLn7QdrjjwG/DHxACHHp7tfPAP8H8CEhxB3g6bv/B/gCsAIsAf8O+O9/kAP5lWMv4YQaL2zO8cr2NCnFxgk1wkAwfWQvsoKUkROWM+5x/9QWXceA25Emdmch5LHpVbYqOWq9BI1mAn1kSFA3wRfc2S5zcWWGa60x/vHkl2k5MTQ15OLuFJvNLEFcEk7YtJ0Y6o6J3gHFEaCFfOXWcTqVFGKgQiiQDZP0LQ1r3cDLhLzx/BEubk8DcDy2S91L8M31RdpbGRQ7Muv4O4+9gCdVal6Kr9RP0PdNFFvB2NWZyzXYbmc4nd9lYJsMJ3yc3TjBqINwFJoXymAGWKrH0NHBi6RMtbRLYzuLF6gICd25EBTJxo1Rqhs5tIaOMAOMuS7JE03O37fE+cIaxzJ7xFSPZ5JXaQRJan6K16qTiABUW6CpAS8+e4r1G6MEdRO35NNf9NBbCrevTfLY4jIpZcgvTbzEQ/kNxpMdpBJV8WYjGibzUpEXtxLzGQ4N3EBlODBBRs5sgRWp1uEqDKtxRMKnspknCN8MyXcl7r4X3/lHeC8+FL5bkj5M3u8I9zzm4OC0wg8vEr4/b0c//keV2L9ve1xK+Rzw3aLog3/F4yXwD9/ugXxh9zReoPLU7B1e3JnlW92jPJxcZWZsjpF4F+e0SrWZIvQUND3kxv4I9mYKPRRghGg5h7VeHlUP6a1liO0qaAPwFkOM8pBgM44+3cfxNf7Z0jMsZGrsdNIYmo+uhgS9DI88ukxSc3EfVFlbKyOGCvq+jtExcLIymsguuRhaQJcEaBKpSuQA7N0EXwxOYh71+cbqEQJfJbGqEr63zaAR53Rsi292jvGe1BIp1WbfTWHWFfQuXL49TarUY6Vb4IOzt/nT3mmkqjBaapOZtNntpHlifA0/VPGcSDI0NCXWjTjBgkOtk4gMVqYGzJXr7HTSuK6GF9PJZAY8MbmEG2rcl9iMXMqUIZtenltegY8nVvkPXoZaM4XZFQxHAwxXR6qg2grKTJ9k3KbbixG0Vch47A3SpIs2m26BqptkuVHATweRt7YEEYKfiNa2Q0clW+oxm2lQ3c2AEWLUVMbO77JVy6JpAf5GgsBQQEAYvmmm8K7E3ffjXn5w/SAf3t9+zOEH7F+fgxRzb7fV+07GwVvj8F5duB7U+P5hLrD+uu/lwMiYVr8ywXAsZEcvQdLjs+37+Ix7P0pPY7c9gZcOCc0Q4Qt8XSL7FqorcMo+xp5OYOistE1GphvsVy1UFzrHAwjA7Zhkj7Rob2TYrsU4cWKLvWGK902s0nDjLP32MbQiLMRrnI5tsW8n2Up4+ELD2FYZnh6iGQHzhRbHMvt8+asPoAcw9nCFrctjoIDWV5Ch4A/fOIcMBeamQf8+GzEwEEOFW/YYj6RW+FLjNB/OX+VmbxQ3E+InIk3uftdiw4/MMrL5PiOpLi07xnKlhKKGfHXpGGzHEIpEnRzgtk3sUdB2DZyCgjkUoIY07RjD5TRBIgRVMpNt4ocqpxLbfKN5jCdzt3ClStNLkIoPGUjJyrCI2LaQCkhd0mokMGxIP1DH9jRcXyMMlchTu2HQyMf5rc0naDsWfcegnOrRa8SRZQ9lN4afkCQ2oylyL6fQ7Vv4OYVTi9vkzT6v7kxxLLtHXHdxAo3VahyhhWi7JsI5MCJ995SDUm0dcm94ux/s307073SCu5cJ9KAn74PUHn9XGEwH0RCSL4glHaSrEMvaSFVG7l++AF2CClrGJYiHhDM2CPAmI6nOxJrGwNWJTXZBglFTUW0FvarR61tofYXkWI+BZ3B/dotJs0l1mKR9DPrHHepegnqQ5NcnvsRIvkPmcmReYcY8hIhsPr/4+hlCUyJV2LgxyulHVjCagokHd/Da0drs/FQVEQpEw0Cokslj+1TdFK0gjh1obLkFXtuZRPiC1CoICdRNhi2LW6tj2K7O7a0RFrM1xEYM/bUkYd3EqgmkCp6jobU01K4SVdi2QhCTOI0Y3YFFkAlAgBiqXL4+w4uVGdp+nITqRq3w/ixlo0NJHbLipflw9hqBFeLHJYqjoLR0gphEUwN61QSG5jNZanJ2cROZc2ks5RmLd2heKDMcmJzI7HFsbhd1y6K36CPjAU5R4mZDtI5K2DS5VS2T1B3sQOcfHH+e+5JbPFG8w6nsLtIIUaoGEpAHJiLvHT9Mwj5M8ofcK/ewdzr2DmqivlccmEo7OdFhMV9jqVHEHhoQCnxPJTnVYXg7i5/1GZ1s4AcqtqehJWweGVtns58jrrlc3R0jaKRwhwb3TW5zeTyNnwoiWcxQcGy0yoaRo9eKEYaCP3eOE9N9+o5BkAiZnaxxoTrN1iDLc/oigRTYJYkz7pFUQ+xeDBkIYps6biay2BRmwBuX5kg80mJteQRUibmjs+qOQyEgNdXBfS3HkZ9ZIkTwL1/5ICdmd1kelPCXUgA0T4UYowO87QRqU0edjtTUaOk8f/koIhVitFREIPCSkiP3bXIut8kfVB9FHyj4RweoGzFix1uMpztRMi3HcUOV3U6a1m6a5moOb1plOtZg0miQVG1UJBfsaQIp2HCLkPahZyAFyIxHsdSler2EMCTtTgI1K7F9DTnQSM62CaTAnXYpZvpca42ytjyCEYKI+SiahPpde1RFgi8YVpKsx3PEdY+L7VkSmsO1xhgPlTZ48sxNlttFat3EmzKmhxzy08K9bj+/Xb7zeO+1f/a94l4ZmxyYumY4MEnqDh+buUEYKszO7eP1dezrWfx0wAPH16hs5qltZvm52as8MrbOlNVkKtHEUn1cW8fNhXh9nTe2JvBTQVTt2gqokr8z/jKPTy+jmQGW4ZEwPLY3C4ylO6h9hbWtInt3IhvPZwqXqLeShDqki30s3UeoIUILcfIhYUySWNFR90ykHtKrJN/cuemUfGTCRyvadKpJSo/tsmen+LMbJzF2DJb3i3ztjRP4qRA/G/A33vcKi+Ua06d3USYHBIFCKd8hMxNNnpPy8M91EWWbYN5mJtngz7eOI9VIQ13TAxQP3j+xgheqnEttMPR17s9u8d7xNVAis5ArnXGWB9G+8m0nx51hmZe787zWn2XfTZHMDvCTIVZNYX6qiqn5CE+gOALjZgzH02hcKvFzD7+OKiTPXTjBuYV1Hipv4gUqZ0+s4+YCaOvIfRMvExDbUdFbCqk1BcUWVDbzbFZzXKuOcrtdxtR8xozIVe1nx6/y94+/iGYE9ywGf9w5rLZ/PHk3vKB/WL5XTL3T6+fvFn+d13zrOXi3jv3AJO3pcoO8MeCblQUM02NtrYyxp2PVBLHigNdvz6B2VEQsYMJsMm62+fTq/fihyovLc1F7VZOIoYrfsMAKMKsqUpeocZ9dL8eM1eDs1BbNRpKubaIlPNbqeQqnq6hmlCzWWzn6oYE30EFC3HTR1IBysUPimkVohihZl/6ii+JAfqoFWqRWJoYKal9FDFXum9zm4RMr/OrMt8ibfWI3LKQK75tZQWtpSD0kXurjSZVH8yu8t7jKzxy9xlSpSd8xoilxCZnMANfWCYYaQUfnS6+doX2zgPBBOdpjoVTDHfXZd5Kcyu7y6e0HcAKNstFhpVsgP9ZG6wqu7IwTUyM3sa9tHyGt2Ty/O8fzu/O8tDdLKdknsaUSGJL1y+Nsb+fxR1xCU2IfsdHUAGWxhyIk7VYcGQ/QlJD7EpukTZuuZ2IUbNSig9m4q32ekYgABiMSxRFoDY2gEqO9laHvGry3uMqY3mTTzrPrZth304hDm69DDnnb/KAJ4+0klnuRQO/FhctBvFj6XhyYpO0FKg03jqkGaFqAUdEw64LeWZthLU582SA0JXOTVT67e5Y/2zlB906Wr184hdg30ab6oIA6VJBxP9oW5UBsS6OY6/JH6w/weyvn2Ojk0C2f/sBEUUOGzRjVW0VKuS5aT6FVTXJtOEksY2O2BHt3irT7saiNroOQAtNyQQq0oWDoRINmAMnpDiKA5FSHUAqu7Y3yJ/sPcK02ipeWLJ5f52vXjmPVBGpX5ePz19jo5zgXX2ParBNXXLaqOUwtwOmYTC1Uo+TdNIhnh1jFIWghQSIgiIfMFetcW54AT9DzTF6szHFffpufHb/CN2rH8EKV/2bhRfyUhKUEpuLzXGORdjfO1fY4zUaSej1JbSVP3zVQPECJ1pXVlsbEWBPSHoV8j2zMRgj46sZR5EBD6WqstSNv7fcVlllMV8kkhwRVC7scRLMHfRGta9sC1RVoAxFtAxsK6ncKbNtZvtI8yZTVoOYkudYeI6559zAK7z2H1fJPLz/MNr63+5zv19L9q753ULsAB4V3u1NyYJL29vURnrtwgvXtAp6n4c042GWJHGhgBgwnAxKTXQD2e0kq6wWCRIg6VAiNaAiLAAjBWo32Zn9769Heep5O38JxdHpDk18/81V+8fjrfGThBqlSD2s6Wr/1ExIz7fDs7iKm7kcCJhkPXQvoVlIMp3yMmoq8lEHpqXhn+vieijZQCOsm9vUsigeD5Qy7/TQJy2Wrm6V9K8/jT13h5pUp4ksGvUWPRx+9zpjR4truGP925/18KHGL47Ed/KHGSLLLxGSDtGkzluuQnGkzmW1j12MgBWZxyKmTmwy8aNBNb6vc2hphItXmdqfMtpPD0jyeKt/mi/un+YX3v4wfl7xYmeO15RnOTW+y3c0gHRVFDynMNWn1YgzGJIEpkUYkf7q9lYdOdM4cX4vczloxrF0NxRHUWklWnRKfzLyKH6o8Ut5Apj2kKlFzDvbi3UHBVEhgRvu29a6C0Y4q8WdvH+HS3gQ3+6PYgRZ5fTvWPY3De83hh+NPJ29HXeut/DAJ4/s99t1uiR/y9jgwSTtMBhhNFX3PIPAVkukhoSZR0x7xtA1A0nJYWRql27furrcqSFUysljj6JEdMjNt/HRAaErMmkqsKqMpak8QriYYy3WiBBxaPJa6jS9VBsuRFnaQ8VF8cHcTaEpIt2/hJSXSUzB1n/zEXa3sTIjWB9URFLI9yrluJPyS9vBTIVKF2J7CTLrJqUKFyVQLxRO8uDWL4gq8lGR0qkFacxgEJqfGdvn58utUgjgFrcfDx1bRRMj7R5bY7yeZTTX4pYWLnMhWUFMesdyQ+VKdj5WvYqo+46NNvJKHvmphB9Fc4Y3WKD3PxA514prLjc4oYsSmtpUlcdVktVUgpnuRUMy+RW0nOgfh2F3b2UWH0gAAIABJREFUUl8Qy9gcnaugFW1OjFR4ZvIyD01sRPKj55oE4w73TW6jEnLZHSWmeuwM0whVImR0bqSnYI4OCDI+Wk9gj0Q7BBQXtCHQNHAcneV2kdv1EoupKpb+011pH3LIQeC7VdyH3HsOzPQ4vsCdtdF2TFiP4/cSyGIIVZOhMJFmyH4tjXCUSE7z1BbvKy6zOihiqj4dz+L+/BbOpMbXN4/Q2U3hJxTMugJCQR0I1pfLHDu2zfXeOKFUuD+5wdq5PEuVEvmRDk09iaJJqhdGWHh0kzvNCZSuRisRx+vr6AmPsKnhpaO5s7ThcGerDFZIIm3T8xVCW6E373OrVuax8VWeff0U+nxUkYtQ4E86TKVaHItX+OL+Kc5kd1h1ytwcjtMLTD6Qv8mqU2IQRtvNZmN1xvQmnlQZL7Y4nd+l4cYBeKJ0h30vRdc28VZzLFdKFLI9MqZNKAWXWpOMWF3GY23uP7nF777y/7H3pkFynOl95+/Nu+6ju/o+0bgBAiQI3uTMcGY04oy0mhnJK49ky+Nda+VYW1rJXm+sFNqN0O5KH6TwEbbDa68UljXWjizrPufgcA7eBAmAIG6ggUbfR3VVd91Zeb77oZoSliJBgOwGGmD+Iiq6KjvzferJ/Fc++V7P+yheCroMl/lSFvQQEh67B1YpxBq8cnkCPxkQn9OwSTIwNENupMWDmRmKbppSO8mjY9eYa+RoOzoAcdVl2u0mproUrAZW3GXv2Bwt32BoT4WWb3DZ68HeAVrMJ2zGcGKg1wUilCgbOdR1NeD46ghtT78j8rsXiG6qdy/b9dpt1+91t7AVSW+2TdB+4MA1FCG5lO4hZng4nka7EgchiSUdXEdHUUPSE2uUVlPENZffm3qAejFJstDEdTUuJwvsyJZ5anCKUiHB66d20RrysYoa3t4WomyyUk9RdSwyuk09sPg7A8f4t/bTlM4V0AIIh9t4mZDYRt+qagt0w8ermPhrFupAG7doobiCpmdAQ0dqksZKsjNSO4A9uxe4L7vIuWo/KBJ5LYHf7zBwaIWqbZEzWny3vJuFagYn0Jgt5jk8PA9A0zcxVZ8LlV5Kq2kmcz2oIqTqx0gaDoEUZHSbkpei36iw7KbZV1jheDZLUDHI9tnsSJU5v97HwdwSA2aFahDjVGUIta4iNUm5GSeVaJPpbpM1bQzV7/haNFDbEJpgFRVemNzJp/dc5ER1lG6jyWd6zlPyUrR8g6O7Zpms91B0U+hmwBeyJ/j99YcBWGxk+F92PssVp5c/mT9E6Ko8tOcak+UClV4VISDolUhHpd0wmKt0c2DXPAcyS8xYzTsjwIiIjzC3mhwkCuZ3jm0TtPtidRKqw0Csiql0gkhuR4uvTh4lDBVicQdVSJqvdqOlJKeNIZQ5C/I+zbnOnOdSMUaj32R/7zKW6kMIqqugtsGTgu4da+Qsm/V2jKTq8O2l3Ty9+zw7syVWUnmUNRUZQnJa5Vx7BzIVYFYEjWLirxa/8B0VvS3wY5KqbSHfXv9ZC4ldM/BTkrjm8gdvPoi2qkOiM6cbR8UNVAYzVXQRMhSvcGGlj+mzA6htwSmGCNdNciPrPNY3w8KJAYQlefn0bkYeWeObs3vxfZW00eaJ7FX+cOEBHuqe4fXiKEJIZF8bmjqTCz1YIz5DyQpn1/uZN7MMxKtcXe1GbQnY3WQ4W2F3uogd6BxMLALwF8v3EZgSq9TJa+5kQVmyeI69WHGXXMImrdkkVYdQCi7U+rBUj89lT/ON6n38q8pnuLrWzf7eZfamVni+tgdFSCzN5+jOaaareSprCbQVA7/godR06HJRVkyUoRYrjRRjiTWccNtI8o7xQeZ/RjfRiA/KjZaWfOec7Gig5AdjMzOmbZs75IBZ4dmlfcxf7iExVKdRSnTmWCugVxRsFYJ4iB6XnWlcWsDQ0QVminkCoSPaSmeBjzfTnNPTOONtRvasMHups179UGGdkdQaxxdGSMfbnFwf5p9NfAtdBOxKFFEOh7z41l6Sb8VoHG5jXbbwcxI3I1FbCkHGR2gSK+lgOyqoEs9TiS1q+AmJCFTau9sIRXL6jQl0R+CnQrR6p8lcH2swlKrwdNdlJu0eKl4M31NBgj/gIGsGWlPh/sIie+LL/GU2QGl3Bmz91+893pnO5gtWMimqqRgA35zdy0N9c3y55yX+U+4pXvn2QUTexg1V5htZhJB0mU0MxSfwFYKU5G/vPsWIWea58j7GE2UACloN29dRCm3ClTh2QRKkOlPg1BUTbzBESUqOlcco1pN8fvwMS+0MvWaNAMGguc6fnnyAwkCFk9dGmMnnieke//3oy+giQBGSNy6Oo5d0/FSIaKlYI3VaqwmEBK+ps2d0huV2ivpHfCDa29zpG+RmLiUYcW/wzsFykSben634HW+boP1bz34CxRfo400aqwmyp3VavZIgLnEHXIQieXjnNDO1HMVLBTQt4MtDrzA4vs4frx1lupmnbHemjC0d60faGuHG4sxOVjK7nKdYS6JrnfnFvbE6f7F2mF3xIk+nzrPT6uKhp2b4183PIh21M1K8qOGlQ0h7qCUDqYJb1jHaAj8u8StJREKiNwSKD+GS2XnIqAqc7hBSPvFJE/djNZy5JOfCfjQlZK6eZWU1Q+KshZOXoAeE6RCZEryxPIymBKCHSEdBryj4KYmx3snlPXO+H73vPHXHoF5MkhhyWAuS9JtVCMFdjbMSc/jk4CSeVHFDje/M7cJftdDagsuNHip+nJZvUHKTXG1087GuSZbKGVKvxLF7JAjJZ46c4bXFMdqOjgwFR7rn+PMXjxKaIc8ae/nZnd/BkyqTTl9nfrWtUJrKozUVWhcsDn3+NF8r3UcoBcvNNNlCg/ZsnsASneU7axbxQpOWEgdVMlvPdbokvOhJ/m1u5gd/uxJcRDfpe5ebDSzR9b81rv/NbOa52zajx4NkSKhLvLaGmvTo/eEZ8keLmGN19owu898eOomh+JTf7CFM+biTaf715Cf5RvUQBaOOpXpUmzEe6p5h7PE54rMaczPdncU8WgIkHOpfpFZOcKR7jn6zymwjx7yT47v1/Xy9fB8Bgk899RYAwgoILIneYyPWDUJdolcVlI0sYbFlhdS0wO/2aBdCmjtdABLznaQi8bEasq3ywI+f4TPjFwljIeG1BG9c2EH9e73ItkpgdEZSD3ZXSMQd/v59r5KP2/ihih73MKoCdV8nj7qXlggfjKrgLxcPkjA8Duye52Bige/V9lL2ErhDLlKVuH5n+tT++CL74kv0p+pYKyqEcF96kZTWJqk7TFYKfKHnTVQkT+64Sn0sRGsKgqzPTCPPD4yeY6irQjbd4utX9hOaYWcKl6/y56XDnGqO8EJ5F48mr7L/0CzSDAksidMd4oQa3WaT+XqWpdUMzfM5nB0O5lADMh6xlIOUAmGE7BldZm4xT7GRjNKYvoPbfaOMmj8/mlwfXN7rtdXcS+vFb6UP26amrWccxneV+WL/m1y0+/n27G72FVZ4Y2GcywtJLhmDCCtAFnz0uEc44nOge5luvcF/ePFp9JpK6kCZjGbz3w29zC+M9aOXNMIxm3AthqqHzNRy7Blfwpcqh+JznK/1k9VaOKHGp/PnWfVT/IPCC5weHqBYShNakqND87zhjiJdFdHfQgXa5RjJ3gYtV0MLFIZGVyk34/gzOexeSZAIaawkiXW3OJKa5evFAwgrgBGXdNxBO57FX9YQD1RJmR4zS13Ilsb/6z5EX7aOqfrImThOn486k8QcbaC+nkYKcHOSudlunjp4CTfUmG53M93oYrmZQigSqUicCxmK/SleLY6TNBxm13IESYnX4/GD6VMs+FleXnmGQ12LqELSlhonl4ewVhW8tCTV3aTSjnGx3svUVC+xvI23HCc1o9Dql4R9guHYOhnNZlf3Cl9dfoRz54cxyipSA6/LZ1eiyCOJq7y6OIZYtvCTnUVB7HZnJTMZ9zB0H9tTuDzXC4GgspJCRDXtv8HbN8w7naM6qm1HRNwa148X2KzfzrapaZuWhy8VVrwMi3aGxkqSN85MoMYC9h+aZXh8FT3m0Tu4zqNj1/jBPWfpt2r8+qknMcoqigvhN7s5VR2iEsRRqxqKJ9D1gCDW6QN/qDDLfdlFiu0kugh4IDtHxY+jCEkzNPl44iKeVHmwex51ziLW1+DEy3tInozR21/B81Q0LWB0R5FnRi/wyMg0P3nfy7R9ja5ECw7XcHt8ZNxncKzEP97/PAP6Ok6g8fCuawS+Qn0mQ2WfZOzJWeKmx2hmDSo6mXMa/mwCU/U5XhxGAImpzvSndtPATUm8pESvCvSyxvfnzwFwrDzGW1NDZC2b/aNLCKez4teFtV6qtkUoBYrSWcELCX9Ru58X63vYkSkxYFY41xqkV6tSKyZxchLVFhSSTbKWzcViL9qaBm+lkXpIayAkvqtCzPAouUmOr4/y/NpuTr21AxEP8PIhXjagd2idRSfDr157hnyixcChZZAQFlysLhv0ELet4XoawgxQSgbquo6ecsEK76AKtzfbOUd1xJ3nw9buIl1tHu92LjerJWHbBO3WTJqY5qGKEEVIDu+bIdnX4Af3nuFAZolSPUEwm6BYzNDyDV5bGeNMZYA9QyuEJghfUN0T8GT+Cq9UJwitEL0JI/l1kAKnZmIqPk6o0WM1UEXIwdg8j6au8EB8hi61gYqkEsb5TPYMT3zyLHbTxNpVpTESsrKYZe/ACoqQzJ/p49nZvZTaSf5g5gFqLasz2vtEGqWhgqfwWM81VEKm3AI/PPAmPWYdbd4kOVpFKpJLVwdIGC4lOwkq1HaGBDmfhO6wupxBqwvcbOfCa4sm7pCLWwjwk5JQk1xzCuxMrHIkP0cya2OpPgWrgfAFiic4kF/mvp4lFmtpfnTnm6B1atBPp87zaPIqn+86xYhR4onUZdaCJErMR2sJ7KHOyP3DuQUyCZsgEdKecBDxgFCH1pUMpfPd1D2Tg5lFDCUgN7aOUtKRQqJlXIqlNCt2mpVqipank7daiJyLUtZx5xPoqzqyYuBNJ5FNDdHfJsj6hPPxOynBiIi7mnsh6G6Hh9Lt3jz/vkFbCDEshPiuEOK8EOKcEOJnN7b/khBiQQhxauP1ueuO+QUhxBUhxCUhxPffzBeRqmSpnuKxxCQ/0/8cn+q+yI9NnOAn8q/w3PxuOJUmyHtIV+FSqYe1twos1dL8QO8ZpNpJkSk1yR/NP8BcI9f5Hj6UWnESC4Kx0VWSqsP35ncyapXJKi0sxSWhuKz6KSzFYzlIc9Yepktt8HcLr/AjB9+kUUoQmiF6wmNypUB/ugb9bWrLKaZeHKV6pgt7ObnhAyi9bfSUy7lqP8NGmV6typixSt23QIDj6HTtWEetaKy3YvTE66g5h72HZtk9tkzJTpI+YyB1EEEnf7cIQdFCBsdKZC+CUVWYa+fYbS3xl1MH+L8O/hmW5pHS2iiOQKoSU/XxpYLvq/zW8ccxSioJ0+WkPUZBqzGml1gLkix4eVqByQNjc1hlUJsKtbbFD2ROsTdX5NChaRQjQPoC1e6s5x0kQt6aG2LNS5DVbSpX8wSJkAP75/ArBspKJ6C3F5KUzvQwWepGWbIIDUlodVKaKo5A6pJ4TxO/ZmAuaYQ9DrSV26q7iL9mu9+stppIc3eO7aS9m3lo+KCpZjfjoeRm+rR94H+WUp4UQqSAE0KIb238719JKf/59TsLIfYDXwIOAAPAc0KI3VLKG6+5KEERcLy1g169yrHqOA3PpBUafHb4Ar8z9QSEArWm0rQsZC5gPFfmu+U9EArcXIjaUqjaFrXVJJlJlVafZHd2jbP5LmxP52hiismeHpbcDO2YTiAVutQGL9Z3s+Z3Au+Asc7zjX18LnUaXQT82NFj/ME3nsDTDcbGilTaMYKWBqrEHXGREggF+ryK0x3yDw+9SFxxeSo+SUHxmVJafLX8OBfWejEqgvBsEttLYj5UZV9hhelqnh29JXani8w2cyzVU9h9ktDqDDxjoI02GYeSSdAtKB2RpK8IputdXK724Mwn+afNH+V/OvodfnPyMaTeaQa/VO0BQNcCdkwscKE2SqNt8nh8EhXJi63dfF/iAi+2drLDLPKsvY/q7hCjKiivJfm12c+yL73M8aVhwnWz81CkdtLN6kmXWMzFDnRenJpAqwu8bMD5MyMYNQXVFnxzfh8yHmAu6th6CmlKyHioWkjom5glFe9Ai7jp0VIkoQbakon868fI26O7iIi/JtJcxIdmqx9A3jdoSymXgKWN93UhxAVg8AaHfB74XSmlA1wTQlwBHgZevZEds7/FkZ45puxuLjb7eO3lfYRmyMW+Hj49fpmhvSt0xxq8eX6cxDmL4GidqhsjpnmEVojS5RCWTZpXMp2EJknY/8QUGb2NURUUV9N8s+c+EprDhLXKS43dPJm8zDlnkB69TjWIcSA2z4RRpB3qzPo5FCE5vjaClw3AE9ieTkz3EEaIEJL+QpWFuS70kobTHaK2BG9UxjrLV/pxRs0S51qDnC4PUDrfTTDuo6ZddvatslJP8eZ39uCNOJT0JNeKXeiGT9z08FqCdpcPEkTZxO0ONmrPAfpgE66mmFzoQSkahOkA65rFhX391NfjqBLCbo/BRIX7Ugv81qVHmVnPEVohnqdy0elnUF+nT6ty0e2lT69SUGuMpNZYH41Rn8lARafWa5FUnY4GFEliTqP30/PsyXQeLkYS6xTbSUzTw9VjGHGXXG+Fyqu9hDrsyRcxNZ/1qT6ktjEytaGh5BzCjIfXVAh8hT35IvWWiaMbKNW/TmF6u3QXEfE2kebuDNupln0z3OoqaZvNLfVpCyHGgAeAYxubfloIcVoI8ZtCiNzGtkFg7rrD5nkX4QshfkoIcVwIcdzDwZvu1HTtQOfV2bG/Su7hexrnKn383ZFjPFM4h5ryaB1oo+s+U3MFSq0ERm+LwFEh4xGaEqwAuy/g+wrnWXdjtLslqh7SY9QZMKvktQb/e+EkuvB5cX0X3y7uoembLHk59uj2Ru5vk4oX53BuAWNNZd++eWoti0/0TPL07sscHp3ncwPneOrgJRhrodcVvHzIWwsdV/9k7hB/uno/jyavsCNTQvY6KAmPRLwz1Wk8V8ZPSmKXLJTpGMpkHLtpIkRnbrpoqQhPQWqdEeFImC9lCaaS2D0STQ8IkiHZ0zrZR1aoejFwVKxVBeoa/VaNM/VBetINBtI11IZK4Kv0aHU8qZFSbbrUBinFphwkeSRzjft6lujdvYq1qjI318VX3nqUfYUVMEJagwGOr5HXm/ihwlS9i1Ov78SeT4EC4dUkK8UMigdeOuSV43tYmM/jxyVaXUEmfYSnoJ9JoM+Z6HVBLteg1E4QMzspY5NjVYT5NyspW6W71dXV99R6xLtzt91gPyiR5iLeizud7vWmg7YQIgn8IfBzUsoa8O+BCeB+Ok+n/+JWDEspf11KeVRKeVTHJMj6PHvmAE9mr/DYyDSEIGMhR0ZnmZ7u4TeuPsmJ+ig/uPcMT+66gudpYKusrGRwqha01U46T1VCIPjyx19kzFhlf3oZrSWIxx1eKk3gSRVLeLRCjz9ce4hVO0nFtrhQ7eVMfZC33DT9RoWUavOjXcf4sewxDn/8MvPVDPZajIzWIqW3UYRkpp0npnpkUnZn9aqsi2H4vDk/RKUWx1ACBrUKugg5PDqPWLZoTGewfZ2heAWtIWiNdx403K4Qbd4kH2sRXxBYgw2UnIOacRGuAlaAaXqdJmoDdMMn2dvAycDq+QIrrRRaRUWq8D8+/Rzj5ipuqDGYqOIEGmLQxq8ZuFKlT61RUOu0pc63awc4aw8z3e7msexVHumZwR5z0dZ0RNnAUj1SXU3MssrqG728VJzgsa5rzLwwSpAIQZH4BZfQkCA7SWdCKyS2pJK4YqC2BV4+QFs1UFyBPRggAnD22ri+xpodJ3g+j6hrNCezvDMkbKXuCoXCrRwawb0x2On9iDR3e7kbZ0W813e9HX7c1DxtIYROR8RflVL+EYCUcuW6//8G8BcbHxeA4esOH9rYdmM8gbGu8Wtf+6FOLVsBYQZUnRjxfIt6y+RkcZi1K3m0psBPSNSCQzzRpjGXhlDQX6gyNrGGG3bmAqtIhow13EyIvZTi40NX2GmtYCkuJ90UvUaN+wdnWXKzNAKTpXYGT2ociU0zqDb488ZBWoHJhdVe9hVWOHEtw8naCF/ueZlfXvtB2oHeGbEtJO6og2n4dCebzCx18eSuK2R1m9fsCZqBgSIkDNpkUy3G0mXW3AQDjy7SZTVpeCaX53qxBm1m13IoCfA9laBi0D1SoVQ1UMs6zpqOkOCnQnbm1ym1ElTjEtnjML+aw88GiFGHuOLyZyuHSeoOJSeBqoSERYvYUINvVA7xI/k3qIcx2qHOx1KXcKXKhXangrBoZ1BjPiLQkb0uL1+ZgJKJanXW2p4vZXlB2Unm4SKKbfLFidNcrPdy8s0JtCWD3oeX6Y41OBUfhoqBWmhj6QFeM4HWFKjrKnZvSG93jf5EjblaDvtoC8om3QdW8azG7dVdRMR1RJqL2Ay2MnCLm1gQXQBfAdaklD933fb+jT4ghBD/BHhESvklIcQB4Hfo9O0MAN8Gdt1ocIYQog5c+rDO3ATdQOkesXMv+XK9nVEpZSHS3ba0ca/Zud7GKNDD1mtuFWgS6WG72bhTdkallLfW/HKjtHUbAf1JOstHnwZObbw+B/w2cGZj+58B/dcd84vAVTo3xM/ehI3j77fPZrzuJTv3ki/vZifS3fazca/ZuROai/SwPW3cTXZuZvT4S/A3uhoBvnaDY34F+JX3Kzsi4r2IdBdxu4k0F3E3sG0yokVERERERETcmO0StH89srMtbdyLdu6EzUgP29POndDc7bIbXad71M77DkSLiIiIiIiI2B5sl5p2RERERERExPsQBe2IiIiIiIi7hChoR0RERERE3CVEQTsiIiIiIuIuIQraERERERERdwlR0I6IiIiIiLhLiIJ2RERERETEXUIUtCMiIiIiIu4SoqAdERERERFxlxAF7YiIiIiIiLuEKGhHRERERETcJURBOyIiIiIi4i7hjgdtIcQzQohLQogrQoif3+Syp4UQZ4QQp4QQxze25YUQ3xJCTG78zd1imb8phCgKIc5et+1dyxQd/s2Gb6eFEEc+pJ1fEkIsbPhzSgjxuev+9wsbdi4JIb7/Jm0MCyG+K4Q4L4Q4J4T42a3w5wZ2NtWfW2GrdLcVmtsoI9LdLfjzUdLcRtl3re7uFc29j53N80dKecdegApcBXYABvAWsH8Ty58Gut+x7deAn994//PAr95imR8DjgBn369M4HPA1wEBPAoc+5B2fgn4Z++y7/6Nc2cC4xvnVL0JG/3AkY33KeDyRlmb6s8N7GyqP9tBd1uhuUh3t+7PR0lzd7vu7hXN3S7d3ema9sPAFSnllJTSBX4X+PwW2/w88JWN918BvnArB0spXwDWbrLMzwP/WXZ4DcgKIfo/hJ334vPA70opHSnlNeAKnXP7fjaWpJQnN97XgQvA4Gb7cwM7m+rPLXC7dfehNAeR7m7Vn0hzwF2iu3tFc+9jZ9P8udNBexCYu+7zPDd28FaRwLNCiBNCiJ/a2NYrpVzaeL8M9G6Cnfcqcyv8++mN5prfvK6560PbEUKMAQ8Ax9hCf95hB7bIn/dhK8u/XZq7UbmR7t7bBtx7moN7U3d3rebexQ5skj93OmhvNU9KKY8AnwX+sRDiY9f/U3baJ+RmGtyKMq/j3wMTwP3AEvAvNqNQIUQS+EPg56SUtev/t5n+vIudLfHnDnPbNbeV5W5w1+ruI6I5uPd0d9dq7j3sbJo/dzpoLwDD130e2ti2KUgpFzb+FoE/ptPssPJ2M8fG3+ImmHqvMjfVPynlipQykFKGwG/w180oH9iOEEKnI66vSin/aGPzpvvzbna2wp+bZMvKv42a4wblRrp7Dxv3oubg3tPd3aq597Kzmf7c6aD9BrBLCDEuhDCALwF/thkFCyESQojU2++BzwBnN8r/8sZuXwb+dBPMvVeZfwb8vY2RiI8C1euaYm6Zd/SpfJGOP2/b+ZIQwhRCjAO7gNdvojwB/EfggpTyX26VP+9lZ7P9uQW2RHe3WXPcoNyPvO4+KpqDe1N3d6PmbmRnU/2RmzR68YO+6IzSu0xn1NwvbmK5O+iMynsLOPd22UAX8G1gEngOyN9iuf+FTvOGR6f/4R+8V5l0Rh7+uw3fzgBHP6Sd394o5/TGxe6/bv9f3LBzCfjsTdp4kk5z0Gng1Mbrc5vtzw3sbKo/d1p3W6W5SHe37s9HRXP3gu7uFc3dLt2JjYMiIiIiIiIitjl3unk8IiIiIiIi4iaJgnZERERERMRdQhS0IyIiIiIi7hKioB0REREREXGXsGVBW9xCcvzrMvhsKfeSnXvJl82ycyua2yybN/m9Ij1sQzubZWM76i66Tvewnc2e1rAxGv2WkuMDx7fie9zLdu4lXzbDzq1q7m7ybbvYuNfsbIaN7aq76Drdu3a2qqZ9J5LjR3y0iTQXcSeIdBdxW9mSedpCiL8FPCOl/MmNzz8BPCKl/Onr9vkp4KcABMqD+kg/hIJk0iauupTaScJQEDM8glBBCEleb9KWBu1Aww8VPEcHRSJcgdQlwhdIBdBCspZNQnXQCJkrdRNqEA9KmLkYmgiICweAJTeLlKAIiaX6BFJBVwIySgtH6iQUhzknhyIktm0SizloIkQVIRKBFyo4gUbgqSBBN328io2STiCloMtqUvMtglAhcBWQAtUMyBtNVu0kQoCUINoKCJAqiACkLjtT9KVABJ1zJjVAguKCH9RJdeu0yxahAWrMx/dUCASppI2hdHxpBQZBKAhtDalLLMOjYNSxhI8tdap+jLzWoBWa6EpAyU3iNXWk6NjU/XW0TJx2w+z4l/TI6DarrSR4CughiiIJXRUTLbPZAAAgAElEQVTh00lJIECqEsURf+WT1CXC2bg+AIYkbdn4oUKrZRE0G2jZOGFpDbdqi63Q3Dt1Z5rmgwcPHrxVU7fM6uoqhUJh29s4ceLE++4zMjKy5b7A7T9n09PTlEqlLdHd9ZpLJBIPdnV13RV62C527kZfTpw4wYMPPvi+dk6cOFGSUt6SUe3Df70PhpTy14FfB0iLvMz9ws+SG6ryQM8CvWaN3z19FGlrqCkPRQ34sX0nGDTW+aOlB7g01c+OsSJTsz1olo9fMzDzNroe4FzM4A86KCsmn3v6OKFUePZbRwiG23xi1yQJzeFwYg5VhAxo6/yfV/4b+hI19qZWaAQmj6cm8aTGXmOJ3157nPvi8/zy8z9EfrDC+lqSLx48BYAdGjR8g9l6ntkLfeh1gQjBGfDQky6JmEutHuNnHvguzxb3c2m+F1ULyaRsHF/li+On+e3vPYXqCMRIk3AhjvAFfibAWtZo93tghOhLBnpd0O4JSe+oUL+cI7EgaD3cIvAVBk9a1PZ57JhYYXqpC23Gwu3z+OWn/pis2uRXr36Wj/Ve4XdeeBwZD/iBw2f4W/k3aEqDhHC56vbQpTVohia/Nf844WwP+ApGUcMbcsjmmqzPZ+hd1uh6fJlHCtMkNYdnF/eyPN0Feohe6gR5IUFrdB4yvJREjtmI6RhBXCJVidZQCDWQmiTM+GS7GvSm6qSNNnP1LCurGVb/j39z23R39OhRefz48S21dzfRycB4Y2ZmZm7DN7n9HD16dMvKjjR3Y67X3VZUIm8n1/ty4sSJ9/VHCHHLP6itah6/5SToxprK+mqKum+y4qSRrorwBIbp8fHxq1T9GL9x9UmuLheIXzVYWMtACD35GvFCk8BXCU5k0XbV0edMEvOCPz/+APOtLHpdIEPBRHyVK/UCK16GlNLmPxefYCS1zkPZGUbMMv1GlXoQo0+rcMYZ4hPpi1xt96AkPJq2ibQ1uvQm31vcSc2zOLk0zOzFXtS2IIhJ3IzkwT3THBpc5JNDl/mVh/6EXeYyAOqcRbASo9qwSFkODd9EJnz8Lg+vYpHetU442KZ7qIKTD9DLGrRVvGyAZoO1qtBqGwgJfgwM00OsGdT2+GTO6WgiJJFqo9cFqQsG9cDiv64+zPJammPlMWQiQE+6fDp7jj+v3E9BrQOw11zEEh7/z/THmF7pQls1UCsa5oEKX77/NQ4WltDqKkFcYmo+nlSZtfPkLJun7r9Id18NtSXQ6wJjd412X0Br1Cd7uER3ro7WFEhNggAvF6AEECYDaCvkEy1W6incoPPsKAOB73zg58itXvAhIuLdiHT3IbnbA/XtZqtq2n+VHJ+OgL8E/PiNDhAhneZWwJMKD+2bouZafGngDZqhyT9/9fsRTRXFE7RGfdS5BCRC4rrH0mIBs6xiD/horkbPgyvUvtNH5pzG0IMVrrVBKJIdZpHzZj/nG/00ApPPdp1h1U9hCY8RvcwBc55lP8vXKofpMeq4UmO+nUVWDFxhoHe1+Z0rR2ktJHntUp4gHqJ2uQQlE2mEiEBwJDNHKzQYMcvMeXlKrRSW6uHlA9BC1OkEixmLv6gmQZUIVaLFPb5v+BJL7TTHF0Ywyyp+XKJXVQJLorYlTh729a1wZmkcNwtqoDB2cJHpswPYvZLeeI0uq8nrhQxaU+Glyi5W7BS+q3L13ABGXSEYC3irNcJT6ctUgjjfq+/jwcQ0Y3qJYjWJXIhhlQXZp5cZSFbp1usca48hwk6T/dTlPmojFkEoGMpUeSRzDYAXB7KkJjXargqA2lSI6x6m6rNudK6v2lIIDYmXCTCXNAITZt4aILajxunpQeLnLfSs/DAL492y5iIiNoFIdx9BhBDv+rAhpfz/1bbfa78Pw5bUtKWUPvDTwDeBC8DvSSnP3eiY5AwobYVus0nBaPDjvcf4VM9FrjkFvrW6H3yB4glCDdBCrKKCcDpfPzFUR/hgllQGuysc7lqksc+h3Q2nyoOEOohli0vtfi6vFzicnuMncq+RVZt4UiWltjnfHmTO62JQW+f7MudQRMix6g5evjKByLpITWJaHq26SXa0gggE1opG7FQMEUL6soZWV/jj2cM0ApNXqxPstxb4VOocj+Sm+eGHjqPUNYzdNTBClAtJCARW3CURdyg6KUrtJHt7Vgh1iVUWJGdAKpL1+wPcfMie9AqKI1B8ODI4z8cKV+jaVea+j02SN1pcqXQTpAJCXTIWLxPTPKyEi9HXwqgKwrJBzbdIKTYhCofic1xq9/OfSk8Rt1ziywI/3ombbqDx8vpOAMSOJu6Ah15TKRXT1CZzXFjoY8nNcna1H0IQPngNA7WpEOqSxZP9XJ4c6NSygcS8AAlqQ8XpDpAK6DUFKQWyreJ0SUJDovi3T3MRER+WSHebw71U295qX7asT1tK+TXgaze7f2W/JEwENHwDNPh3s0/jBSoHc0skdYdkT5Oml0J4gicPXOYlYyeJVBsvUGkUE8QD8OOSHxg4w5n6IMMDawRf6yF4WBAYoNkw385hqAElL0U1NCmodeKKSzvUiSsOebXBRbefrNoC4LuXdqOsGp1gEgqctk5vT5WVyW76D6/wUGGW6UYXb50fpT4hSV9SKWWyPOfu4aGBWSpBglU/xccTFzmljmAVFTL7bJrFBFoTzLRDwnJxvtvNS705/IzPE/dN4g54aE2DxjBIQ6I2FPSGwu+/+AiJVYGTl/RYdYaMNY72zPFmaZCWb2BpPqneBnYly7HyGLvSq7h5FUMNODvS6TNPa20qQYKvLj/CM4Vz5LUGo2aJU+VBSunOADIB5MwWS600V5cLhIEglW9Sd1Oo5c7gv3SqhR3o5OI2zS6T2j4LfAVlrInfMEiMVqmsJvFSApFxqT8MyoKFXhd4UkWE4O9p4bYMkj1N2pUMQdbvPJTdJs1FRGwGke7uLW6mdnwz/3/nGJG3P3/YoL5tMqIFOZ8H917jarWbhm+wXEsxe6mXr1/cz+uzIwSBgtXXJDOxTsFokMm0ONy7yForhrWg0xrxMcsKb9WGeTJ7hbn5LlaPKKhCEsQkTq/P2bU+FCFZcxPM+nnOO4N8a3U/9dBi0u7la9XD3G/OMeX08H+//EkGeiuEhkS1FRJjVQ4NLVAspfniE29wuGuRqhdjIF5lz54FRNaler8LCtgtg+eP72dCL5JS2vzH1Y/xh0tH2PXMVZYuF9ArKs2hkFTcYTBVxe6RnZaCZR1T8RkYWOs0SUtQbAVlqPMQobYVnO5ObdQNNa45Bc6v91G3LUIp6I41aF/MYlQFFTvGSwvjLNbS+KGCuaqi1wQZrcWcl0dTQpbcLJN2L1favRQrSbx0CMB6M8ZSK81CNYNciKFPxQiO5TBXNMIeh9yeNf7Rzhd4pThOrW3huyqonaZtcTGJagUMZyv0Da7Tv3uVnQOrhJ6CURHYwx56TRCYkv6uKumUTWM9jp8JEFqIagV3UoYfae6l2s5HkZsZSLjdEULccT+2aEbV9fO0PxTbJmjrcRdL9dmbLTJkVUjH2nTvWENKQbAUx7uawi7Fabs6f3z2fqpzGSYSq/yv+56lPeh1ml4fWcdUfN6ojYMArSlYb8Zw8wF6xiFpuARSsNDK8L3qPlyp0Q40Qqmw1M5wX3ye1+wdXLF7QJesN2OIvMuOo3P4vsqbJ3aiGQHPzu7lG6/czwuTO5mqd/F04TKm5WEs6WRPa4SOCimPf3LpR5kwipSdOFNL3bQDDa3QRq8KpBFSvprn7PFxgkSI6gq8dMi6G6M/UcPuC5EKhLEQr2LhJSSBKYktCZxCwFS9i1k7x1Cywt7CClPFLi6XevB6XZycpJBoMJZbpz9VZ7WZRPidlojpdje6COizakw2e+gx6tR8i4MDS+TOCUQgSMfbNFwTS/cJkgFOr4+b7TRfizUDISS/v/Qgn+q/zGhmjS/sf6vTZbGk4WZDQl9wML3IF4ZO8+n+S0wdH4ZQ4Cck6J1yQiukWE3SbJnoy3qnf3/d6EyLi3hXtsMNLWL7ci89dN1LOt/sfu1tc4f0Wgavv7CPV+fHOLk+jOtr5GMtDMsjjIWYu2rs3rVIwnIxpywSsypnqgOcbg3zycMX2LdvHoB1N8ZcMwttBalCqxIjtqAR+CrXlrtZXU8RhB23X61OYKk+K16aT+UvMGEUeba0n+eu7EHRA5ypNGFD5/JMH97VFKkpBe1UEvd8BqMqMC/GuHxmmP/w8tN4roaXkmi2RF3XiKccyqd6+IXLX6TuWch1g6nXR/AaBm5WYi1pJBYUhC/onSjRHvRQ+1vENQ+AxHi1M2fbEygJDyWA/GmB3S9J9dfxQpWzq/28tTJAXHM5OLBEaz6JooeYO2qMJdcomA0m0iWCUCBV0FqCkpOkEVicq2z078dmeTx1hbjmUR+D0JAsL+VYb8bYky+ithQeu2+SsaOd8xvGQhq2yc+MfJs1L8G1Sh5Pqty3Y6HTV62HaIsmr6zuoOimOFYe69SibRVvxEGpajhDXmc0uaMRzsd5+BMX0BIeYSKqZb8b7wzWb3/eihvbjW4u91JQiNje3O1a28qHjm0TtEWzM/LYrlpcPT6C/WI3l88Mo76ZAgn2bIqaawLQHnZJPr2CpoToImDJThPXXHpTDc4uDHDp4iDmqkbq4VWEFuLHJTv7V8llmnhtjavLBRQkCdXlfxh8nseSV0ipNn9SOcKbV0cIF2KIZQslAFSJuqYhFajtDGgfsFEcgZsNsYd9jIpCbF4jWLVQfPBjAqOi0FxJ4GUCym/1sLCeQcYCvB6PweEyPYdXKDyxhJuWSAXK1QRKQ8VfiQOdRC+tKxm0VqdGLisGigtrhzr7j+XWOyOzFzKM59f4ePYyipBIQ6IsWp2asm9QdhIs2ylGMhXafT6BCedLvTxf2sVSJU0+1uJ3Vh9h2c9wtdpFEJOIELJdDYayVd6YG0FrKLx2cjcxzSMcaXeuUSnO680JAH5o5CyKkEyVuyDjoTVUtKag3Oz4siNVJtVXJztSIXbB6gxMcxUSPU2k7MxtH4xVsGIuwgy2kSLvPDcTmLcieN/tN8yID8b1Wrr+wfB21XrfkerzrmYrfbhjyVXeye4D86zZcRq2SVsPEbvayEoMW2hodbVTA5zuQvgCkfFYXszh9qgsN9PMXSugr3XmNFtFDaFJ3K4AP1AwZkyEL5ha6aY3X0MokniiTUJzWHMTrPppnlvbz5oTZ7WZJH7ZpN0bIvxOX7bfUgkSnb5eNEky2aYdtxB5d6PJV8GoKAgJQTKg/oRDUNNJX9ao7fbRq4LgXBpzX52/t/d1WqHBQjtLXm/yp+NZQl+gX0widInWFKw5cWqORahDYEpEWyU5WqVBupNdbNBhV7LI16/tR3EUHF/jreYwdddCSXoEvmA8vUbRTpE3WzyQmaXqx+EAXPzeBOsraZ4ZvoChBAzFK9R8kyU3S9PpDLgLEiFuOUllKY2+pqK6gIB96WWcPo1iMkl/uka/XuHNyjAPJqep+RaKEjI+WGIq6CGIq4wkWtT8GAutDAcLy7x2dRw1J1FcgVJX8HIqVtylHdf5vVMP8sOH3mTNS/B7anhHdbhduNUb5WY3wb1d1mYNnonYvrzXgKn32xZp4sa822C0zWDb1Gt2pkr8053PsbNQ4icOH+NzY+d5au8kieE6QZ/D8P5l1LSHsa4Qu2gRu2bQeqOb8vP96GsqoSnR822cfICcaPFDj52g0bQ6GcqaEHgKC3NdCEXSqMUoOimcUEUXAWPxMjNrOVovd9Ma9QkTAaEl8XbbZC90UnFihuhljVbTIlRBm7bQ9M5+oSHRawJCgX4pRqq/TvBUFeEJWmMezqCLW4zz7PI+Xi2NoyA5V+3nJw4eQygSYx3cHp/Aklya76UvUUN0OQQxibQCxnLrWP1NCOEfHX6ex1NX6E416dtbZKGaIZQKl2f6EEsWUpG4oUrVsTi9MsCx9XGOlccI6SQ50RIeFT+OofocTV2jaKdoBCZ/f+cxrBW1M43OUTBybfx0yNinp3nmkbc4uTbM/fl5hrMVuq0Gz5b2c3mlQEq1WfMS5OM2Kd3hk/sv8g8//h3u75rnicwkAJfWCgz1rjP24DxBxsfr89C0gHbLQG0pKHrIa6tjZHSbmO7dWSFuA7ZTf150Y763uVWtva2HSBe3xmb+prdNTbtg1Pnfjn+Bge4KX5/fT8M2sYtxUEBNeYRSELQ0jP11WqtxBsZLtByDajVOLOEw0V1GEwHtXp2aY/HK8jjBSgyhSKQA2dTACAl9Bc0MaPoGj2avcay+g0vVXuylJHKXC4FAL2t4XT5h2aC+A9A6Q7nD4TaBrWK2BKEuCYJOn7TT6yPaKqkrGo2xgKzpkjYclpSQRjXWGbzlC2ameigMr/NGY5i/M3Gcr1x6hP5ClZUBi3i+xcTuMiPxdbqMBuetPvy+gAcGF/nJ/hdZ6MnxldRjfPXaUQ4VljjSPcd98Xlm3S5eWp1ALesEyYB9e+eZSJY4u9TP395zkudXdhHXXQ5lFjjTPQwVg2I7yWwtx3PKfgy104/83OpevLRESDqBezKBzAc4gUbDN/iR/pN8Y/UgQ/EKWa3FikhzZHCeF6p76TerfP/oWV6q7Waq0cWL1yYY7ykzaK5jqR5rxTTju6dZaqZRqxqhIWnJGIoZIEabhC0DAVyo9KGLqF97uxHdoO8MW5GY44OyVbXGe523z9tmXsdtE7T/y598ArnDZuWNPhRP0O73MUsqXloSSJ3FxT6EGeInVbACbFdnIl/CKvjUPIu03uZIepbXKuOsNJLULnQRLwlaAyF+HPSKiupoODvaPDY+xXi8TDWIsdxOM3luEBkPUIygM/IbiOVs2q1kZ8S0HiJtjQBgY3RzaEgy6RbrTQ2kIDZUp0EKQkHthV7Khxs8MXaN14MR1NMWrf4Q4QpK1/J87pFT7DRXODIwz0hsDfOZi8zaeUzVpxkY7FBtcskWrq/xeG6KttRJqTam5rNUzrCUSPNI3xR9eoUAhZmVLlQXcsMV5qsZLkz38+DOGV4p7SCuuzxduMQ3lg+AFJgllTOLA+TTTV6Z3EEu32B6PcdYbp2g10G2NKzlzihwLeuysJbhQHYJXQQMxKucXevH1Hxano4XqPzkjpfZbSzTlAYDZoW/PHMfoqkyo+b4rcqjDGRrAJw8NYGxphJrgpOTmDMqTl7ip0JG96zQ8nQcP05nlnjEB2E73eQjPjwf5Freqgbeue/13SHv7Bq5ft9IazfHVpynbRO0pSYRyxZ+UhKanZSfbk6gthT0ARs3rmPEPJyGibqmUVvLcbI7gbpisu+RazQ8k3/70qdREh6hryCskFBVUW0BCgQxiZ+QSE9hqZXh49nLlPwUx6+OorUUgqCTmYtYgBhv0m4aoEpCTZLNtmhZBu66BWpn3neQCvBDBXQJIsReTKI1OznIQwOyKRuAoWyVy7vjxLtbOFNpVBe+O7uTSn+Mo5lphvU1Xqnv5KnsZS7YA0zWCuT1Joe7FgH4Xnk3C8ksnlS5Mt2LHveYr2S5mOnnbHOIr712P4jONGkhJKYWMDS2xECsSt21iGsuVT/O1EwPqJ2BbI+MTFNx46zH4jRaFpoWML2eQ9paZ9pWLkTts/FdlVjc4Y3VEQ4n5li2Uyye7SW1s0JlOYWZa6MS0pY6/x977xlj2Zne+f3ek8/NsXLsruqcyGYmhyNOkCd4RyNpMJK8QRK8WgNaL2AYMFY2YBgwDNjrL2vAsHchr+CVZGMU1qswM9QkrTgUyWHqJpudu7or55vjyef1h9MajOUJnCGHLIr1+1K3wj331LnPuc8bnuf//9L+YxR0B0WPkPkYr2mjOAp399JofRXVBW8kJOqqGG1B/3iAMCPstEcYKxhqxNDXcaMDE5KHHPKe8k6NM96tBPGDEvlPel4fZn4a1+vAfEJGcy6pdFKdfKxc4/KbR5OiMwlexyJ/Vad3xIBMSPV0jVYvRXw3SZTX35hLXKQcBWtZYzAVIQ1JrCfHDm2JMuoSdg30dMBWK88f8DAbjQIyUIgsiSz50NEhUHh4ep2Xlo5QuqLQetql27NJZ1yifgp7V2EwG4EuGazmEUUf6aso91vM9F7Sj7xQqPPiyhEmyh2EqzKsp8gutgneKOLfy/FqoKLPRVwXk7R8m4zm8XjmLre7o3xz4zillMPaVhlj2+BqZRphRYiBStzWcMc8/uzKhaTiXiZyoCwOcHyd45V9FCHZdXNkDZezuW0utWeSiu3RAQvH6uwNk995PRPFjPCHOnbWQ+2pKAHEuZCRQp/OwEY8V0T91C7/8ubHWSjXKZ1o0H+piqWBq0v+YPthnqgsA/DszdNYKZ/odhapgNkSeIVEflZqktS6RmyAX5BoTY3PfeISf7W1yGcmrnNvWEURkpX3KwAPCIdLkIf8uPy4xYI/LLn/ID3t732dQ95fDkwhWjbjsFCq4/sal988itQlZl1BhKCmQrwS6F2BYkbM55qcGN0nsiXOTIDRVJC6JLKSymNpxyiZABEnzlKRHaNqERNzdaarLaJIYbudQ1VjxFDFnulhpRJ9cTUbsNItoZkhrdMSddNCN0J621mUUBDkJDITYqR9KHv8zWpulIkwOoLITERd2r7NSLFHLAXlo01yt3TSpo93NBmYCAFZzeV2ewRLDfls7k2+2jzPvWaZ3l6GteURCqVBIgzT0pCOhkxFRKmYOBIQ3G8HMyRKIPD7BuX0EEVI/EgjrfnEUrDqlLm1PQqa5MHxDc7ktzlZ2OV0boezC5vYKR88lVJmiJYsDmBu6ezV8mRsjyAD+60so7keVasPgDMXJOppQvKL45d5qX6EfmDy2NEVnJZNmE6K8yIjGcSI6L5lZwzaMDEficY8vFjnTHWH86k10prH6cwWlnpYiHbIh5uDPJs9TNz/f97r1rgDk7T9UMWNdM6M7wAgwuQCxAbEoUCc6RLaYKV8frZ8nX829S2efvw6Hzl3m+hUH2LQ+gp+ToIWE7v3Z6EFFyUQjBV6PDO2RFb38Ic6nmswrKURUfI60a0s1m6y8PC5yauEnkZmVUFb7KEokoXjO0STLn4pJp13kffSaOsWlXIPhEwqxY/4hJUAowsdz2Ii0+FT4ze4UN3CqUp6z40yM9bEaAn8psXLe3OcK23jRhr/5e1fIpQKnqtjlx30gkspPUSkQsIJD8VRIFBQBwqyr2Fv6KBJ0iMDvHLEkdl9dtuJo1iMoBeYaErMC8tHMd5MowxUSsaQGbNBL7B4uT7PTi/HeL7LyeObHMnXEbHAK8f4eUkq46GrEe4xl6Br0Bra6ErEXL5JYaRHVAyZGG/xbO0sXqixN8zwnVtHUbsqsR2h9RWQYLYkUku2FAZzIYPZiMiWKJrkxe15qkafDb9MLBW+tncaVRy2fB3y4eQnTdY/Tm/zj5NYvneGfZisDw4HJmkPmynG7S6KkBgtBWlHeNWYMBdh3bEIQwV7oUMQqLw5mOGVwQKaiFnvlfjUwk0Kk93EN1uFI9M1hKsS2ZJMyiNKxQx8g2fXT/HW2iSqEWNaPnreI3ekje+r+JM+kZ0EaUZ10YyIIA3u0GCu3CSru1A30cou/p0cAOGMS229CIGC4inodZ3MbYPIgM7Q5rVrR3l2+zSr/RLRjIvZljQGKYaLPoqr0Hu1ylevnGWlnWiBf/vVUxhmSCkzJGharO+XkI6GokqoeqgDhSeevEF1tkWYkRAKKpkBqU0VTcSM5PtsDQoYSkg/MLm+N0boJkptYyf26QUWN4YTrPZLfLS6xHSuxXiqQ8FweGFpAXckxGgpjB/f51hln1o7g7Fqorc0iimHl3dmaXkptPu91K1+CgWJrkb0HAtjV0eqoKRDYl0iNRhOQKyBiAQiFWKP95k+vUvkqihKzJjZ4YX2IttOjgeLGwwj432LwUMOeb94N/rh305ifTfFSw4T+f+X92qF5MAkbWFErA+K+JGGV40oVPqoo8mMU+oQ7aR4ZnqJsWKP12ozfLu2SE5zWNuo8PV7Jxk4Bn5RYrYEM5kWUksKzzrLRVAkrU6abi+FZoREfQ1TD4nvy5lqVzOkci5BOURRYr60/jBPzi8jdaCrs9nJc3VzkjgXot5OJzreaUk81FCyiSRnVPGJplz8nGRw3MddyZIeGbC1VuaJyjL/7UNfpfczQ4JA5bNnrxLbMV41wtowaG4W2Hl1HBELBk2brc0SWsFHrNtY2xr6bRtjyQZgtVsmb7koPugtjY0bY7gVyVYnz04jz0PldepOhjvXpwh8DTyFYNqjag8w1RCVmH8+9xfsB1keLa7yRP4eBcNBeipmXSU828fxda5uThLtpPCqEUExpDlIIaXACXSGnk6h3Mepp+gFJnnDYdCxCGfcpL2uZaANBe6MjzcZwPwQ68Emhh1g6iEfHV1ibKKFpYd8p3mEm40Rbu2P8gcvPo7jfLiT9ju58Q/ysuohP5jvVSH7IPHTMtb4oPB+rUAcmKSt7pmsvDHJleuz6EWXdi0DqymiQMWd9VB8wTeWT7B5a5SdO1Xu3B3n37/2EISCaDNFMDTQOwIeb3OnXcXe0NCGAr0rUPsqcdMgbhqEdZvJ2QZ+qPHMwh3Gc13CrMS/l+OLD73Gb577Nr8w9SbX6uOEtsTeUultZ4kCBTvv4hcSIw9tIEAKzk5vY+1qVKq97yYrzQqJ7Jjwah6to/HltTO8OZjhN899m7lKk7LRR8v5pNdVRATpVQ0ExGayx27mPEZKXczjHUQESpi0mGlDQe3Fce6ujBJk77dhaBIUyXA7g2EG/NHrD7PTyiVqbvs2CMjkHX5t4kUUJGV9wFCajOi97177Y6ld9JqGiATRbor2ShGxahObMRPzdZR0yD9efJH5YoOdWyMoiiRreaDHLK+NMJVqU6r00JdtCvMtzJqKMx1grRnf3fOfLrQp5wYcKTZwY51TxT0sLWRnkKPTTRPfyCaFh9EH56Y95JB3g4Mo31wm0qAAACAASURBVPmjZv4/rXM9SNfg7fJev3cHpno8zEXoTRURqcTDFEKHeMZF7Jjk1xSG4xKvZaG5giglQQq0ropUksf4CvH5Hu56DifMYcZgtARhGvSOwFtwMZctvFJEJAWGFlJzM0nhUwypXUFJG9AK02RUl+lci0aqSBArYMTIQCGfdlBPDGm8PEasSfSWyrVXjyBSEu+vKihjEvlgF0NIQsUgTMfEIz5BlPR+b7glzhe3cGOd0Ev6lBUfnKmIsdkGeTMpUiuZQ4ahQaufwnykSbuRQTUj4oaR7BVHgtiMUZ1k316OemTesOnnTNLlIcOeiSwFCFdlYXGH47l9bjiTVI0eeW1IJBUmjBZurPOwvcLvNp4kzMbEhoCKh+zr6Lsa4VRIzzWZG2vwzdoprl6ex2gpPPLYOk6kU1hwqJp9vnb3JGnbR6qS3q0SGlC4ouOVQKgxf+/YVa53xvn81BXuDMb4d9ceIJXxyNsuu2tlzH01cTSzkgHRIT8+H8QPu0Pefd7NvuAfNIt8r2PtoPaEv1+CMwcmaWdG+5w8s8fuIEfF7nO7NsIn526zPFXh+ug45VKfdjdFIAXCU0iP9PHbOayaQpCBqBwzV2myfC+D4id722o/aS8KshIhJMGiQz7joCsxv7rwAr+//ijtgU086yJ2bH7n2hOMlbpU7D6bvQKi4BN7JlpDR0SwqxYwUgFBJcLeVvELEkRS5e6WE5/ryWIHWwu47hgo+Zi4ZtHva5w4vsON4QQZxeO15iyzkw022mOEKUl2rEffNTlT2qXhpVjplqi3suSyQ1xfZ3qyQcFymDnW4ju7s7TWish0CF0Ve6KPEOAVLWSgsFCu08uZrF6dQHUEW608vzX3LP9P82H6ocHJ8haBVLFEQEEfkhIhx1O7fIXEBcxzNC6eXuaSNoe+ZULOoeeZLC+NgR0juwq32iP8NwvPohPxx41HUBSJc6WIEgm0QbIy0DkVoZVdxos92kGKI9kGv/3WRwg9FaWtMxQwWM+h3TdfQQowI1AO3s35XnPYYnPIT8q7ldx+UEI6iMnz/eInvT/f6SDkHSVtIcQq0AMiIJRSPiSEKAF/CMwBq8AXpZStH3Wsk9U9wlih0U/RGtp8cu42GdVjEBikMh71lRKKo2AOBX4xYqFc59YRhcDLJucyVNnvZwiKEXpbRUhBdzGiMNfGfbWMk1E5MrvP2eI240aHr9XOMJrqUWtnUJSYIAvBUMfJ6twZjDDcyKINkp5rWQgwtwy0mkGMkRSGAYoPQU7ilSXxuMuTC/d4In8PV+rUhmn2annSGyqxBr+z/CS/cfQFWmGaYWBwprjDmj2CCMR3e7LTMx41N0PvuVGi6Yimq6E2dLZFlp0Jl3Ontuh00xgNFVFXcad8go7NxEST1glB/vkcb2mTyEDBGAi0gcBfzvKP9/9TjLLL+cktCsqQjaCMpQRsBUUAXunMk57q4Xg5rA2dEw/vcSk8QlCMCLs2/qqJkpPEdoRfihhPd/nD2iNMWW0A5ipNVskQWRLVFfgFieIK4i2bjhnyZjBBwXaRUmBsG0gB1hs2w/GYyIqTVru8n3hpv41Yfjfj7m281ncfv9cfWG9nJH/4Ifre8F7G3E/Kux0LByW2Dsp5vFPerUH4u7EY+YyU8oKU8qH73/8W8JdSykXgL+9//yO5vDZDL7D4+OwdjpYaFLUhd/ojmGrIcC1H9p6KXRNIVSJ1ydX1CQJfwxsLCI446B2FsWwPNRsQjPrYDzbIzHRpbebx85J00UERknGjQyQVeoHJ9Z1xHpreoFrs4ZVj1JZGwXaoZAbYuwoIsKd6HJvfpfjIHmE5QBuKRG+8FONXIqQuyRxv8eTCPbYGBXaCAq935pjOtlmc3GcwGzGcDmmsFnmhvYAuIi6UNykbfdIrSe91Y5Di5NwOTT/FUr3CYDZM9qo9BbMliDIxYTdxBxObFkE+RgoQeky64NAe2Piejp8DbdskXXIYfXgX54RLNOph7WmwlObS64v8m92nebl7lD/Zf4BhbJASHheym/zszC2ibITUJF9dO83J45v8zIWbIMEvxYgQ0CWjC3XWOiX2hjkut6Z5szZJbZAm1gCR9GBLJZm1x1UfQwtRFcny2giRp2J0BHpPMJiOifIRFAJQJWLTIp13kxn3exh3P4y343700+bQ3/pA8VOPuUP+bvJufnb8NHYQfw743fuPfxf4/Nt5kqyZ7PUyrA9KXLk5y6je4WR2l75vYk71GY5LnKpEdQSZFQ3qJrGvogxVxK6FVKA2yPDg7DqKHtNup8laHkYrsfX82MwdPj16nTuDUV5oHGXU7vHLJy6xPcjzcHWdKBehuoLxVIdTxV3Ewx0mLu6wWKlzb7fK3t0KalMndbFONOaRP95kYXGHkyc26XZtXrx7FDfU+P0rj/LS0hFeuzXP8l4FmQ5RfAWt4nCzMUZK8UgpPq81Z5NWKC0mY3mM2j2mrDafnLuNSIcomQA1FzCcD5I+cF/Q8NKEIz5GUyFMScrlPpP5DtXsANPyCXIS1RPkUw4bqxXkUEO3QtwZnzCTXLvrzx7n5e1Z9odZUopPO07RDNMEUk0K9nTo9W1+bfJFNBFzdKqG1lWISiGKEaEKSfdKmbs7VR4vr/D42ArtuyXMdlL0F2ZIZtvFmFTWwzYCant5hBYjehpeQTI85hHnQpSBiqrFoEtiU+LfyiWDg/cw7j4IfG+h0kEsWvoQ83c25j6IvJfV3O+nZe07TdoS+IYQ4pIQ4p/c/9molHLn/uNdYPT7PVEI8U+EEK8LIV4P8LB3FEwt4srdaQBuDCfYdIooQnKsWkNMD9GGAuVih/5ionaWWFLdr6AW4AYaF/Pr/FcPfoPFyX3cQEtmfmZM00/zcns+OV5uH4Cl/giWFhDGKgiJ0RW8vDbHlNniHy6+yky2yb1mGXXVwhgdIiQEkYpoGmRNn9OFHRayNeK+jowFO3er0NZJZT3EUEU3QgqlAbLoM11p8/T4XZphhj0vR8FwiE2JUCXNbpqn8kvU/Czf3lzgl8+9zhdOv8HPnbjCsSM7YMSorsLt3ZFkeVmTxFbMmcoOtUEaUw1RFJkojw1h5/YIwlfI3dYIPA2trqNPDChf2CcywVnOsbFd4su753i+c4Ib3TGe21zgU0+/gRKAec3mX977BMu9Mg+X1njoo7f4hfOX+eyJaywWagTZGBkJ9vwcbzUnsWoKIoIwJYnuW5WqQ4U4FmzvFFGMKJGIVSUcGTA72SBdcBBVj7BrIHoaWl8QlCKk+t7FXa1W++Ev8reS42Gi/FDznsTcD+JQ4OTt8V7eoz+uMcu7Ndh+p0n7KSnlg8CngX8qhHj6e38pkzP8vmcppfxtKeVDUsqHdEz8oiSKBdaGgdpT2RwWeCJ/l0erq6x3CiAk2Yt1JvMdlIFKlI4RXR111IGKR5CPmC60+Yud03ytdoZQKnS6afSeACNmvVfEUCJ0JcKPNYahQcNNczq/w81Ocq/150P0Kxmery9wqTPDx4q30JQYvxyR+XoGqUjiWEGbGLKYr7HcrzBpthHpEHXPTExPij7BzRxGWyHwNT42dYfPnLpOFCtEKCxYu8QI3tqbACDu6pwc2+OvWidwIp32To7VYZktp4ATG3R9k1TOJawERBspRASxDoovyOsOT00ss5ir0W/bZFehvxhQWWigOgrdYyHKvpFcq2tZRlN9yo/uYsz2qTxvsPzqDJfqU0zYXaQUNP0UwbwLApqXRyhbAzbdAouZff5qa5FvrR5n0mpz4uwGZ+a20UREc2jj5yV+DqyaIChExDqEpRBVjcFToWaiDRWMkSHTlTZBrDBo24gtCwARgz8RUJlqJ4n9PYq7arX6dl7rcGZ7CLzHMfd9jvETPe/DxAflGr3T83xHSVtKuXX/6z7wJ8AjwJ4QYhzg/tf9t3OsC0/d4YGRLcqP7VI8mUht1sMsS70qUgrK+QFhpNB0UqTnOmBGSeLKOsj77V/PVG/zuYm3uFOrookYy/YJshJFj9iuF/jOvXme3zjK9jDPVi/PRLrDnpfjQnETI+ujeArWE3VW/3qWe60yz9bPkjIT9TJnVBAVQs6NbnN+couL2VXars1vv/kU4yNtYiN5I9QtCynAq0aoWsSGU+SBzBrzuQZPZJe4NJjn0dwyg0aKyAQRKGz3cyym93m8cI/KVJvtQZ6nCktoIiJj+Phe4nwSWxIRCiJLcuahFb527ySxVPj1yl9jpAL8rAAtpmg5xBMuqBK9r6CVXdxZn+tb48RSoKox3s+1UYeC3c0S31w+ztmRHYahwcX5dcof3SG7Aq/dmWc+1cAUISkjwHN1/nLnGM9Ub/NYcYXL9Wkujm0S5iK0IbgjyTXQhoLiaJeJXBej6Cb95yEYRkjZGrC9XcJaM4hMSWWqzcWHl8jcNOj0rbcVke9m3B1yyNvhMObeWw5XFX4wP3HSFkKkhRDZv3kM/CxwDfhz4Ffv/9mvAn/2do7nRjppzeNCeYvZfJNnqnfY97Pc2B1Lqso7afxQ5XhpH1OLMNM+IobuwEJ6KvGky5e3zpFSPE6M7LHZzjNo2QRHXGTHIHJVcjkHISRXbs1Q383xyuYsr6zO8effepRoI4Us+jiegV+KGFyu8NqdeVJ6QJwJv1toBZDXXf54+yJ9zyAeJEIh6mjithFUA9KnW6BIpsttjmX2aUZpAIaxSUkbcGM4AYEgtS1QKh5z+eb93xv8/MwVLpQ32QkK7Lo5TuZ3CV0NRY8QBR+URITFj1XOjO9Q0If8UfsRdD3CGZVoZsS93SqybaC3NNxZj6BtMjnZ5Lce+BqurxPHgihSSD1cx9rQUa5nuNUY4fHSMiezu5SsIY2HIjI3DL68doaPZW6wWKiRzrjs7hb4P289zl/uH6c1sLmyP4E6VPgbyXBrR0sGLYGGE+pU8/371pwCKQXb/TxKV8OrRKBKhp5OGCvkPr5L6Gn8qPLxdzvuDjnkR3FQYu6DMpM85KfLO5lpjwIvCCGuAK8CX5VSfg34n4BPCiGWgE/c//5HcvXWNE0/zbTV5Iujr9GJbCIU4kghCJKNTt/TWe8VeXxshblKEyUA7UoGgPMzmzw+ssK00WA+3UBREqWwI+N15k/sILSY/sCiv5NBGaoQKjj1FHOjDZS5AVE2oljqU8kO0CouQS5Gq+usvj6FlgqpPrmD0GNCqZDTHMrWgJQRYFeGvLw9C0Ki9lSyNww663kyIwP2ehmyqssTqSUezS1z05lg389yKrUNatIqxq5JWvO52k2Wy1ecCkVtyEv1I3R9i6/fO4m1ZhD7KvFAI7Qlk0fq3N2r8IWRS2RVl30vS3gth9kShI5G3DSwdlXMpqA60sUsO+w28vxF/QyL5RqLlTrnx7Z5cGQL9UKHyJK0V4qsuWX6ocn5wiaPn13CLyYysL/XeJJPl94ibfoUy31MPSSKFRYrdVrbeQAGMxFSQKwne9quY1DvpcmZLiIEZzrA0EJ2rydtbsQCYnhm5i6L2RpuoCGHGm9jgP2uxt0hh7wNDmPukAPDT9ynLaVcBs5/n583gI//uMfTGxr3OmV0JeIBe5Wmn0ZXIk5M7DGXbrDt5Bmx+owaXbqhxdLWCIYvGE6FqKmQvWEWSw35F/ufpueaDLay6F2FvWKGY+UauxmP2VKL29Eo+asW7dMCra+wVivy5NwKK8UyOdPlseIKS/kROpMWG90i0VfKDN0UdSOkXOpzOrvD7f4oI2afm7VRnHqK6fkatTfGISXxHunDbop+2+bJ4/c4bu2w5I+xaO7iSp1Aqqx7ZZCJAExUCtgeJImvFaRpeCmmrBafH3+Ty91ZluMK7miYLCfbEuN4l621MsKO+GbrNL8x8m2GscG38xIDkgrvtI+jWwhPob9RROuoiYXnrKQfmHQ8i/F0xNPZVV6Sc0lr257CUrfKucIWRW3A+dwmrx+ZQVtO8bVXznP6Y1ucKe2y3CvTdS0GvsHaWhW9qZLeEvi5RMgmSklk0aeQGzKV77DZyRMUIlDA8QxiUyK1GD3voekRl+pTnCrucaG6zW09ZH/4w8eR73bcHXLIj+Iw5t4fflwRkvdSOe39XPU4MKKRQSEiihVeWpvn3+49RSwFN1pj3NoZ4VRqG0VI5u0a51PrXGrMYKd9jA6IWDA/Vme/maMfmtR7aTrtFEZTIShG9Ls2b21NkEu5iTFGLAhTAmnGmE1B0Dd47vpxuq5JGCvc6I9T0gfEUmE616L9hEdqVyKv5ajv51h3SpzJbrM+LBLHgsyyRr2XJrIlsSYZLfSQeowYaJSMAa8P5mlHKVb9KqfMLab1JnnNITPaRyogujq1QZqjuXqysiAVan6WHb/A1jAPQmLtadg1SZiJCUMlKdbq6LR8m90ozwOpNcymgtERTI60mSh1QU/8rkUqJEola9dvbU+wtDOCAK5sTPG12hmKaQcEDKdDiuaQzxSuMGfUOWNvEPoqWl+gdRUK6pC05uGGGs12moLtoGc9lBD6M4k5i94TxFaMtmMihKRgDFEVSXW2hdrWcGopkDA220BRY1Q12X8HcCKdsXSX2D5cAjzkkHeTw/3hv1scGBlTdajQfqsCElZyJZ4YWeGpkXs8657ClToX8+v0I4v/bf0ZBr5BeDUPFpAL2OnkCB2NG5vj6Ldt0kPwKhK94HFmcptQqnQ9i5cvH0N1EtlTAkGQkQhHRRsotIcFBp0StzOSiw8tcbdR4dGJNWbGmhR+2eGtK3Oklgy+3TjLi7N9fvbILbxQY2k6gy0khXN1Om9U2LkyhqpI1Okh206e0FL50+VzmHpAJTXkaK7Ox/M3AMisQ3cBqukBVxoTzGZbfH70Df7XpZ9hNt/CDXXiSEULYTgmkHqiv652NVQf3rg7y8crtyioQ9zxkKitsrFe4eKJFbbTOUgJAkdHSIgLAeXcAF2J6TgWTx+5S4xAETH7chS1r/LW9gT/s/dpFnM1NCXizNw2jdEU28sV/rs//yJT53c4VqjRHtis1YoEAwNDSQRVRCRwqzHV6RbtfIogUsloPvOFBq9dO4qiSbSeytzFTc4VtmgXU9S8RPv9r1ePMFttYWsBQhwm7UMOeTd5t2eFP+0e5cNBxg/nwCRtbZAIhuh9wf7tKl/pprk4tcFCqc7l7gy6iFntl9hsFPCbFmo6xi8kz10o11EqMZYa8nLjGHFPQSoQtkzCCZVb26PMjjTRBgpSgDsagh3hFwWi6KOMhqS0mEHKRq/pXH/2OMOpkFeY5bPz15k3a5z/6CZfuvEQbNnIpQxfi0/ymcUbbE/liF8rUJ+IsE70UN/MEVlwcmyPupNhrVNiuJHFqyZmIKv1Y7yRmySOBYMpsHcV1hpFHple49H8CrUwSzU9IG+4XNuaQF+ycaZDRCBQHIX0pkJkkLzG/Da/kLnJ/9U9DxJECMKMWG6VCXomakfF8AR+KSJ1x2SnV4VCwGdOXqds9FGQfKV+Jmkjy8TMlltcKG1y1NrnW42TrDRL/KPFV/hX+x/FXtFY26iwrpUQiiR2NRAyuc65GKlIjh3fpjZIoxshuhoxazWoe2mQoDpJH3bV6jNmdnilNkfOdBlJ9SlkHbxQSwYLavQ+RuEhh/z0eT+FOT4IHF6XH86BSdpGF/xijNJUUXyBcSnDd1qLfPriW9zrVlitlzg5tkccKVi7WvK3AUTD5F+YSbd4szGFEgiQEOZDsnd0bhVHCX2Vu8tj6EBkx2gFn2zGoa2mOTJeZ61WxPdVCBTkjIOa8jDfKhDt5flyfIZKdsBIqscXTrxBd8Hm2RunSV/OsDxeIWe7bM8G6E0NL8hgKBDkYq4sTSNcFWISwRIroLlVQASCRiwIBjqaDm5Vol/J8qJ3lPlzDa53x/l7Y2/xx5sXsV9N4+eS6yONGKOp01sMUXsqUSZi3O7yL2o/Q9NPgR7jj0rUfQM35WPsaQQzHtFAI39Dw62AtGMqpT5H7BqBVJk399msFnnOKKP1FO7tVskaLudSG1zbHUcIyb+6/FHSWZfQtkjdNXDGI4gFQpFIQ2J0BJEtkLkIISRhrHByZI8H8xtseQU0EVOY6OKUdYqWz9PFO/z++qNMZjrca5VZbxU5Um7wkfISf7R6kZIxfP+C8JBDDvlA8r2e5D+tlQU4GAOKA7On3Z+7P8MSSZ+vM5Lsw+67GVQlJpd22erlMa6lEmOKUYeoEHLy+CZn8ttJ/7ES88hjtwnyMellHT7SIty3kZGCsa8RFCJEJJgbTfy0J0barO2XYCVNvJVCb6kYV1NkLY/pJzfxizHeRoadK2O0vBQRCqYS8LkzbxGrcOe5I+zcrWKv6wT5iLmz20Qpib2jki45PHThLpB4YY/meqg9FZmOUO6k0Ro61r4gNiRShbiv83uvP85Uqs3NwQRryyOEVtLvnaoOePj0MtmLdRYWd4jKAZgxac3jk/lrdH2b3DUDY18ju9jGadmJL7UkGeDkwC9GCEeh0czwZm+KitZjGJvYqp8MZIaCo2M1iobDv918gihS8FazaHpEfy+DOx4iFcjdVTFaCjITgRnhVuPE89uIWK2X8H2NupNU9E+abX5t9AVGsz0quQFPTSzzSvcIKT3gytYkUgqctSwFY8isUecLs29gvAMd00MO+SDwQRfr+VHn/36rt70br/03/8NB8B/42xyYpE0uAMAZj5CnekgN0GLGrB67vSzNpRLDlyp4pTiZSTcsUkWHvm/y/N4CvdAibzg8kF9HH3EYnnZxXZ3UdA9zw0hm4GaEPjmg7xt8dv46JXtI0DHRu4L0euIw5YxHuIHGz47e4H/8zJeQZZ/8EqxfnuTfXXuAl2tz1L0MJz9zhzATo7cVwkyyX7t8d4zs6QbOCRfXMfiF6mVOnN2gfKTF8sooSghaTSf1QIMwH9FfDFBdQXpLkrujodd0/vyFh3j2lQsYDRWzLSGGj8/e4UJuk5+fucJvTD9PZaRLuuAwabb50v5jKCKmeyzEL0boWpKcI1tC20DxITYlRlsBKTBWLNxIZ8Wr8kc7D/FabQZrN/Gz9iKNFzfmcQKdaDMpGlNvp1F7KggIMxK3TNJK7SnMTjYQkUCZGiJjwXS5jdc3yZku51NrZFSXr3fO8kz1DscL+zT9NNuDPHnDwe8ZDF0DMeKx2i1TC3N0Qpt2mHo/o/CQQw55h7xfA5J3KhX6txP19zvOQRhsHZikPT7aRhR9PvrwDcYKPc4+sMLxIztcqk/RXisgQsFwOkTESasUkSDwk8rtit1nqV1lJt0ilgq5tMtjR1co5wc461lEDO6MD47KXKVJ0XL4D1vHyOku1ekWXjnGLwJKUlDVG1j8+40LXDS3GB9p0zwbk9oWxEON7dUKL145xhur08ye3+aT/9FlgmKENhDJrDbUODe3xYWZDd4YzmKpAfWNAsJViI2kwrrdSlOZaiOsCL0jaDzlI8Jk3zd3T8HaVREROFVB5WgTJzLoRDb7QZZeZCOE5NGJNTbcEr8y8nJyAY0YEQpqG0VmTuwRZiJkNiQ2wM/LRKHNFcgTfUbMPs/vLXB7a5T5XBNnJiDIx+x3M5QyQ2w9QESCKB+heImYi+Iq5JfAbEOUkuhtlbW7I0nF+GYKK+2zXi9ybHaXXx1/iSvDWb5eO81L+/PcGozxkcIdPld5g1+ZfJX9YRahx3hdk9Fyh7lcg8vdWb61fRw/fnvi44cc8nedgzCr+0l5P2xs3wk/6FofhCT9tzkwSVtXYjQjYhAaFEyHU7kdVusl9u5UkwKyMRe1rxKlYlQvMQH5yPw90paPIiRp3edOd4Q/Wn2AdjfF7WaVgWegjLggQeloqAOVIFbJ6B45y0VXIqaybcbO7DPx1CZSAaoeE6UuRcvhd5pPUGtnIB8QmZC5q6M3VbSeinXTZu3NCb61coyzJ9cR57poA4guFbiyNM3uIMd39ud5urzE2VPrpCb7RKkYZyrEzng8PLoOPR17X4Kj0l2IcScCOg94+CcdchfruLM+zZtlJqw2uog4ldqmF1tkTY/Xdqcp6ENe7B3j8dIyesYHQASC5tBG8RXEUMVsgTXZ54uPvco/+NS3EUKy3C9jawGxo3E+twlaIo/q7qTZa+a4uzQOgLGX1Assnt5C8QTt4xDakF4XGG0BVoyIIcpGOPUUhhHy61Mvctsd5xPZa3ihxu5ugVutEda8CpNai5vOBIqQ/OqFlzl5dJtTxT1Wu2X+w83j1PZzeEPj/QrBQw45MLyXPceHvD0OyvtxYArRZrJNcqbLrfoIg77FFXcaIgHZkLgS8cDMBpebC4hQEGuQGe2T1jwALDXkmfErbHlFvjU8jnYnRatkIg0JEmQ+Ru8q+IWY1tDmdGGHY5l9LremOZbbx410Klaf1Yky5WKf+L6n81fWTiPupZGjAcPJKJExzSfL+KlTfbxbJeJ7GZZuZIksidBJ+pX3dWp7o0Sm5H9vPc0jM+v8Jwuv83xhgZVamShS+Pb6UWQqYjimYlYcZsstsobLmNXjL26dQlVi0kUHfy/Hn6ycI236nCru8Q+rL5GddFFFzE1ngm9uHOex8TVkrKCUfSJP5Vi5xqVGGnNLRwkktumz1KvyxdHX+aXjl7neHefS0hzGvsa//utnKE51cJfLhDnJ4vg+N7tTRHZMmJH4FVi+NI2YGcJaopfuFSE2QOlqScV/S8M60eZYuUaEQknr82uXfh1Ni8gUHKJYYdMt8s93vsCvzLzGm+oUNT9Lxerzys4M/fUcSiyIM+F3pWIPOeTDygd5hv1B428GR9+bkL+3qO0gcmBm2t9ZOcK1N+fwrxSRbQMUyI72wU1O8fKbR1EqiYXnyIN7PDK+zuX6NPOFBhWzz0VrlRGjSxCqeOUIUfL57MUriFRSQKW6YLSVRP/ayfONrRPEUhDGKrEUbA2S/jFLCzG1kIzu0dvNEmQk5raezPY1iRCS//jUVQq2w9S5XaoP7OGOB+hdkczUJSghBNkYpIDlNC+/lB52mAAAIABJREFUdIIv3bvI7aUJ5HKaMNAIfA21qeEseJwa2+UXJy5zIrvHtNXkC2feoNFJJ17ZD+7heToXK5t4scZumGdabxBJhed3j1JOD9kcFoiaJoYZoHQ03lidplDpozqC9qmY5l6O/WGW7aCIguStrQnMDSM512xAd6lIbErUvsrdvUpyzYwYkU6KwvQjPUJfJVbBm/EIzwxQfLD2lPt73TG9VophaPD15mmqWg8hJOdGdpgvNZnJtWh4KUr2kD/ceIhQKpxMbxNLBU2JkUbi9a2lQtDi9ysEDznkfePt7Kce8u7xw4rlDnqh4IFJ2mHXQFoRUpOJP7aE/loeESiwY6J3FOKmQWSDpsRsDgp0HIuWl0Il5l4wwt3hKA+ObjJ1bJ/T0ztsDgvMT9aRCgyP+lgN6HZt+oHJ6fIu46kuOc0hiFX2exlkw2Rjo0xa89noFRCeghImNphBJeTYsW3Oz27yVxuL2FrAfK7BU6PLnD2xgXPCxXqkQZRKlpr1rkJUDvjEJ99Anb7fxhQny8rGDZto10bvKehWkhivDSaZMRs0wzQVvcevnLzE58av0HUsnphdoWz0eTC3zu9tP85X2hd4qbPAf37kOXQlQkGiVRyi21lUTzBS6TKa7WE+3kDqElTJhfIWq26ZS+0ZqoU+8bEBwbSHboaJdWeYVLIHHRP7loXaV5kYbfMzF25iGQGGHaA5YK2ZBAMddyzCHYmJDFCKPgsz+zxaWuVCdpM1v8Jjk2u8vDLPza0xhqHBG/dmqJp9TC3ks2PXKKt9XryxQKueRW+qxLrEvpRCeAcmJA855D3hoLUUfZj4Ydf7oL4XB+YTMjvWAyMmyMZoXRXhJM5Qej+pTjbaAntHTdyhgDOFbT46dY+q1ceJDd4aTrM5LJDVXS6UN9FEhBtpTKbb2FM9FDOic85HW7e4fWeSF1fn0USMqYTMZFrkbZf0loK9arBUr9DopEFJZoDOER8961G1+yxma0wX2tzaGSG4XzQ1l25gWAFBpLJ4boPMI3WUQJC5YfDNpRM8PL3OQ+MbTB+pMTjm40yHWPtJhfdvnvs28+kG01aT51vHOJfaIIg1nkzf4c3eDP9o8RUAitqAda+EoUQ8t7nAo/nEgGQYGKy1i4SehoggtSXYr+f4L2a+xVyhCapE0WJ23Szf2Z3nseIKnxi/zf9w8U/5zx78a/7ZmedQHCVJyPsKiqOiDUAq0BrYKEikFHxkdhnFE/j5GH1fR/FE0p7nQKnQ53gucSXcC3JECH6p8grnpjd5YGaDyVSHj5xYIpAKXqix7FT5769+FmvDQKvria3puIf5TB07670/AXjIIe8h329mfVCTxDvhoC4xv10O4ntyYJL2oGfBfUnR2EhanaJ0DAsDokDFK0tiA6QqOVPcoR2k+Afllwilwgtb87y4d4ReYPLK/iy2GvDm6jR936Ttp5Ayqfw29nS0vsCoq4R1m61hnj9dPceM3eRceRv9qQZKAO7QQLmdQe8ml0e3A4K+wYtvHuPPls5y8+YUwdDgRn2UvOpQ9zIEW2n69TR3rk7T7qbQLrTpn/DRbqV4eWWeF1fn2W3m0NM+6Ml+sd4VXOlNM2kmhWYP5tbRRcgRc58XB8eoGj1u9cex1YCq1uOJ7BIPFDbo7WX4vbXHeL05w9q9EXp3C6i7JuktCDKQesvm3+x8hMVsjYnpBvFQ462tCQq2w+XONF9ZP82f1x/gG3snWXaqpOa6qO79fWpP4BeTpD1R6NILTRQlZmuY55/+/S8jQoE2EJgNhdhMtgDqjSxL3SrHrR1Sis/H0je54U3yeGmZfzH9Z3y+fIkL2U1iqfDxsdu8uj9DxvZwpwKMliAqB/z9M6/yhdk30JVDRbRDPlz87cTwfiWKD3qC/bBwYArR4oEOQDTlom5YmG2F4VmH8WKXnmcwWLHw88ky7rXWOPO5Br9Te5rX782i1Ax6hZDHT95jpNjjT26dR4YKu4086TEfVY2xyw5ukCZ3T6E/k9hC7vUzXBjdYmVYpu5mGMn0uVcuoexYxLrEbAr6CyG0TdBj9I4K9Qy5lmA4Jul0ivwf9Y8wNt5Cmxji9w30vkDdT/GRz99is1TgajSNddsmNiRKIPCLMbojEiUxHZ578yTRecFThbvEUtCO0vzu2mNk9KQafL+fwQ9VnEmdE+ldXqgfRUmHbC1XUHIBektFxKANBM0HQjJ3NbyK5NKdOU5c3GOvkSe9rDOYE+wYOZq6jevrvPzSCaJUTG/WZNC1SFvgVUPMuorRhvjkkIdLa8xZdabtMa53xhnTOont5ljyPiAgyMfYNy3uBGP816u/yPH5HV5pzvGLY5eph1le8yb5evMsm4MCWcPl9689ipQgI0FhpEdpfsh+L8M3tk9gqhGKePn9DMNDDvnQ8b3J+t2uWj+IM9UPOgcmaat9hSgTEw81rL6gfyQklfLpuibFlEPHhjgTQSTQ1YjNQYHFXA16OlIDtaPxnVtHOT6/wyOza7x09wjF/ICl65MAaFUXqUpapyXpTYFfEDQ3C+ykBxzL7aMKyaTV5nZuEq2biIn0FwO0tobeE7hjEWFKgpD4BdBGHNSVNPauwS5FxEBF9ZMecv+Uw76bYS7dIHfW5aXgONZOklxTs91Ed3wrUQ3LLmmszpfJaD5OpLPUrlK2h1y9N5W4dA009LbCc7WTPMdJjIaKzMegSWTLIMzFpFdV/EJyc8SPd7BfyBOmVP7vlx8HEkMPta/iFzTyKYfmRoGFB7ao99MEoYqMBSIGvZtsSThjkshXWXdKFPUBk2Yb8vClvUcQJQ992caqQ/eYRPEEQU5ibRh4xZjbdybR8x7/S/tjuI5B6KmY6yZSlfiTPqKnoVVd8gWHoafTdS08V6e/n+bYwg6Cw5v8kL/bHPQ97MNiuO/PQWnDOzDL4wDCU9BzPqoHCMlEocupyh6jdo+oEFIa6yB8wajd45cnXqPt2+SnO8iijzY9QLOToq5YCh47ukKnbyEzEaLoE+7bXDyzjH2kS/9Bh9hKZs7jqS53uiOMmx1iKTiysIvRFsS6vC+2koiTpDaSpIsAmQ2xrIDM6SY82kFoMXpHQQkEZkMg902u7Yzz1VtneCi/ys8//hpeNSbWwXUMpBR86vEroCTL2a1vjvP8xlFeWD7K1nKFq7emURs6+q6BuZ8MIIQvEKHAL0eoAwU1G2A0kz11ZyzG/3/Ze9Mgya7svu933577UlmVtW/dXb0A3ehGA4MBBrNyVoqcoUiKlCyJDFvyOMKW/cH+YvGTIxyOcDhCVoTtMCUxTJEKWbRMcae4g+AMAQwwDTSAXtBLdXV17ZVL5f7y7e/6w2vMtMEB0Gg0GgWg/hEZlfnqZb6b+c67591z/ud/JgPOnFjF0CKyX9uFQpCoqpUdBodDNAeCnsHe96uIWPDF0escr9TImD5q08ArSyJTovdB8SGfdyjqDkGscb43SyBVBoFJPNQQEvqLMVKVhLmIoBghRXLOVFshDFSEkEQNCyJBlJKkdwTEguqRJooa07pRxl3PkbdcAlfDaGoUTAc30j80+zvAAR4EPq756w8Kbycp+n5xL+fgw5Zohbtw2kKIXxVC1IUQl+7YVhZC/LkQYvn239Lt7UII8b8JIW4IIS4IIR6924FoQwFFn6iWIjJA7atUU30OZRr8zOgrmAWXdiuL0VF4vTbJdzpLDEODtOlzZLrOzEiHIxN1lrfHGIQm6/0SAOmCQ7FoI/MBXT/FYxMbnJzdRm8nzTxWeyMcziW9rM+15mjZaZzJCGN+ADEEYwHK9JAolbDIiQVIQRQpjOf6/OLSi1RG+gSzHsWTTQZLSR23ZxvEtsZzrcPMWC1ECOWndhFKzBPTa3wmv4w1bgMQmRCfLxA1TVCTuucoF6F6yQo4KMRkNtVktR4IxJxN1NMTqdI40TZHSC7vTFDN9cnqPvqGmSjHAYeP7BBmkpKu+HZspRulKBoOO41CIq86EEhN4o4m7Pex7IBeaJJWPfxYZXNYZGU30VkPUxI54mM2VdShApok1iUyHSW/UUfH83R+/KlXUbsaqiOwZyT4CqqQ+K6O0VYYO9agZacpV/oA7Np5VBE/ULs7wAHuxIO0uwPH/UPc6Zjf+tiP+DDHdTcr7V8Dvv6Wbf898IyU8gjwzO3XAN8Ajtx+fBv45bsdiF9OFNHiVCJiIiZdqmaPK/1x/rD1CHEs0K0QvyCZKnQZBCY322V2r44hhCSlBazUK6hqTMtJs7tXIPQ0RrJDLD1ETwXoSqK4ttUvYO4lhKr161Wu9cZo+RlK5hBdS4hQTsdCyYQYuzrcSuPO+uh9gRKCakYcquxxPL/LqjNKWg8QiqRguSwt7nDb7/D4Qzd5/YUjXB5MEZVCjhXrRDtpLjUnuDCcoZBxcCcDVB+cqRCzpSIChaAQofZVvHKE6kLmlpqshNMSbaCQSfmMz+8RlhO5UdVVIBJMj3TYG2b4mcnzmA93YG6I1zMZ+Abq9JAoExNmJNaOym9fOc2tQZnx0S5RSjKcDdEGCpGVaJX3fJPZVJtj5g5nC+tMpzsoN1O4ExFSAW3TRB61iUf9RFK2HGFuGYS5GKlLpIS6l0WOeYgIzD2BOlT46enXEIrEnQgx1UQrvbVRRBsItupFTOUHDUMeiN0d4G/iTnGJ/TxxfkD4NQ7s7oHiQdvXeznefrT9d3XaUsrvAq23bP4W8Ou3n/868FN3bP83MsGLQFEIMXE3A8lO9zg1vYWe9xORko0UNS/P9qBAJAVfP3yFaDONEkDecBmGBlGkIEK4fnmajU6Ro+N1Jke6aEpMqWAjVImphehKzNxom65n0fVSOL6O8flmctxVlbVz0zxz9Sg3WhXa3Qx6V0l+maZJkJOwYKPXdMKsRPEFihqx1cujKTEdP8VkpssTC7eopvo8XNxGVj2ErXHu2gJGR3CzP8LiXJ3vfuck1myf7qURVgYVvji+TK46IEwl3bikABEKchN9tKEgf0MlyIFXkYgQjI5ACaC7VmB3p0Sm7JBbVcitgrVhcLxQo5wacta6xTfnLxFvpyBUUITkkaktZhYaHHl4E68SEzVNJlI9ansFALS+SnpboA0EHLYThyoizg/neaU7y/nmDFJNZFLjqkdQjlAuZ1EaBnpHpTjRw5v1IBeAJsmmPXq+hZQCvxzjlSSy6lEL8nzpyHWsbY31nTJ7rSyqoxCeHjAx2iWUygO1uwP8//F2alD7cfL6IPBJtbs7m2086PD9Ox3zzW0HKYUf4l5z2lUp5c7t57tA9fbzKWDjjv02b297V9i3CihCMjnShSTaix+rVFI2r9WmsEOTqBwQFSIu/OUSipD87UMXEJMumek+M8UOLSfNbK6Frkak9IDYU3m8vMap8hbbnTz1VtKcenFkD0sPUUKwzzhkjrcpFId0u2mipkmYkeRfN5CKRKsOmRttw4KN1RAoviDaSdNuZ9lx85hqyP84/Qd0/BQnc1ucSG8zNtJDpiPyFw1iA26uVolihTAX8cj4NmLB5pVr81zqTRJFClKFzKbEL0XIso8zNFECGMxIhIRYT5jnzpjEL8Wkt1TUtoZ/Nc9wUuKMCYKs5LW9KU6XN7kVVPhy7jKHTm+iZAJqF6tcbY5RtBzqgyxK1YVCwPPrC7BjYjYSMxjMJytx9UKWIFZ4Zvcoz+0d4o36OLZnEFmSOBUjI4Hwf9hWNBgJ6fVSiL4GPR1hRvSulbm+UUXbMonNGNUVKIrkTHqN9UEJ+XCfQnFI7KmUj+1xdnqDrOFhh++oPX7f7e4Ad49P6MobDuzuA8M7MdfvdNhv3ff94F5vAH7U2D4MvG8imkxG/56/gRDi20KIl4UQLwd4xGbM5do4X6xex5kJIU5ynCfyO+Qtj35o8tljy6hdFW864GZjhDd645yZ3eDTk2s4YUJgerp4g46TIpKCs0u3+JON4zy7cQRnK4sQyTDf2JygYLr4JYnYNRFCMrAt4r4OAoy2QpCF3KqKjBWcQOfU1DbmF5soAcSpmENTDbKaT9e3+Of1H6NoONT9HBeH0xwpNpibbtI/FCUlXk2N6WyHo8e2Eob7eB3hqihIzk5uILXE8aqOgpX2KRVsnKkQ1Qe/mMTa3WqIOmujuAr2YhIWj3UwWwJ3PCTKRtTbOezQpBOl+c7gGA8Xt4ltnfzRFoONPFu9PBnTJ5txOb2wgaomztQvSuIJl1iXqF5Sr72Qb2H7OjdqFSYKPXq9VNLeVIsxtg2yaypKIBIuQiSIXY3CXJfSfBsZKmhzg+Q8R5Cb6KMEEAUK/273CZrDNHEsmCl2OLxQo2Q5zKf3eLS0gSruzpTuh901Go33+vYDfMJxL3Z3YHNvjzsd8o9aVX+YN4r3Em16EOO8V6ddezMMdPtv/fb2LWDmjv2mb2/7G5BS/isp5WNSysd0TLSeSjHjUNH7iFAgJChCMmvu8Whlg41+kUfz6+SOdDCzHroe8WT5JjdaFbxY5Wi+jh8lzKsjpQa6EvPa+gztnTzDW3k0WyGwdVpOmunRNj3PIkzHGB2F7koJdTmd5IdHPLQhOIc9/AJEeya2Z1DQXeYKLaSahLJXrkyy6+RouRk2h0U+U7pBL0xxIr1NUXeo97KoIx5WXUHvCYq6w5Mjq6htjd1BDhEItvoFhqGBP+njjcTERtLcY+/6CFpfJbgdjlenh6AmeWImXbLLOmEuAiGxp2JEJECPiUKFzWGR57pHWHfKvFBfwNhTGcsOEEWf1m6Bo8U6OcvjRH6XYsbBL0eoszblkg2FAH/ew6uGNN0MXqDz5UPXqfWzKNvW7WNCZCYr7MiU+JM+GDFaK2G4xbFCqdJnbqSNoiX7ua5OkJMUSzaX1ydot7MgBcfzu3x57Cojlk0vTHG1X6Wk2w/M7kZHR9/pWAd4B3zCVtzvy+72u83th7Dz243hrdv3u809iN/yXp327wO/ePv5LwK/d8f2X7jNqvw00L0jrPSOyK4J3EDjij3JoePbKIHA0gL+snWMppel71g81zrMo9VNvFYK71qB13sznK1uEsYqLT9Nd5DiX996Ek2JKFs2bFtYOzpSk4STHkbOJ4oFa5sVaheqt0lcyfGDQszkkQYnp7cYLAVoDSPJI7dU5optFCG52qgmLOkTfcyGymp7hMlMlxHT5tpwnE/nVxhEFgBPTt9CCIlTjdEHsD4s8XT2GnLco325guoKFop7jFt9hCrR+wpGV6F7vYyIQO8lpLdo3COfcfnCI1eRsYKU4JUlwlcSxbaiT2pLTVjamxYXNya5vDfOE4Wb1Pfy+OMB1y9Po61ZCFdh3S7x5Ngqf7p5nN4z42DEjBYGTOW6SEeDro7WU0lrPv/k2F/x3Y1D9HdyqF5S6y1sNSG0pSDVEBTLNooeEY179AcpBrZF3vJIaQFfPHw9CZ/bCUHtcLnJ145dQVElh8cbeLHGb62f5mi2xlyqydPlFZR3Xmnfd7s7wA9xLxPiJ8R5H9jdB4D9nG7Zj2N6E3dT8vUbwPeAo0KITSHEPwL+Z+ArQohl4Mu3XwP8EXATuAH8CvBf3u1AnCr03hjhyfwNSuYQrxJx7foUY+aAsjFkqtDl4vYkFXPA6EwbdSh4/uIRztenWO+XGIYGP7Z4nUOFPbJaoiamzNhkH2ty7OENrIxP0EjR7aZJ3zDIbAqyawphmkRYZNKm3skyDA1K1R7q/ABnKiRYdLh0bgEvVvna3BUKZ5oE2xn8Ukx/kGKtXyKjefRDi35sMWckBLc9L8NnF1aQuZAgCxdXpvmt1uP812eeTUq0gNXOCHUvy9NHbuBVIkQIUTFE7yda4JkNBdEycHyd524eYnasRRwoqL4gtasQpSVK3cQ/OSQ2JFFKYl5JoSox53oLTI12ODxfQ6YjYh2kJlm5NMXztUXaV8uJdng65NTINrVhFmtbw6qpxJMu3xx7nWWniufqSe11WhKbMdpAASsiSkn6CxGdnTyiZqLtmIgti7BrsHF5nMtbEyx3RxOGux7z6OkVYimou1n+6aN/zDerr2OHJsfKNTbdErqIeCJ9g7QIHqjdHeD+YD9Pcu8FH3W7+7ich3fCJ+E7vhPeVRFNSvn33uZfP/Yj9pXAf3UvA5HHBhivZfn3u4/zcH6b8+4RlFChqA9Zd0r0fJPpkQ4VvU8lbRM+piBfK9OSRY4ubTGbadHyMxR1B1MJeLq8wmuvHqI5MGj6RdShglCBpolTjXGqSYMMzYWgALoeMVXosrw9RrFgoygSjBhViwkNyV9fOsqXTl7h78yd51+0PodmRGivZ9k9Ac1cm1+ovsAfdU5R9/PYoUnDyQAwPtGmu1LF2NY5/eT6D3p1ly9JgodBEzEL6T2eL/qoayn0mo7mQP9hD71mIEs+hhZi9zLsmjmyb5jYJ120TZOgGCFCgbqRwnAFfilCt6HzYpXvPWJxqrqdNE2ZalGvVSm/ptJ+KKbz7DgpCfZsxKmpHS61JqgtV5ATIekNDd0IuWhP81p7GikFSiAIqgHCTtIPes2AGPS+QmRAlI0QfZUonQjWSAXErRTroYKeCRgr9bHUkKrZo+bleWM4iRMbPHtjiZ858SqWEvCT2UssByO4UnugdneA+4e3Eok+ivio291H6feXUr6rA94Puey32+fD+q33jYxpsJtGj+HijWmceR3VEwTTHr+zcopixuFEqUbDy/Jqd5aKNaBsDnl+JosYaNx8cZb1pRKHR5tUzAG/88LjaLaCoku0bR2vEiGrSfeorx27wq6T49Ubc4iagZ+XxKM+7vUCU59fZ+xQn7qTo6tFWEZAe6uAKAYw0Li4N8EThZukMj7+9TzFz+3iBhrnt6Yx1U9xLLPLs40lup6F7Rks5Fs0RAbNhSgN3+seIqUGSE3SPaISXhmh9qiLH6tIKXDHJJEVI1WF7BUTYggnYOgaYEYMaxnEdIy2aSa17G+2sRQQLDpIW8eeSshk0dU8VLdRhCSlBwQTPnZokNlQ8UqSeM7lJ45e4pXmDAXTRcQCqUcMZ0NKls+RVI2/3FxCv57CnQ4gBgoBsZsw25UgKT8zW+CVVbSBwEchKIWJQExTRzoqwgz52ZnztMPkJuZrhef5jeanOZHd5mdOJLmJJWuXZ4ZLFFUbU4Q/yjwO8ABwN5Pou+Hj4LgP8OHhTft7Nxu62/3uF37UtfGgx/Am9o2MqT4+TBS8PIWSOSTIx0hfpZRxGHoGKTX4AdFs1BigKxHj4x2MtoLUwGmnuPjGLH/+Hz6V9N5WkyYaxqkOf+/JFzk82eAfPfIC52qznMjv8vcffYnhYR+rIcidT/LQ/dBEFZLPVW7w87OvcGykjpINoKtj7Wo093I0gxx/a+EywVjAXi9Dq54nDDRqTo6q3qVi2RwpNqjmBsQyydN7paRkq6A7LPdGIReg+EnddRCp1Ic50lmPysk6RlvFaiQlXGEGlKaBZxuoRoySC0jtKolsqAIoEqOTdEVTti2QoHrgjyblbOeeO4YfaxQMBzPjJ2poEsKMpJC3eWZtiROlGjd2R4mzIWKoovZVXF/n/7j6BTo7+aQErKdCJJBDDW0o0PuCoBDjTIf0T/hodsJAFzFYOzpqR8M82kVYEf5Q59OpFRp+DlOEtKIsj+Vv8Ztrj7Lj5lkwG+gipB1m+Lc7T9IIcx+aDR7g/kxAn/Tw5QHuHm9XzrWfct1vZbV/2Del+8ZpRxtpkKD4CtuDRPCDUBBJgRASTYnYG2ZwI40dt0DNyXGk2CA85P6ASZ0dHzCcDYkWXJ56+jLf/uk/5SfmLrOU2uU/nX6eTa/ETL6NE+n81e4R8BR6x0PCVCKj+sqtWYJYZXk4hi4iFjNNpBTIdJLD1bZM/vWlJ7FDk6nJFn49TXmsB9sW89kWjTBHxRzwaH6dguHQ8VOk9JDIBG/B5WR6k1o/SybvMpwJMbrQd02KlkM132c0bePNeoQZ8KYD/FJSkpVeNjEvpZAdA+e4i9lUiVIJa9wbDzCnB0TpmOxNLRFA8RTCTKILfnljgq1BgcemNwhKEWEaUCQz+S6fmlrnldo0US2F3tQRkcA61GOi2GO62OHsQzfRF/sQC/SWhtFU8cYDhof9RK5UlZw8vEnxc7vEhkTrC4JcTGpXIT5XxEgF/Odnn0MRMQ9ltvCkxh+1TvJM8xhLpQYdP81v7TzKd7vHOGrtMGLaP5AxPcABPq7YL85ov+D91GF/EL/l3Tjlj3Sd9v2C4gu0IcRmzHiml5QxSXhibI3F0h4v1eeYynWZTPVY65eSVWykMz7SRR2oWJuJKIeIBF9dusLPj36fE9YW606Z73SO8i/WPk9RG3K9OcZvn3uMzrPjpDc0cssaUrmt390weXlzhtfrk/zG+uPcGo6g6RF6XSec9FAODQhdjbqX5RfmXkQfdWjVEsGWP7t+nGcbR3lmfYkbwyppzef6dpXtWhHVB/o6/7FxEs/TGTQznDyxTmSBd67MaqtMz7VYbZX5udOvIBVQuhpq1UFEEOQkw7kQUfKhbeCXkz7WUoBIRfirORRXwR2VxBqIWJA73MGqaWRfTlFv5nltdwo0ibvgIbMhHS/FzjBPe7sAEiJLok/ZKErM8UKNqXSXfzD+Ij956BL6IBGVUUKBWXLR0wFISK/qbHSKBJEKox7Ogo9VV26Xg0HgawRSpRVl+VL6Gt0wxZdKV/nm2Ov84+p3aTlptjt5Wn6al+0Fvlx6g4zifYhWeAA4WG0f4KOFD8pxv9uq+sNade8bpw3QPxKhDhV27DwiEKDAzUGFXTuPH6pMpzscz2zz1Ymr1AdZYimwPQMRJzXDzo0Cxx7aQEFyyZmhF1vUnByXmhPsnJvgN//sM0SvFUiva9jzIe5xh8EpF2fRR4qEmBb4Gt1umq2tMi+8cpRgqKPZgtRVi8BPKABbtyMBo4UBwlWJchHajRRXViZxhiabwyLnd2b4/KFlRMtIlM5UiabE6HqEWXCx1AD5dAezDfZWjozhM1Xo8pdbSwSXXw/rAAAgAElEQVSLDkZHQb+Y5IFVV2DtaMQDHW3MQWoSmb2d++3qqD6k6olCmTZMGn90O2m80QivBOqGlUQr2hqECqmcx9pmhe1envRa8p2yawqZlMdiqUXLT/Nofo1bfgVLCYiO2UhVEmQk0a0sYaCiH+oznA2xr5To2Rblog1REiZ3x2LCtCSfczhq7bDij6EKSUFzOG1uMK83uRVUyOg+PzZ3nQmry+eyV3FjneDNLicH+FBx4LgP8CBxt6vbt9vvk2Rr+8Zpx6ZEqzhIFXabBZQI0msaK80RAI6P1LnSraKLiGuDKt+au0hO96hkbcIxn2jGRZ21OVncxos1nm8d4pfO/TQ3rk1gv1hJ5Ectif5om+ERj/H5PX7qxOssTDVRjAhxyMatxojdhOSl9DRSOyp6QyfWQXNA1EzMTZ3dK2P8L+e/BoC0IkQ6xNqD4qsG7Ji8fnMau57h2WtLZNcUrF0NBJxfm8V1DDQt5pVbs3x2+ib9hRgRCta2Rtju5fnK1FW+ffo5wqNDgqwkNrgdJgfFVQgbVtJyc0tHqw6R6aTByeCEByMe/ryL1JJSMGnGSS9tT+BfLqD3BOmbOk4zSUUMbYvhXJgowH2mx0KxhRsl+flRrce80WTTKWGlbofDATnlksm5CJF0AzPaAn8nQ6eXJnc9IRDGGsRVD02NueJOsuWV+KX1bzGhdygoAeedeXypcSjf5JY9QsPPsh2WaIY5hvE7ypge4AHiw87dHeCThbfTHn+rs367VfAnxXHvG/a4iARBy8KYGBIGKqojCLMSQpXxTA9diRixbH5l5Wk0NeLljRlGiwN2ro8yeqhFo55Hblj8Zu0JrEmb8EYO3RVYDthzIWZDw+goDMMCFEOaF8b4j24VvxRx6pFbXFyfZPxYnZ1rY2ibVtJPW4LeFSAgTEF+WdA7BHE6QuwZ7NTHOHxqi5s7FYIMhFlJ8ZrAqZiEWUmQVTC6Eq8kGJ/bo31uDG80wl+zEDr8cf8UmcU+/rU8IjCwtSSfO4wNDo03WLs+hwiSKEKYhvR2UmKlOdA/EjJT6uNkdZpBEc2M0I0Qp50iVRmijUcMNvOJjGpfICKBX5DJqnxDwy9KorxAcZLmKJoWsdYt4/g6j0+uc8WZIqe6PHttCSvj441F5FZUnNBiMKZSHutRPNxgJxrDaijIVhr1cy36O3nQY76wtAzAnp/FiXTWumUWJ+o0YpO04rHjF2l6SSShqDsAHLV2kPLjc+G90yTySXGIB2zyv4kP+ve40+7u5lgfFgv6XvFO19Un4ZrbN05b7wqi8RAZCyYqXboZj5lih+svz3G+dgipS/Sih6ZHeI5O3NfZqadAQHOljOopaLYAFNytLKoCigd+QZK/puFUJWZLoAQKoa8TG5IgL5G65OL5BeJUjFvUsKYG6M/lCTIC8XgXu54BI8bc1HFMgT4AqalJ4wwkNy9MobqC4ZIHropja4SZJLecqil0lySf/eIF1u0S7iNt1FDFyxvEbYPU6JD/5viz/LPgy2RezDLQTf7D1TNk0h5j2QHaIx3c5QJxOsLLRmg3dMKMRLeTfH8lNeC6PYZedAlsA8MMmJrZo97OJXluJVFaCzISswVSSxj1w0N+IqzS1EnVBP3jPkdKibTr49V1LrUmeHlnBl2NoK9zbGGDy1cPM5iLyS906OzkabezfPOhC1zRfTbaRdx6mqwa83NPfJ8/unWCnOYyZXa4blfJaB4/N/8KLw8XqQc50oqPrkQsZPZYtUf4g9cfoXksS8dP4Ub//sM2xfeFu73b/6hMlPe7WcMBPji8V2d9J94sabrbUqt7OcZ7Gcd73ed+lCt+VLBvwuPOTAhtA90IUYRkaJt0PYs4FaM6CoqnEHRNoqs5dDMEAZkNFcUTyExENBIQ5CTBaIDqJb2yRQzBaIg9G6P6gjAN3khMlJJEmRiroZC7oaE6ycmOYwVNi3ArSVjaWc+hF10UI6L0eD1p3iFv1yi7CmouSFbh2RihSEQmZHjEQ+8J9J5gOBMSZmO8WOOr1TeIpGAkO+TUzCaKoyCEZMsv8dDEDvZUjOIJwoZFp5Vhp58jihSyR9tYWzrCUXDGk3C3X4DMLY1Xl+coph00LUZoMcNuinonS+irSE0mMqeA3k++X5iRRJZEDFUQkliXBFlAga1eno16iee2Fui7JnbforNaQqs4aEpMUIjRe4KM6aMXPE7NbbHtFLADA02LEJGgPzTxYo3JfI8vFa7wZ7XjbNpF5q09trwSe0GGppflhcYi3TCFE+kcziQNFDp+itogSxh9dHPa+4X9up+w329KPor4UTbzTs0t7sUJfph4L/nt/VCC9aCxb5y23lKRVsTxsRpOoJN+PcX2aiVxZOUQZSwR4lh4ap0oVDHKLse/dQ0x6TI63iVdcIhSMYULBqoj8Isx7ljSYUuzBe6ch1+KkZrEnB6AhCArGU4kTlxvqXT2sriujj8SJS0xcyG5jIuMBV07xdFH1ik+WUvyxI4gclTyCx1UR0G6KjISKFoMT3SZ+dI6RtnlqbPXeP7qYX75ma+QMX02tkZ49foc6qxNMePwb15+EksNUaYcRAzaUAFHpb+bw+lZdHby+EsOyNs3IbMe7lTAcDrC2NGpvV4lfiOHedNC6WrEm2nUmpmQ81ISKRJd9diA2IqJNZCZCN0KEUk6HKWrsVBs8cjsJo+Pb2BfKaHumujjQ4K+yUp7hCMntohMaH9nnKBjUjKHGErEVyauYukhmek+up584NnyOtfcCer9LDv9HC+0F8mqHn++cZSTuS0O5ZuoxMxbe7zQWKRYGdAcZuj2MqjqR6vk637oJ++nCfPt8EmcHPcr7rYD1p3/ezcbvZvz++ZK/EHYwpvHeK+Rq08C9o3T1oaCzOiQV185THOzCICSDYjKAUSCbyxd5htnL9By0gglplIYsNoZIQoUOq9XCJbzIKB7LER9uItSdRGhINYl3miE1jDQewpSlTjNNOXpThIuHgpyqwphPgZfIQpUFo/sgoTsFYPu9TLapolTT7NSr5A3PJgfEqYl1rpBp5lFzNqkK8NktV038X2VrW6BhyZ20JUI1UycWW2lgtrSUNs62bRL7dIYqVWD13cnGSv1UR1BfgVEKDDrKooeobdVnlxcRR11icoB2qaJ3kiyGn4lIixEBAsuyKRc7s1SOb2roA0EYSb+AYms/KoKCggtJooUokKEWw2JCyF+rDGd7rDnZQgzMWE+Ipt2OXP0Fu3VEk9VbpI91kYbgt5W8SKNF5YX+fXXP40baESRwkhmyOnMOqcza/zB1klKaYevzFxjLt3isFXjJ+Yuc9VOmpkcTe8SSJUnRm8RScF8ocVXl66Qvq0b/1HA/ezv+1HB3U7aB07+g8fdnIMHebx7wd3c8N7LdfZxtr9947SdyRDf01A8gZIN8M4OoGmi6DHWjoYdmmgiotXJ8tjMBrW9As16ntyrFqonUDyBtauSrtpIKYhaJtGEl8h9pkPiSRd/wUXxFIhh+HIl6YorRSJIEgrUXMAXjiwzn23hjoeEaYhKIflVUG2VKFRxQp2fXLrI1596jZGndjF2dBRF4ns6P37iMlEhJKynOD2+xXiqTxCraDdSGN3EmRodBalLOt0MUTom1mHYTtG2U8iH+/QWk5p11RGIuklsSK7sjXF8apfRsR7aUBClJTIVgSqZWWjwmcMrHP2xFRaXdskdb6HM22hnOgQnhmQ2FBBJX257CoKREH3dJHZVsss6Si7RFL/02jxZ1WM63UEbdRC+4DMTq1zamkQZ8QmkyunqFt6IJJzy+N6VQ+hWCD2dnOXx5flrhLFCI8yx6o3xszPnOVXe5q93D/Fodo2T5iYFzeGx/C1m9T0OGTVMJWkOcnZ8E4Cl9C4fhfvl/aTW9GHirSHKT2q48r3irSvkD8qePkwbvdtj369a6Leyy9/LGD5q2DdOW2RDgqGOiCAe6IkzHfGJezreYhIab/kZSgWbF28soK4m4eDBXIw76ye1yyo421mcehql5COEhFggIwWxYyEjARUPxVdwJ0KUAIRMcsRSlUQ9nZQaUNSHLC1tE2aT/O9gWmAs9FGUmCOFBmvDMrtODi/UyD6yR7SaJY4Fr+5NcXRxB7XisdId4Vp3jOevHiY2JZEF0ohxZgK0iSFxX4dUhD/vImyNYT1DygwQUUIYC08PMOYGRMWQ1kaRSxfmGDgm4kwXqUgQoHZVNq+N8fzKISBpPpI2AqZHOtibOaI9E29EYjUEUpcEiy5qOiScd0GAU42haSIzEdm5Llf7VZxIZ7zURxso/OHzZwkDla8vvcGOWyCj+vhzHpoRoXY0/LaFzIRMZHooQjKZ7XKxP8XlwQTf3TvCrpvjs+MrBFLld7pnuWqPE0iVXmyxF2U5aW3wjfwFUmrATKrNr9/4NH3f/DDN8F3xcZ0IDvDh4L0SEt9POua9MMnvB+4c64O4bu508G8lzH2cbiT3jdOmp6P0NMzjXYw9lbBhkbpicfjoDt98+ALTqTabgyKdXhoZJKpbxcOtJAzuqEQGuOMhiqugDVSivk48SIRHtKZOlImS8PWuRWzEYMT4IxHmXvI+ESUr/LqX5YX6AqoSE5ZCpCoJDzs4jTSBrfPS9hyWGjKd7vB4dZ3+IIXeF6jrFvVWnms3J4jrFp0Xq5wubaKaEUExwmoIzF2d9C0d5XIWEQqErSFtjdR0HxEkJK+zX7xKaraPXM3wi0df4vB8DRELMhsq0dWEnPa///ivU6wMYMJDlHzSr6W48NoCq+dmaLxSZeP7U0grRpR89IGgfyQkM9WnWLCJfAXZNjCyPlExJM5GnDm8xuemblIwXIr6kP9s7nmOfWYVgHTW41R2g1uDMr3QRKmbWCkfs6UkuuyRYNzq48cafqSxkN5DFzGaEjMITCIULBHwcGqTsm7TDdM0wjyv2AsUFYeXhoe42R/hSm8ce2ju25KvD2ri+ThNJgd4b3gvkYm32t8HZTcflKjOg7TzO2+EPo7X174p+Uptqcnqb8wkmghQWxrDmZC1epmUFqAgafQziLUUlpt0mGrtFhBGRGpLxStLRJSsKGXFg4GOOlAJcjHSkIh0iAwVolyE8BTE7RIxe0aSHrWZKXWYSPf47vJh4lBhYanF4kKN1cuTyIaJAsQCgjfyvBwqPDyxgx9rnJre4pXuIlpPJdozUSJBnIlQagq/f+0UJ6Z3uP6dhaRn9yCp944NiTbqEG9kUGZsjlSabBgB45keGc3HsQ2YcvmDrZN8YXwZ/aGIK9o06XWNoW1wyZlBCMnD09vcbJdxxiyUAIKqD46KyIakMx7+jTziqTaZWMHuWQwc7Qflb4GrQSj47Klr5DUPOzJ+qB5XKuCEOqXFViJRCqzVRjAnQ7LrAv14hBPBeKWLH2r0QpMJq8fXRzdQhCSt+PxZ7TgnS9vMmi3W/AoPpzYwlRAv1tjxi+y4eVaCUZ5tLDEMDDY2RzBz3r512h8EPo4TygHuDu/l3N8NW/x+Hu/9Yj/Y9X4YwweFfbPSDgoSZyJCXbVYnK0Tj/lofZXA1Xjj3DzXG6MM6xmkmoSyvXKM2tFQ9RhvJEYbCrSKS5yKiIPka0lNJmxsM0IGSkICGygoQSINKhWIUjHTxS7DwOBCYwLZMtFrBi+tzjObbTN9rIZadRKt7bWkBttrpXjjT5e4ujPGWreMWXaIxj3UEQ9zeoBwkzyy3LZQkOgnu/QPJ41DYlNSfXyXeCNDbMZwM8P1xijttRKvXFxkfVAiHmpIKdhpFHhpbx6A40c3EY91EarkdzdPcbjcZMS0OTW2Q1gOiMd8xEBDL3mMlAeEocojTy0Txz88xVpXTRx2MWGPP3JsnZvdCiPGgDEzyb+n9ICX12fJaD62YzK0LVbcMf6LR77LYnYPe1rS7mYSdr0UHCk1KOoOr7enADBEyHW7SjXVZ95qUtYGRFIhkBqn0ht8KnuTaaPFQnqPRpjnocIOWcNDtSK8Vuojxx6/V3ycJ5UD7C980mzt4/5994/TriSkJL8a8vToCkem6igh6DWDaCRIapbHB4SlEH0gMNoKuVVBHAlinaTmuG0yOt0BRyW1qSG1xEEpXR29oSf11aFAxAKxaP9gxQvghhqtjSLSjNEGgs8cWuGR3AYpLWC01E+csJqokpk1DSUA/UKWvVslAk/j0FQjUSTrm5hNFb8gyWwpXDq3QD7lUpzs4UyH+OWIsXQfczFpiiJicOpp9I6CCBSu35xA6yQBkEzO5aHiDlPpLgA/tXiBykifdj/NueV5AqnQ8tJkyg7mDSuRX1Vjjo/s8p8ce5n07VW7PFdADjWiVExQCdCLLtVinzd2qpwe2WLW2COt+OzZacYzPcbLPdKaTyk3xLT8RAxFRCgiqdWOQ8FwMuZIscGZwjo/XXqFiXQiezqq9XAiHTfSeK51mHGty+ezV9gNCnSiNL+3d4ZVb5TLvQmaQQ5NiZlKd5kebfOtx88Txx//lfbHfVI5wP3FvQilHJACP754V6cthPhVIURdCHHpjm3/gxBiSwjx2u3Hj9/xv38qhLghhLgmhPja3Q7E3DLQ+knYuhumKJgOwbRHUPXRUwFSQhwLyuNdnLE4CaWPS6wrKaQeIySojsLe8giqo+AXY7RRByUboPcE6lCQqguC0YCwnJC1SsdajBYHxLc5y+pQwWiqiAhMJWLHLzJi2TReqyICQZCXeGWJN+NjL4QoflJaFfd1VncrfHn+Gtmig19KxhNaiSraTq2IF2go2YDR2TavXF1g2E0hdYkSCrKrWlIbHsOZo7cIcxFW2ufpqVX6gUXbTxHEKjftCiXLIVrNkr5u8uruNIYSMVXoIjVJakvFr6UJY5WLvUm+t7qIZkQMFwPMenIjcGZpDcOI6DgWUaDixRqu1Jkzm/zk3CViKXhybBU/VvnJqUvMlDo0/BxPpZdRhMSdiNC2TMSoxzA0uG6PY0uDKavD9+zDfN8+hBtpHMvV+EblEv+2/iT/svYFLtgzuFJPIg8i4qnSTZ7OXuPJ7A0mrQ7T2Q4Alh48ULu7W9yvCfBgEt2/2G82dyfuhUW933BA4rw/uJuV9q8BX/8R2/+5lPL07ccfAQghTgB/F3jo9nv+TyHEXUlcSU0mZVGRoB9Y1Ic5rIxPaWQAtzIoiiSfdvmZudeJRgI43YNjA0QEIlBQAkGqpmDVEpJaekdBuZ5B3bSARBc8/lyH8ck2eiagZadp3ShTuzTGjesTdPopTn1qhcKZJkFesuel2XHzvHh+CeaGRMWQMB8Rz7rkyjYzCw34TIcwI1F8hXjP4MXaPMdHa8SphHwWWaB6INoG0bUc8UCnsVEiu6yj7unIVIQ7FuKNSGYWG3zuycvMZtqotgqv5tkeFljpVVhpVcjpLsvtUQDiKZfhfMCgnmE+u0fDzuCNRUg1uXG5WJ8gp3tEgUKwm0Zra3izHhSDhEA3uc5/e+wZzsxvcDZ3iym9zfnBHGN6jydKq/zF5hLXmmMAPFTYIa85LPvjnGvMJmVywFOLKwwCk0utcTLC5yfyrxHEKqvDEerDHBEKRXXII/kNsprPp3I3aQY5nircIKe6lLUBRcUhpzicSm3wdHGZp3LLpNUf1Gk/ELt7r7gX532w6vnI4NfYhzZ3J96pzO7Avj4ZeFenLaX8LtC6y8/7FvD/SCk9KeUqcAP41F29U4JXluh9wUvbcwRxIvN5uNzk9NPXAcgaPr968SmKZZtydsiJ8V3Mp5tYUwMA7KkYtxpjtBT8PAR5SVAKiQ47hKM+g1aa2o0KyvUMw4slICGFqUMFuZbBUkOWSg1yD+9xo1Xhr99YQmYi4u0UudEBGDGyblJMuczn99DViMWTWwCoFY+95RHOLc9zfGmL8bk9/JEIzZZk15JGH+k1jfS6hjMqERIIk/aj1rEOG1sj/NWVJX7/+bMoEbgTEdeeOcTDpR3+8ZHnUYSkuVnkVrNMIT9Eb2tkx2yu98bQ1Bh1oOBVYsJKgJSC528tQF9H6jFROsZIB+hmSEkfYocGacXj8eIax8wdbnpjnEhvs+6NMKO3+IeL3+fM+CZlbcDR9C5/v/QSV5xJtjfLGC2VkTN1Ro0Be8MMBdPlt9tnecVN6rx7forFQpOVQYUX+ofRRUTHT/Gra5/h6ex1/t/tx7jYn6IWFNiN8jTCPKqI+fncMlNaG/22TNsDs7t7xN1MlAcT6UcLD8rm9rtN3E91vwdZ8vVJwfthj/8TIcQvAC8D/52Usg1MAS/esc/m7W1/A0KIbwPfBrBIE865qFpMLAXDvondSHP0yDY/O/Yy/9fGZzlWrbPcrJDPDTlbTcQ4/uLVhzBrGt6Mj3F8wMPjdXqeRdF02OgV8AKdXMpld6uEsasjVQhKEbmzTaJYoKkxBctlu5PHu5nn5e8eIyiHCU1cgFFyEdeSVeyglwJXIS4G2L7Oa7UppBQ8VbnJ2niJsJ6idEVgT5pckZOcObxGs5zDL6aJTIhyEbKjIeJEuUwbKuhtjViXRC+VGGlKIl0Q5CBMg6IJissxf/rso/zJ1AlkDMWJHhP5HqeLm3hTGp0gTSAVmsNM0n6zHGBkfFzHoDrSpX0pS6yDN+PzxOwt1vtlVuxRJlNdrjhTFLQhV70Jns5co6j4NKwNtsISf9k8BsBv7TzKQ8UdAqnym9fOIFyVMBtzqLAHQDHl8MXR65xJ3WI7LPGn7YfwI5W1+iSfn77BymAUTYlpuFmeHlvh2f5xvjR2je+1Fvmz2nF+7sirvEGF3907y18oIT9bPkf07veR983uZmdn3+1Yd4X9Pgkf4H1j39ncB4n3Y89vfe/BtXH/ca9EtF8GDgGngR3gn73XD5BS/isp5WNSysd0TFQtZmFsD7ltkcm7EAsqlk0rzPKlsWusdUqoasyPz75BSvV5aWcWxVEwekAMYaCy2irT9wxWWiO0too4azlqKxWMXZ140eFnv/48Xzr9BhnDZzzX56nxVQqGgxCJLrfqCpR0iGor6G2VoJEiyEnMmoZ5MyF6ZYsO5bTDsUqdmWKHQWjyS6f/hEfPrNB+yiPMxOipgAvfP0Sl1Md/os9wNkRvJ5Ez3U4ajsQzLnLWIb2t4ExEtE7F9JZinJMO3pSPrHo0zwi0gSAaaMiOgRdodD0LL9YYM/o8ml9DFzF77WzS4cxXKOdthJBs36qgORBZEnyFnp/iq+NX8GOV72wepuHneL0/Q051GVU8fqPzOLeCUTpRhul0h41OkRvLE/z19iJX7El824AYxIRL1ezxUmOeYaDzSGqdfpziDxuncEKdw7kmp6tbnEhvM5/d40pvnI6TYim1y6n0BrqI8GOVIFJ5I6igIvlK6RKbwyLfPvcPsMN3FFe5r3Y3Ojr6Xt9+gE8ePjE2d7Aa/mjgnlbaUsram8+FEL8C/OHtl1vAzB27Tt/e9u4Qkp5vIiZdnKFJ9qbGufIsed2l6WU4ObbNcmeUVpD0YHaGJmLMo59X0VIhoadib+bwBgpBIQmx6lM2iiKxZgNOVGoMIpNH82sEUuH7G3O03RS7qyOoQwVGfWioxJ5Kek9BG0LcUvFKSSjbL8bkJvqEocp6s8RPnXyNYWwwjEz+760nmM50ODa7y4pVQT+fRUTQcseIFlzKUx1aZg5pRji2jp7zeHhyB0sN2atmcEKdrOFRTfVpe2labprtZhGmHfxYgKOhOgq8mmf3uM7vNh/hoZkdqlafC81J1A2L4UJAtmJjqhH53JBWx8AvSKQmwYxYaY0wm2nxUG6Hc1cX6I2ZzKba/E8Xv8HSaIN/OPE9dsMCy06V7WEB2zHQCx5Hyw1afhpzwyA2JeMjXZzYoOeaWHoIwF6Upeun2GoX+Gr1DTbcMq8NZnEinavbVYK2yerMKLPGXpLLNhz+VvUi37cPcaU/jh9pXLgwj8xEDD3jwdrdAQ7wDthPNrffe5Pv9/F9XHBPTlsIMSGl3Ln98m8Db7Itfx/4d0KI/xWYBI4A37+bzwzaFsfmV5kYX+b3bp5kcEJBixT++NwpRCg49NA2u1sl/vjWCKWpLmI9RVgKMWsaUtHRdJAKhLmY7MSAQsr9/9h70yBJzvPO7/fmnVn31ffdc/bMAIMBhwRAEQQPgxKpg5YtrRi2Vj5itbEhrbURivAlR+wHx0Y4wg6FbcXK8sZKlhixkizKlCiaAA+QBECcBDDA3D09R/f0WV1d95FVldfrDzmkYC5IDERgMAD6F1HR1dmVlVlZT/b/fZ/3OVCE5DdmnmfdK1DzksxZNf70xoO0exbhpkPNT0IhIMwHFAtdegkPdagT3tfBrdqoPRV1CFKRWLsKwZSKbXocK5Z5vrnILxZfZS9Ic092i+vdEo2BjbyewJ0OUQYCEQpCT6FRT+KkB3xi5hoJbciGmyOheXy+8ArPdw9yrjXJ0XSZQ1aZx6vHKdpdKELf12m2Hay8ixs5BGmBvmkRWpKV6wtcSkRIDaJ8gOoEPDqzjC9VvrZ8PBZ5IExE2KkhYRj/7kYGh+bLAPz5udNMjDTpBzrfbi3xjStHido6RmGAEGBaHt3A5H+Y+SpfWJwj6uo0XJuXg2nuGdnBDXS+1TrG0zsHGE+1OT62w7ReJ5IKFS9FuZ9CKBJ7xOV8a4LPTb/GXpjiV0de4vvdBZ7YPoyuhuxeGEGooFV0lMFPbHD/ttvdPvv8JD5INrcvuO8N3lS0hRB/ATwCFIUQm8C/BB4RQpwkjiVeA/4pgJTyohDir4BLQAD8lpQyvJ0T0Rsq11tFPjN3gUvFca6JIr6vIhIB6VcstsvTiIkQqUm6PYtwcoBSMwkciRwbIm/l906MNKm2E3zh8EvoImTTy5NUByiG5A++92m0dlx5LSz4RD0VYYZ89uhFhpHGa3uTfGhyneX6KHVfIzfTZBioDC5n8bIhsuowcAwuizGCUMENPsyvjr5MKdXmb549HX+QhKQw16BaSYOnYCY8vLKDGyg8pSwykupyIrdNTnP5RsyByn4AACAASURBVPMEp5I3KeodvlM9wmqvgKGEZI0+r16dRW1qKJMuaWfA0aVdLu2O4XWTcGvmL50Q54aO8uE2fdfElyp1L4G2FkfMR0Z8XaO8wDACOoHFgr3H88E8F/bGMSyfvVaSw7M3ePzscYpjbTqGiapG+F7cueuzpfMYRHz+6Flea0yxUc3y8anrHE9ssuNnOd+aoNW1mEy1+EzhIiEKW8Msh50yw0inmk3SHRrsuin+1+1H+WjuGn+7c5JICga+Rv1SEcUnXqiZ6xGZP6wdfEfsbp99fsDdbnN3u6je7ef3fuFNRVtK+YU32PzHP+H1/wr4V2/1RPSOoNpJ8FJ3nrlkjYLZY2+YZKOZpfMRiXbdQs0PiUKBafn0Oha5xTq9M0UwAoZ1GyM3YCLZ4mB2j0m9QS1IMmtWqQdJ1vt59NwAmol4nXeokJ1rUkr0SGhD7rNust7NkdQ89soZTh9eJZICL9K4Osjh5yTWjsbEx8q4vk7HNam4KZqhgyIk80s7bLw8SeHeCtOpJgWnx41KAa/soPUU9B0Vd1Sjc9DnY6kVvlI7yaJTxZMaKWVAUovzngcI1js57MyAgWYQdg3UbBdFSD40uc6L4RzKpSRGG9pLIf3xEOVGGnXK5Vx9kolEKy6y4gm8ZIRUJQ9MbjIINa63imz3MoRSMPB0Al8jahh8p3OE9EWDVsIm2rYZOb5Ls2/RqSb4+t5x8uNdRowOphqg6yERgk0vz6dTFznfmmC62ERTQlqhQ0JpkFSHzBl7XHHHWMxU2e2nKFpd0tqQG/0SRzNlvrtxEN9XiUaHsGtiVQV9y0Go8o7a3T77/IB9m9vnTvDTLiPcNbXH+2MRzktpvhoc59OLK4xbLRQheWRxhb/dupfFxSqvlKcoJXsspGpMWQ1erM+xea9K3zX5pdNn2HSzfDK/zNX+KN9pHaUXmIxbLZ6pLLKxm0O7aREt9MmnXQwtoLw8QkvmUE9G1J0EDxRXmTf34B5oejYfzq0yjHQ2TmXxV3IoPty4NsbkXJV0YkCjZzOQOufbU/xM6TpnHxxSMHuYasC03eCXx1/lz24+wPZaEVBRXYE7NPiDtU9yMLPHt3aOoAjJqeIGWaNPbZCg3ncYT7XZ3s3ipIZ4nkrTtVGEpO/reA2L6Yd2KNpdXludxrmmE9rApSTlY5K0OcAbCVDbKiIAratwZmuKuWKdhmszN1ajWh3jk7NXefyZ+1B9QZTxaC/50DYQGjT7Ft2WjVbTOcs092U3yGguedPlc0fPU1C7fLu5xDflcV5dmSVV7PFgcZWkOqAd2UyaDTqhzfHEFgllyN/493EkES8NtkKbp7cOIITE20nE5WRViTsVoeQ99gfr++yzz1vlvbKe/nYE+901op1bqFNPpVF2HB5v3MO9Szf5lbGX8aXK4WyFjV6WhVydm80cBauHrqQ5kd3maLrMaq/ASjsuBvK35ZNcL5dIp1xGk11s1UdVIuwLNoORiNF8m0fHl/nTlx5C78f1x4ehxu4gRVrrU0q0+ceFZ3llMMezjQNoSoiuxV6vSIPkdY1yZzSuGw78b61PQwR60sNvmSDjvtxRKLATQxKWR2m6wZ6RAQnhzRTrSopNbxwmBoSuxlYly72zm2TMPisrE1RFFvSIXt3mwPwu1W6Cw9kKNzoFCoe2uDe3RV7rEUiV/pTO6pkpVA+C7QTnazaqqyCCvzeOYcvCzRhMpNtEUsHSAy40xomsiMgCwwiJVEkUCrITLUqJHle7FlZV0BuPaAcW190ip9LrjGktvt1a4onzR3FyfSan6uy1knRDk25oseunuc+5SS+Ko8B3/QynszfZ8TL8bOY832odo9W10PUQzRUEjkTrCfSuQtS24nS7ffbZZ5993pC7pvb4R8dXSWT7sWt3qHDu7By/v/IpLvcn+CcjTzJidzi/MUEQKbSGNgAZtc+Ss829mS0+kl8ja/R5dOQyH5lbo+taPDpyCYAwUvDTEqmAKiS+VJmdqRLaEs0VJHSPrOGy2ivQi0xe6C/ybOMAbmAwZTU5VigTpkK0AXjZuHKbMlSwd1TUhoZe0VGXkxhVDa2tEoUC6Sn4nkb1Rh5H97nvwM04V1wBJYDEtiAcqqhtlainc7OV49X1adBkvO7uKxAo1HoOQz8eVLQHFoqQnKlPk1Fd2kOLWs8hTIV4Yz5aT6C1VRRPEGRCgnyA0RRxT/ChwcH0HvWhw+nSOnmrh/AFKBKvYZHL9BgvtRj6OleuTiAbBsOCRNQMXqrOsuNm+PLmSTqRRXWYID/aRgh4ePQa/9WJ7/Kx1Aqm4tMJLI4YZXypcszcZMnawlTiJYFeZPKZzHk+NneD/+zwC4ydKiPNKM5d1yWBI/dFe5999nlLvJdS1d4Ob8BdM9OGuCHGcmmUV67MoXQ1eq8WeM2Zou4lSGoeDy6sspTc4bpb4oWdWZqNJWbG6yymq3QCk6OpMlvDLLoS4g81/nbrJBu7cdcs1YD0NYUdf4y/MEaJ0gH6mIsfOKx+dQHvdBd/qOEGBnnTxQ0MZhJ1vnT5FIGrIeyAfkklsiO8nERJ+/RtA6WvEEwOwQwwzQC3ayJqJtKK0M8lCEcj1pdHCQ7tMf/gOlfWxqGu0T4cYG7qBI7EqKp0cxZRJBB9BRGACARSj2g2E4yWWmy104wmuyyfm2Hx+BbL/XGCSKF5MwtWhLmlE5oQpEIwIsYmG+xdLOFOxnXQO12bJzcOICUcTZf53alv8Ovn/hl6TSNIRgShwkSyTd52ueKrSAnabpLAiRgEGuV6moQz5C+3T1PpJun1TcZzbQC6ocXNSKcTWjySucxX2vcxbjS5OJwiutVq85XeHHNWlec6B4gQOIpHw7VROyrepIdWMeL0tH322eeu4E64nF/f+/ofst97lZ/m2t41op3TXR5MXAPAWgrY7Ga5eW2EldUxbtSnCUeHCEViHgxo+RZjqQ6O4TPidLjUGCVjDni1Oc1H89cZMTo8rRxgo5LDtH2GVZPIkLjjt3pZdwV+Lm6LGRYCuskIegbmps7V2jRaTxAkJOfUOaQm465ds0PMhTamHtA/U8B3FR58aJm1dp6ma5Nx+uhKxGSmhTETYigB57ITRA0Le1OjVhtjJxfhTHcQWTg9sc6Trx1F+AKjqRBeS6AqoA4FRgtEWcVPqLgzgmE2/pp22mmSsy0UJC/vzXA4W0EeBC/QqIZZEBKlrxKZEeX1PFokkGMDVC0kYXv4ocqHJ9e52BqnoB/lnz3yBE/sHuXq5Uka1RReoCGEJAoVgp6Ov+BhJofUm0lCTyGVb5M3XbqeiaZGLOXKHHO2+Fr1HmzV57W9Cb6pH2Ept4suQiaMBpcHE3x3+yC/c+A7JJQhj3VPkDb6HDTKTKTbrOScuKVoRxCUwh/WNt9nn33ePd5rovheWM9+PT/N+d417vH1fp7l4TiO4qGIiIOZPZS0z4H5XcwDbUTDIOrofPelY5zbnGSzlUFTItqexf3FTX5t4iUMJeCaO8LjO8eIerHQ+ddTRMmQ4oEa5vEmkRXhTXqIukHmnhonjmxgF13s9IBgcQClId5oQGRHSE2iDBVCE+wrFr6v0r6aIzQlYmLAc1cXMLWA3p6DF2jcX1jn0ZHLHExW+HThMpblMzZXQ5xqEZqS5JqCu5fA81TGzRYPnrjKzOFdzNN11L5A7wisPVA86E5LIgOMukpzPUtzNUfKGjIY6PR8g0ojxbnqBNs7OTquCVqEtaOTP1BHswMwItS+QNmyGMt1mM/VeHj6Or9Repai1WNUb/HxxDKHM7tIVcJAwe2auDfThL5CfqzF4bkd0okBoadgOD6fm7hANzDZayXxA5W2b9GLTEw1YLk5gqGFHMru8WvFF8hoLoNIp6h3eGB0jS+VP0QtSFKyunw8u8LT3SNc3RqBUKCP9BmUIvSyDsp76+bbZ5/3I3eqbv4/9Djv1UYp76tAtC8UX+Dp7hHmzT3+5MZDfHzxKgvjVY5myvzc6EX+L/EAw6GG37SQ6w6dlMmwnsVoCVZmp/j64D6UyT6KGmEYAXraQygSxRVEpkrO6pNKD7BGdji7O8H03A5hpGAoAYdKe1yrFTk0scv1SpH759f4/tocqhYynmszkWhxpV7Cv1jArgkiDfx1m+SRJgnd49MnL/Hc5hwL9h4Xe5PYiseF3hRTmbgPdrmcxTncppNKAuC3TP7i1Q/zyNIVFtNVvldfwJ/10ZMe4rVEPEjYE3TnYvHV93RCW1J9ehyO99ipZhA7FjXTQmR9omtJdAWG+RCvkUBRJXrZYDgaYOQGRFLwn4y9yIaf50x/jjmnRkIZAhBJBTSJ0lWJhIYSwshIi1bP5t6pFT41c5Hftx9lxO4QSoUpp0l6ekBW73M8sYlKxHYvQ8YccChdYc6qUguTZFWXr1XvYW+QpNZz6Lomi8kJ0lrcv3zGrCF9BSM7xGtYpGZbdG9mQL63Rvj77HM38F6Jnv5xvF7M3suf4814X61pP9s7xAFrl+93FlDUkIZncyq/QT/UGdVb/N7S43x57xTGTMgLq/M4lkdQUAnVCFwDhgbBnoXiCbQ9BXmvS1CxoBCCFKysj+KkB+QSfY6WdrHUuG/zjVaRU8UNJpwWhhKQN13WOzl+7djL/PXKSe4vrHMqeZNpZ5ovd04i9hwiHfxcwJFcg4VklZzmcmzU4tnGAWzVp2R02HOTfKJ0hdV+CW0h4r7sBn+nnaC1Fg80jJbgmepxgnSIU+qh3dQZlFT82YD0ikbggL2lESQkfj5EBIJhMUIFZCiI8j7CVZGuBgs9/K6BnvTQ9ZCpbIuV4ShaxSDsOQwTAx6r38OU3eC56gJzyTqRnObGcISvnTuB2lKJTInwBakDTX5h8gIXOhMU9Q5fqn2Y6USTvNGjG5q8tDvDg2OrfCZ7nk5o81J3nrZnkrP6JNUhFS/Nx5wVvtE5wX898XW+1VtCRXKmPcOI0aGodZjWa/zT7/1jzNQwLuRiB/RdE2ntu8f32ecfwntR6N7rA413i7tGtLcHWb5bPoSjeyRsD02JeDi1zF9XT/N/rj3MP5p+GUMJOZVe5957N6j6KQ5ZcZTyjp+lFdhUBik2u1k21ouImgkSjGYcOW6umsjIpJxN0Zi3STsDplNNvFBFERJDBMxZVRzFY86p8c2tI3gDnT0vyZnuLKu9Aj+zcJ2naksonoBIcGFtAm9a5eHiNT5bPM/qsEQ3MKl5SXbcDDN2g003S1Ib8mJtjpFkl88/co4vXb+P4eU0RkMQ5COGqynMMI4qN8sagQ2hCV4hFmtzV0M51mbgGkwUWvQ8g2bbQUl6+Ls2ftcgP9omaw8YtTvkDZdVq4DeMhksDUhbA/aGSWrDBA8Vb/Bqc5oJq8m/ffIRMCSKLwhzAalCj2OlMgesMroSsNwd52qrxCDQ+Pz0OV5ozHMwt8fxxNYPBft75UXcocFkssXDyWWuemMMpMaSvcW3ekuklAF/Wz5J2hhwzR1BT4Sc7U2jmSHiYor7f/YC6518HCW/biP265jts8/7nvfamvndxF0j2gecCmmtz3e3DvLozDK6CDnrzvL9rRmCQOWpxCFS2pCXW7P83uRjfKV9kkm9wZpXZFxvoiDZlhnm0jX8KYW2a+FWHYJFD9P06acs9F0drafQ75m4bYvyZh58wYrTY9JpUfVTfDh5g6/WTnIgW8UdGqy1C5SKXTbaOS50bKzxHgnLo7qRJXXGYoVRjmR2aYU2juJxoTnBysoEhw5t0/QdSmaXc9UJTpa2+M5zJ9iazXDP6DbBSJmXzxxAr+r42RAvEoR2hNZXCGyITIlMBNDRGI75KAOdg5MVTuY3qQxTdDImQaSijEfsuilOl9a52BzHDQyKZpdkYkA37RD5CgupGq/sTqGpETkzz4zTYM9LgQAt7eELHdHVSEx4eJFKM0zQDeNSqIezFQ44FTYGeSzV52CywvqwQD/Uf9hGc2mkzLTd4L+7/B9yrFjGEj5/eO1h/vnBJ9n2cozYHSKpsNbNs9bNczhdwXaGdIsmaW2IqQZ0y0nMoUCq76YV7rPPPu80b9Rz+wfsz7zfnLtGtF9pzbDVzdBqO5xtTHIqt0ErtPnZuctcbo9RcVNkMgMu7I3xv6iPcm9qgwW9Ti1M8mz7IC/tzhCECgcLe3x+6hxPVI7wu/f+NWf7M1zsjvOZExd5tn2Qbz51EhoGmBHCDsiMuFxenmI5mCYx1eFJ+yBN18ZbTmNXBJV8mq8fczhcqtDq2OSTLuXzoyhjA/pjKkrF5CuvnuQXTp6l7iWIEMwuVgikwje+c4riPRU0NeRCfQxnW8EVKUZmOwD8/ENneOyp+9Haapxj7cazbD8t44Itto8/VFH6KnKgckMpUu87ZO0+5XaKX5i7wOYgy+qwwI1uka5ncGOnyHk5gaJK7D2BXxJ8Z+UQMhIkM30mrSZrboEr9RGsssowK0CXZMcbnC6t81DqGnm1yxV3jHGrxY1ekRcbczxavIRrm0zoDRQRsajvMZAaLd/mSKLMffYau8M0O26GL/XvZzbToBeZfH1nCUf32G6nmcs1uF4tcE92i+5mGqlLntpcJGMPMCvx4AR1/6bdZ58PKvsu8zfnrhHtl67OYV83MVS4Wp1GnhB8cuQKB8xdzjUnuSe/RVIdMpWJU54qXprn+vM8UV9iKbnDOW2C6laBi4HKhN3CD1XWvCKzRpW6leByf4JDTpnmg1foBiZrjRydhkOzkkJJ+chQ0C0n6btpRo9V6CxFuGqWyJB4O0le65poZkDedtHu3eHmaglsiVQkWk3na8/cj7mnEBzvMT9S48ZukciUlNcKTC/sxd2spkNEKPjm6hE+OXuVc/UJUgeadK5lGRYipBEXVjFrgt5BD1wDo6YiBagDge9bDJ24heduJ8nj60u0Ozbmss3lVA4hQR8KQlsSpEIGRYm1YTDMh0gzYmjpXGqPoSkRQkjsB6oMr+fJL9b5j2bPAtCLTHqRSYjCej/Hw7kVdv0ML7Xnud4u8onRFaaMOo4R8FTvCAnV42vbxwnHFSbtJkvJHZZ7owxCHTcyOFnYZL2X55Gpa5QHaUw9YM9LIlWJlvbQ1ZD2wMTPRGhNDdvy3mVL3Geffd5JfiDKb+Qi3xfsN+euEW1nxSRI3moWoUlW1saoug6tdgJVC9moZVko1bi8Msn1bBF/oPHb9z/JUnKHf/v0I6g9hRMPrHI8vc21XomlXJnH9k7wSGGF1V6BIFKYT+goIj7GydEt8tMua90CZy/OgioRTgCuwc61ElKTWD0BPYGXi7AvWWh9uDjv8MmHzrNu54kUIBCIHogQhqUI80KCq4fjADGzLUjc12Qs0SaSgg997EWudkp8JLeGqfg8mL6GL1X+tfoI3e8X4+5jpiS0QK/qqAOB0QQ/CaElCRMR7rUMr76YYzAaEVkRRlVlUIqwdxUCR6J34u5eZiX+agM7/ryKq6KtJdlJp/EClcl0m3rfoZ4KyDt9Zs0qL3YW+HblML8wfo4j9g6bap4X2wuEUlAdJJlJ1bEUnzljj3pkkde6HM9t8KHU6g87qk0ZdSp+isogRcNP8NulJ/mKdQ8vNuY5kd5mEOr8TPYaZ9aO01uQjI1XqLoJOskAZagz8PV3w/zekB+37rb/j2WfDyJv9yz4B+8lpfzhvfZWi618EIX/rsnT7k+GhEYsWkZdQavptFbyKDct5PUE6qspLl+ZQmtqKBeTaNsmf/TVz/An3/gkSHB2BBfOz/LVteNYqs+U2WDU6jBrVAH4VHGZpDYkkoK0PsANDNa6Be7LblCabTA7v4eoG4TZAOmEsYhHoPXBaCn0xyOGORARPL22SC7XBS1iYr5KODUgdCK0rsDLStIvWahdhSAhadSTGErI5coo/TAWpHqQ4Gxnmqza46nmYb4w9zKf/aUXkArYlbgetwhA+NAfkQQJid4RJK9rmHWFICkxqwpE4BVDEhsKw5wkSMaNN5hzCW2Jn44InbhGemRGRCbUXh2hUU+ysltCAqWxFofTFXqRyeXWGJOJJo0ggSIkjuKhiYjXdicJI4W0NuSAuct1b5Rvdk5wuT/BtzvHqAdJTpqb6CLknDtNLzC52ihR1LvshTYNP8FWN8Nha4eeb/DnGx9GKqClfA6k9shZfZzrBmLGveN2J4T4sY8322efff4h3I6NfdC4nXzr2xXo9/t1vWtm2lpbQUQgQgWrGkdPR4bAXfAQPQ3jSBvRMRENFT8TEWkgnZD0JZ3+qEJnPi6GEpzN8sr3s3zfOs5w0sM+GbtbK36aEb3NwNE535zg6s4IuUyPjfZxJtNtgkhh/GiFre08Y+MNdCWiWbIIQwV/NYVUJZEuiQyJei1BPWdhNFR2OiWUgkd2os3IoS6rlQJu6GDWFJQAwobF840jCF/w2OA4UcPgVWeWA7O7fEM7gSYinq4d5NL2GOiSzrzE3lUwWtCbkqh9wbAQF0oxWqC5gBT0xyLsbY3BSEh/LCJMRhSnmlTXs4hNByUAfSBAKnj5EL2tMpjxEB0NOVCxsy7z6Tp5o0fdS3B9MMJHCmv8zfV7+Ozx80zrNV6KFjhbnWAu12DKafLs9jyvVKf42YnLhFLhPucmz7QP8XT7IE/sHeEXR8+y2iuQ0DxOj67TCm1edA8waTY4ni9T0tr8ysQr/OHKw7gzAboS8b2tRZpbafR7u5hmgKkF764hvgV+0j+H9/tof5+3h9fPXj/onp2fFKD2k3j9TP31+75fr9tdM9MWEfjZCM2F1qkhfgqGhSjumjUU9FoWmayLX/LjmXhPQCBoHwqIVECNa3gTxfvpHTDKOl+7fJzG0GG9n8eNDPJaj8bAppjroCoRRwsVLm+N0R5ajCXa5Ettdq8WabhxU5LpXBPGh5D2kWpcoSy0JFgRSFAHCmFLxzJ8HiiuohsBYr6Hl5VEWuzWRsYz6KhhIPUI0dG4tjrKC7tzPL22yNlLs6jLCTRXYO8qhJZERBK7HEdTK15cVrU3E9Gbit3n2i0x1ztKHHFtxPXDFw6V0TsCPxsS6XEjDr2toHUF+q5OYqZNcqSHokR0fRNdhAxCjSvtUVQRcWy0TC8yeaJznIqX5kC2Sj/Q+caVo3R7ccOSmp/gUnuMF7qLbPfTOJpHa2ix42dJaUNS2oBRo80g0hlEOmfaszyQvk5CeGx6eTrlFEZ+QCHTwx0YoEpGsl0+NnXjXbXBffZ5N7hdz867PUO/kyL4QXR73y53zUzby4doHZXeIQ9j20AdwHDGx0kP8FMq+mqCJqDVdfrzHpoTIOpxLjYTgzgIa8JjeC2NiAT98VhUM89a1Jji2r3jXF8o8l/MPsvvLHwHRUScc2fYHaYZL7SIpOA/HnmFx7QTLCuSjDXgxvlJuKfNQwvXud4qst0vxl28Sh6iqaP1BL4iUXsqjY7DF5//KLmJFgeLVVbUEn6goF5Kooe3DDAU6B0t7iHdNGhWi/jZEOEEDPMKdjkeQ+ldQfNIBGrsPbA3NfoLHqKrogwFkS7ROgIx38MvO8hEQHGkzcPj12j6DqlPDbn0/AL+iI/oqyh9BT8dFy5RfJVh1yRb6GKoAZoSUe6lSegejuLxy6UzvNBd5Ii9w2N7J1hIVnlxdQ4ZCnTL59PjV9jzUpxdn0KZlVzZG+FwqcLp0jrnWxM8mL9BXu1xyZ2goMflUrtmHNj2+9uP8srqDGKo8PMHLnDTzdMdmBw7usPDhatUvPQPYw7e6/xDGyHss8/tcCfTpG7Xlt+O9eg34nbe70dn2+/n++5NZ9pCiGkhxHeFEJeEEBeFEL9za3teCPEtIcTVWz9zt7YLIcT/LoS4JoQ4J4Q4dTsnYjRUzLqAoYJ+tM1gqQ8DlUHfwH4xiZ8LUasGQSZAq+mEVRNph2QvKoTdeOzheSqREa8Hh3mfyJQ07gsIEgJnXaPywjj/48uf40+3HqIZJkipA+5PrTGXrvGfzrzInF5lympyIFtFFRHKyIAry5M0vbid5eFDWzDVR9NDnKku4nSLIB2vGcuVJFpbpbGd4dzaJP2Gjd8zGIwFeNmIQVGi+OBnQkJbEpkS5noYNRW1bIIq8VMSdzqge9hD7wi0rgJC0p8KUBsa1kQPqYLZEARJidc0eej0MsmCy+F8hRGjQ1Z3UUSEX/RR63rcOUuRcU62qzBbaHBicZP5XI3aIMHzlXl6Q4NhqNEJLbb9HKeTq1xyJ5hx4uIwk6UmtHT6TYtWYHO1XUI3AtbbOVQ1ouLGgWctz2alN0Y9TPDJzCVaoY2l+BT1Li+157lUGUNbtzDGe3z53H2ceW2R+XwdR/NpBAnW+/kfdgW7U3b3TvNuz472uX3eqzZ3p2zrdo/zdovxPv9/bsc9HgC/K6VcAh4AfksIsQT8t8C3pZQHgW/f+h3g54CDtx6/Cfwft3MiQULGLS+HCr2Whdg1wYgQuya9CYnaUQkLPkpfJb1UQzoh9qpB62cGGFUNWTNhNYE13cGqCRLLJmR8zNyA7j0D+uMhigf6dZv178zyB8uP8FT1IDt+Fl1EvNKZ46neEVa6I5zZmkIRkslik/uOr3L+xiTPlecx1JBirsNYvk2vnKBXSSDtEGuxjQhFPJNN+LEIB+KHJTntsoLRFIT5AD03xC/6zJ7eJGF7OMcbRBMDRMZDaoARgacQGaAsdEEKlKSPHBkSLqeIjFjcEZAa7WKrPpOZFpvdLK+0ZuJKcoWrOLk+Yd5H+IKo5EEEQSJip5Oi1nfY6aX51MgVRpwOJ0e3mEi0eL46z79b/RBPNJbY7mdoByYpfchYok1xsc5/89DjPJJe5qHiDbyKQ9/TCQIVL1Q5ntrm16deYMpqMK3XAfhE6jJ7QQpFRBxLbtHbTeAVAw6N7iFUCWmf+7Pr5I0ex+xNimaX8O9rj98Ru7uT7Av3Xc8ds7m3W4zeycHh68/1zY5xuwFlb/Q+P20TkA+KwL+paEspd6SUZ2497wCXgUngl4A/u/WyPwM+f+v5sN/jFgAAIABJREFULwFflDEvAFkhxPibnklhiJ8O0dsKuhWgTPbJlTqIUBAWPZQpFyKI7JD25QLT0zX6Cx5RT8MbCTBaAjnbx91L4I5HWFWJqkUE6wmshId0QrysxM9ESAV4PsvyhWn+cvl+EtqQhDbkr9bu49LuGLmUS2sYVwQbsztMjjfY28hxcX0cL1DZXBkBBeyii2KE9G+m8OYGBNkA2TIIUiHWjgYCEjc1pApeTnJicZOPzt9AcwL8UKXTtWlWUjjJYSzCR+ocmi9jl1yCZIi8mgQjIuppjJVa+KlbJUfNWNCPFCu0fAtH85hJ1ZmwWzyxeYiNQZ6jI7soZoi0Q6SrofUUyMT11tt9i+P5MkOp8enCZX4+fxZTDRh32qRMj2duLPLK1TnO7EyT13skNI9DuT0esG/gSZUvfv8htK7C0dJu3KrU05kwGtSDJA8mrpJV4yjwBb3OQ85VbvRL/MnVB0HA506dI60PMK9ZaEZII3C41ilx0yuiEqEp0Z21uzvM/qz77uVO2tzbHXT2VoT1p33/1x/j9Y/bPffbFea341q8H3lLa9pCiDngPuBFYFRKuXPrT2Vg9NbzSWDjdbtt3tq287ptCCF+k3h0ioVDFChgh0S6it+K3cWB7aEvdJCrKfxcbIRmWUeEUK6n4zdSJUbKQ827hEMdc1fDy4fU75XIno4wJYPtBEKBMBUiPIHix82k7G0Vv5vgq7X7cEZ7fHzmOmdrEyR1j4LV43J1lMdvnuDnTp6nPTDRlIihr5OdbdLtWUQX06iGRPEE1qrFMAeBIwkKfhwk5vgE9w/R9ZC8PeBGrYBRCpBS0PMMZASEAvdmmijj017J0bSyEAGaROsJlJsG0VIXP1RRSwPCqolVUdGMgK1uhlGnw4nMNp9Lv8YXnv1N7pvdoO4nOHNjBlWPiAIFraUS6RLZ1ZApQc7pc6kxyrHpLVaHJUIUjiTK/NFzjwCg1zREMiJIKlxuj7GQrJG1XP6i+RGud4vYazr9RY+MPgDgcLHChNagGToYIqQcJDnnTrNmNkgoQ54vz9PZTqEMFZ4vz9JoJBG5iN88/hyvtGZYSNZoBQ4fS6/wmN6+Y3Y3MzPz7x3rTrG/5n13cydt7u2wgTcS6bfbxn50YLDPu8Nti7YQIgn8P8C/kFK2f2TRXwrx1iKIpJT/Bvg3AGmRl4oWIZsG0ewAOjrCVem7JqP5NlsFC4YKmBF6D7pzAaJmkZ1u0b2SQ8v1cdsWihYRpSO0joI/7oGnxGu6AtCi+KcdMRwqRIZE6wuMhsDZ0RjuZnjZmuZYoYyt+lxqjKGpEZ++5xI3OgX+4uSf8MXGg7y4N8dEosU1tUj+Y1Uq3STN9Sx6T2VYDNFbCqKnofgQhgpyw2GYCuk5FjISXDh/CGFJuldtREJit+K8bKNhElrxTFpvC0ILkMTu8LJDNashexpocT62EimMOh0eLV7iS9v382pzmsOTuyzvjeJ2TWbG67T6Fu2KFXfwCmH2QAVViXiwuMrz1XkqXpqj9jaPVU/w6nOH0COINElox9dsrljHUn0ezixzzp1hZ5Dm/PYEi59eQ1MiEtoQy/DxIo0nO0fJ6T160mAgdXQl5PnmIuudHNX1bFyetDgkihSUikGYC2gFNpbqUx6kyOoutSBJJ7LumN196EMfkuvr629l97ed93NqynuVd9vm3iiF6afhnRggvlGa2u3a8g9e90678t+v3JZoCyF0YiP+d1LKL9/avCuEGJdS7txyCVVubd8Cpl+3+9StbT8R2TSQuiTsxAVI1IEg6OnMzDZoZGzCCxm8fFyAJTHWY9A3aG1kUIFgOQ35ELVl4KdDRKBibhh4+Qh5q9KZqBuofUGQjFA9UKb6RNs2QgqG+VisOi+VeGo+xScOr/BrUy+x62e42hvhVG6Dx7rH6Yc6Hymt8djaEr+8cJYRvc3V/igvGzMoByXuXpaob6H1BWpfMMipREUfPAV11wTAz0RxoNxhNz62ZhGZEfqGRpCIPQChFadqRToYrTjdK/JUUEDYAUEoCDomFOFcbxpTDaj3HbY28xAofPSeFS5VR7EMn95on6BqobdUNnZzHJvZoR1YPFhcJZKCJ+pLXKsX42YlpT6mHiIE9CoJrqyNI7S4IUnGHDDptMgk+7i+wa9MvcKfr58mYw44nt6mqHc5057hUncCP1I5uztB/0YaORL37VaTAWFHp9UwoORxdKbMMWeLPS9FpAbMm3tYiv/DPt93yu7uBvaF++7hbrK5d0rY3k5+mrXn2ymMsn9f/Pu8qWiL+Cr+MXBZSvn7r/vT3wG/AfxPt35+5XXbf1sI8ZfAR4DW61xLPx4JSl9BKiDNONXJqGi8YMwDoFoStTBE1hz8S2mspTaDbQtnW9CblKBHKEMNvRm3iQocieoqRLqEoYFUJaEN1ngPL6+jqRGBHudSI+N8aq0uMG6aLI+OAJDVXc5VxjmxuEVKGfDdjYMAzOfrXO2OoCQlXqQxkWwxZrX5jZnn+cvx06yWi5jOEDtUGA50Ik8hKHkIRfLAgVUCqdD2LAaBzhZZhBT0A4HUJUZNxU9HSF2ideMCLSKMXdZBMqJQ6NKxTRRFMp+osTPIUHUT7G3kUDsqCMkr31gi0iXdRZcwuBW2ICTRQOPixjjKtCRnuuT1Hs++dgiRjKvAzZfq7PUS9PpmHPiXAhnBztUS4yevYyoBOavPA8VVLvYmcXQfR/NwI4OqnwTgarNE39foX8sQ5n1wNaxdjaiukqwIOqf7jJdadD2TL24+yF4vQWM3TfrkgAN2hWbo3Fm7u0vYF+53n7vN5u52wX4neP1A5b14P9yJ+/h2ZtofBX4dOC+EeO3Wtv+e2ID/SgjxXwI3gV+99bfHgM8C1wAX+M9v50Ty5xW6U4LwoItYs9EPt/GGOiISiB2LcGyIdtOO14zzPtG1NEoQl/mMzAi1peEv9BFlCzk+QN2wCJIRelshNEBvKagDEDMSGYHvaRgNFc2Na3tHhsSqSbozUH9hjPOnVY4VyiTMuKLaY3snGEl12WmmubgxzrHpHf5u/TgPjt0kiBQ6gcXj1eNsN9N84sAKE1aTJ3YO80+OP8NTzcP0AoPW0Obh3Ap5rcumV0AREX/ce4goEogpD9vwaaQTjOTbdAcmY+kONyt5woaJ1tWwuipVNUtuskXXNfGlyrVmkUO5Pfa2s+g9gQgEXkaiuQJvoDE53qCyNYqXjXBu6AQnh1T7CQw14EPpNUQiwLxhYZ+q0fZMms0EsquhKhJloBBlQhAw5TSJpGDUaeNHKmvdPH1fp2R1AZgxa/zfF+9H2brljhcS0VeRdshgJl6q8PKQSHgkdI/j2W1e3JvDNnwGuT5ZzeW1zhTD8Acmdmfs7m5iX7jfde4qm3svzLTfCd6Ne+DtuPfu1Hf1pqItpXyGeDX4jfjUG7xeAr/1Vk+kMwveqA8dHQoBfsvGSHiMFzps+Hl0M8AfExAKlI5GkAoRnkJyXaGTkyg9hahiEtkRYs/Ez4UYVRV5oIfccfDm4ght43wG4UgiKyK0JV4k4vriDRUvA1YV2ocD5p0eK80SAE9UjrDTSuMNNf7lqf+Xx2sn2OxmGU12eW5njocnr1MdJhmzOqwaeUbNNsfsTQajOttejnGzxWKmwh9df5hOZFEfJJkw4sCtiXSbXxw/y9d2TxBGCkcLZfKGS05zebE+x8JolRsUkXWVwdwQrWzS0NIUx1ssOdsUpnr83fpx9KTHYFSg9hTCVIjUVZSWzp6TRMz3UG8mCBKS9NcTVOeS7CxmADBvWAzmhpzIVxmz2rwQzdHYKRImItIrKn7SxJ33ea48z8fGrvMbI8/yP9/8Wep9h4fGVvl89gwvuov84crDAKSO1vFDFd9XGXbiJQHNDggUFfoqbsfkxqDIb04/zeVbHce8QGMYaax3/j5P+07Z3T5vLz+y/vsunslb592yuR+dWf7g9w+iYL9V3khs7/Tg90e/p3f6+HdVGVN9T0NvaIihguip+Hs2G+tF6Kv4TQuhxm0w1b5AOAEy7eOlATMinB4QJkOkJlEHAuEJvFIAqwnMmoKqR/G69hCS6wJph+htgQjBy0iMNgQO9Efj9piXl6cY+BrdgUnXM8g4fY5M7PLFzQfxIhVL85l0WjwwfpOV9ghLyR1KRod/fvBJ8lqPY0aZYaTxTG2REIUX2ov83uHHiKTCC415HGXIxiDP/fl1nm0cYNxukzH7uIHBEXsHNzLIGn0+NbLMxxeu4Y35yDB2lxMIwkhQD5I0AodTI1sUsl1EKIhMSXo57hCmtxTk9QRewyJIxkVdvKwgezVC2bJ4dX2awJEklk3O3JzhcmuMajWFnBqgtRXcMRnP2usatUaSi61xzvTnOJbZIW+7JNUh5SBDUh1wqLDHsekdWi2HQd+IBVuA0CKiUKC0dMxiH1WPODG1RYgga/R5pLDCfzC5zDDSOZjZw1LfO7XH94n5cXm3+6Jze/xo+tNPk6v8QeRHg+F+dNs7zZ3+nu6aMqbqQKDeeq63VVI3I/pFBcVX6U1J9K4gcFQSW+COg3HTjPOVPXCuGoRWHOQl8x5RT0HtK6jNuC53ZEjkjkWUDtF6CqEJ9qqB1EEZglcIibT46GEiwiqrFE/UCCOFQsLl46NXudodwYtUar5D2zOpXClxzZ/hwP3rHEpXuOqOkNIGjBtNkuqAq36Jlm/TGlqMG02er8zzK4Uhx+0NBlmdb9RPcKkxyqjTZSm9g6kEZDSXv944xU46y78oPMNj1gGeaR1kx01zYH4XP1S56Y2gN1WaYZYXMvOUzC4Nz0YREmUosCoK/ZIkSERYHZXAAb2h4mdDjLpCYEPrgBIvC+xYqAGoAwi7GrWeQyI9wO2a+GM+CAlDFTXlQwQ3dosUrTjuxlBDAJqhw2udGQwl5ER6m+XtUcJAQa/o+JkQqQsUJyASMKzZHD68xYTdZtvPUTS73OiX+Jn0Ci90F7knucE3FP/dML993iH2Xf7/Pm/lerxVF/mPrgl/UAZOH5TPCXfRTNtd8HBnAgZH+8hTbVqLCu3jPq0HBvilgP5ohJ+J6E0BUiAigdGKZ5aKHwuP0VRQd0yMhkJyXaD1BJEW95eOjHjGqA0kQRJCWxLYcXUxoxqXP1X8uJd3fyKgvJmnNzAIIoX1fp6mZ2MoIdvbearnRkiuxelkK+eneXzlGCltQCQVnm4cohXafLl6ioTqcSRb4XxnigdHVjk7mOE7rSWuu0UWnT06fYvF5B4fTa1gKT7X3FE+O3ERP1L53mCSepjgoFPhV8Zf4dHRS0RSIIYKQSJCmhHnL89QNLucXZ9iezOPMhS4UyF6R6AM4z7gkR1h1gSqq+Cn4+Ylcc9tSWJdia+PHl/TIIoD5xAgeirWmonWVnlgfpVstkcm1efT+Uuk9QGGEjBj1ghRSGt9NCXkam8E3QiIhipioRdXiQsEYUuPG6UEgpULUzy5cYDznSn+Uf5FDji7PNc5wOnkKlfcsTtud6+PZP1xjzvJB+mfzweVt/od/yTbfCNbfaPnH8SB048Wf/lJr3svcffMtO0QuaehZiJySRfr4TYpfUiEoNxN0ff+P/beNMiuM73v+71nv/vWfXvf0VgJAiAxBDnDoWbTjGZGk1Esy2IkWarYiVwVK2U5iStSKR/kD47KrsiOUuVSHCXjjCVZS6xlRjMjzapZuIEESIDYgUbv+1367vee9c2H2xxBNAkCZDfQAM+v6lafPvee9znPOf9znnPe5Xl1DvRscr3UbWfWlICOo6Mpkk5HJ/AF0bhNb7RNqRGl7St4C3ECM0DJOciWhrQFUgg6ea8bmKIeQpHsGyyw2YjTvJIB06e/v8L6XA7XVflI/w0u1/o5ml7lTGkUtayhtUX3QcAMUJIuftnkW/MHiGx3WpuObTJg1UipbXTF4welafrMGmNGkRU7wy/kn+eqPcg/f+QveKG+j4vtEfr0Kv9p4QQ/PlJnytokrbRw9Qo5tcHlzhArdoafHjnD7wVPsD6XA0WiWB7fWdnf7Xnf0PAj3Rm93KTELCm4KYleVLozjukSmXXxegVaQUdICMztgy/AWtXwFzPd9v4eH7OvhdyKI1XJ+Y1BcrEW06kCG26KzU6csWiZ1xsjnEzMEddsym6Mhqt3Ow/q21nNIj56Qd9+UBC0Jl3iPU2SkQ4xzeYb9aOUnDiTkQJ/tnmCfzn65/zJPZ4w5NbqtLe7sb3bG96dZr0K30ZDQnaXt7u+djMBzW6xZ4K2dtNC7QgcJ8payYKkixV1GM+V+XD/TV4pjrHSSNFqWsgAjo6uUmjHsDSPTRHH7ujkYi3cQOGDw/MMW1tcG+pDEZJCO07C6DBXyVLOJEGRqEbAkxNzRFSXQApUJaB41Gc0ucWF1UFGpgqMJrb47vo0qzO9XB/M4zgqhz8wz5XTE3QGPJS2irpsodcE7SBGW48iPMEX5z/M1OFVTuXm+aOLT/F3Dp2j4CSoWDFUAs63x6j7FrrwuVQdwE8p+FJhLFUmqtr06xVyapOLnRG+s3WI/bENjscW8aXCqfwCq4kKr7w+hWyqaD01DgxvkJ1q8fyFafxAhUDQ6QuILiu0+7afuA2JogcEDR2tLdBaEKjdYBpoYNS7/xuuQO1otA0TzQKjrHDgiU1OZeZYsTOsOSl+ceB7fKVynBu1XgbNCkPGFkPGFucao7xW60616TQ1zJ42tgI4Csq+NmxZDKWqxHWbV4sjPNM3Q0yzGdS3+HTPRf6o+jgBP7hvGtzp4Hk3aR0fZsKHkr9NeCx2jvfaBLBTTQj38pzumaCtdrpJRPSqIDGrUD1g0KnpFCyHmfWjxKI2R/Or+IFCpR6h7pr0RppENYdneme42eqh4+ucWxrm2xtpnt4/gxOoLFSznOpboNeo83R2hkv5IexA5VRqjqoX5Wqzj5/rfZGvVY8R11NMxErUeyx+cvBVfvv6MzTbBnpvm0+MXSOqOFyt9/HMMxcIEKy1kly7NoQXFVibKnZPgNoSSA0WChkq7Qij+TJrnSRXSv0UOnGimsNfr0zzeN8yN5p5Ppm/QlZrMKKX2HQT/KA0zWllAkVIHF+j7en0mA1eLE/yU/1n+Ee57/Ov1j9Fz2iF1vM9bKRTfPToDf785qPoKRuvE+1OjFIT2FmJH/MxiyqKp+IaAZg+nXy334DwIDEHTlrgWaC40OmVxJYE4oaBF5e0h7odw7Jqk29VDtFwDc6VhplIlvCkwqabwJYaCpIxq0T/WAnPVymV43iuhlADiAQYhsfhQ/NMJwrMNXMUazG+0jnCM0OzlPw4KgFZrUFe7dxXHYbJHUJ2m/AhZme5tdf9e0n28qCwd9q0Rz20hkAEoPiguILokkrlcg63atLqGMxWe2i0u4lFRuNbDEcrlO0oUdUmkAoxzWGkd4vBvgoVJ8pmKwGAqbg8ElnmsLnCRidBzYkAUHJjPJ2e4fcKT9H0TFJ6hwuVQaaSRf7dzNO4vkp/po6m+VzYGkQRkkAqVF0LN1DxpcLk9Dqku52n4gsKKN32YnEzRvX1HCvlFC/MTlFrWqw2kpxfH2Q8XabpGZzfGKTuW0QVm3Uvjal4rNWTfCC9gKW6LNVS2L7Gi5sTRDWH651+XrVH+JH0NdKRNu2h7mQg1xt54hEbt2kgLR+pS5CCyKZAr6rdtuzx7oQrAKgSqYCbDNh6pJviFNH9xBcEThLUbk0/whNYqkfVj/JIepWP9t/gkcwaTc9grZLkTGEUU3i0AoOFTo6kYeMHAt30MC2HiaEiT++f4dNjVxiM1Bg1S1TtCLlkk4RlYyouK3aGSWOTJyOztB+s6yeEd77pPWg3xXvBg9aO+iBwO509TBP17Jmg3TNcoTXdjRStPoGX6PZOFj4IV+DUTFY30gSBQNd9fCk4vTHGY5klFto9TMc22Wgn+OmhM0ymiuTMJsdzy/yz/V9nxCrzcnMSgLhm4wQqm26SU4mb/FXhCKqQBFIQ02yu3BxkvZ0gCBQcR+Wj/dfpTTT5sf5LBFIwFS8wu5VjvpZlZqGPgWiNnzr6KpFTReKfWicY6RAYAU6fi5vzsJsGQdnAX4xRWMgw1VPitSvjlO0oqUiHhNph1c3wuytPcrowzlP9c4wZRVqeQds2iOoOuupjqh55vcbrrRHONUfJmC16JsqoDYXzL0xzJLfO2EiR7GCVoUMbyIMNGo+3cTM+0bEa/kaE3oEqQwNbKDEPPxIg491Z1ZxUN4NcOy+x06DadId79bvofW10xeelygRzzRwbdpKaZ7JlR7EMl55Ik+8VpvnOyn6+PbufhmsQMVw+NXUFQ/P5eP4aw1aFp+Iz/FzuBf5i/VHK7ShbjShTqSIFp5tJTRUB320doB3o90eAb8PDcqHvNm/X2SkM2P8579eOYfeTt8qV/qCyZ6rH62d7UFJBt4OXLrE2NITs9vK2NlSQKp39PieHl3hhZpKzwQjt5QTP6VOMJ0sA/GT/q1xuDdLyDI4mV0lpLVQkB801ztdHuGwMYaoefZE65yvDPBO/ytHUKpdqAz+csWr/xDoL1Qx9iToFJcal2gBJs9szfLmTpuJEcTyN/kSdzYhLsRNjvpblVP8i16p5nj1yhqv1PizVo+NrjEXLvLA5QXErQSbe5lBynUeeWMUONMpujD69yre2DjNXyKHrPs91JvmWc4BPTlwlM9Km6lrsT25yOLrKzU6ejyau8B8Lp4hpDh8dvMEfr6WwlgzWWkl6Ig0+2b+ELTV+r/AEQUcDVZKMdDh0cgMvULi4OsDkQJEFNYt6Ldad5KSigOhWj0sVGtMuHzgyS8fXiWs237s2TV++yicHrzKgV/irwiOMxrb4aG+31/vXNw4D4DQNNv0kuuHRzhh8bPg6rlR5PDZPMzCpCYvVWpJ0pMNYqkzFiZLUO90c5F6SLS+GI/eMJH9IWJ1554TH6c55q0Q0odZ2nwf9GO+ZO6Qz0SESs2mrcUi53fmWG2BsKbQnHaIzBuq6yYvKBD25Os2OAWmHYj3GVitCLtbi9MYYgYQjPeu8VhlhPF6i6CZIqB1+PHuel5uTjEdKLLazFNox/vHZnyFqOfTGmvRbdUzFYzS+hRASN1CRUrDSSLFZSvKR3HXimkPH1znev8LP5V/kC/rTXCn0IaVg3szScnWuN/J4gUrSavBPB75PwU8QUV0aeZPvLe+jaMcZsKqYiocvBV8vH+EHV/ZjxBzaLYOefJOtzQRfvvQo0bjNR0ZmGDK3cKWKpbh8rfIoH8tcZabTR8WNdmcYEXBtfoAPHZyhR6/jSpXPHbrAN+cPELMcBmI1VhspNrcS5DN1AinwHBUZld2x21GJ4gnctE9urES9beEFCpPxItORDZRpSc21GDVKFL0EObNJwY7zudw5LreHOJ5d5vvrU/Tka3i+wkCyRtMzAPhAfI6YYnOxOcx0cv2H5/tmuYe/P/UyG253itVZO89rlRGanvmW+rjfPOgXesje4WF42wu5f+yZoE1Nx1a7Q5aomoigm6Es0CXWvIHWBhAohQjFUYPjx2dZiyZ5pv8mS60MC/UMnq+gKAGnF8cZ7ylTtOMczqyS12p0Ap2n4jOUvDiuVPleaZpnj5zh9195EnPY41xpiGItRi7ZZCJZ5lo5z09PvMrv3zxJ0ND5bmk/mvA5mV5k2c7QDEw+kJ7n5laOnxw7z1y7h1PZeRJqhz9dPs6NYg+a8FnvJPkH/c9xuTPEU4PzNDyDV7dGaLkGg7EqHV9DNFTGx8r0RWvUnAjrSZtcssnqapbn1Qm+F0xh2xpu1eQjx67yna2DvDQ/wUS+hJG06XiC9BmDnmMNFu0cH01cRhc+wZig4kZouCYrK1msRYPNSBR/uINsaXhxH2u6geIrOPNx0AIqp/twptpc6AzRP12nFRicTM3T8k1UETBmFJkwNzlurvKD1hQ3W738aOYSN2K95MwWfWaNCbPAopPjs8lzvNCaZsHp4VBkhd8rfZCfnTrD6a1x+mM1LjUG+dHMJZbcLDdbvXys5yrflXv3hhYG7pDdIgzk95YH+VreM0FbRnwCTxAkAtSOgtPjgSqJzegEOkgFAg3iy5LGgYBLawO4tsY5Y5gne+ZwApWpviKbdoK5Wg5VCbhWzpPW24xYZVJqi+V2lh9PducB+K1Tf0AzMGk8ZqIS8PWFQ+SSTXojTZ6/NsV/dfwV+vQqTw/Ncd4apGZbNB2DpmsSIHg0luCwtcKnhmNU/Qj7Y+uMGUVeqE8T0x2amsErhVEK5SQN9+P0WA02WkkOpbtvm8PpCgUnwWSsyOvOFFPJIsPmFqtamgPTG1yp9bNhpqjVI+iGx76+IjeCPHO1HAuLPegxl7lCFuVaHPo8vBj81c1DPDGywLzZyx+tnMRUPT7ae43rzX6wu2/Uel3g1nWEo4AiSUU6bDUj+PEAHAU7ExCJOuTiLSKKw/naCBvtBI+mV7ja7GOxnuWRzBpDuS1UETBgVfn3yx8iZXbbvitulKoWJa/X+Fb9EVJai1m7lxfLkwQIlltpMkabtXaS9WaSHnOMUbNEn1lj2lwnZzTvpwxDQu4ZdzI1ZUjIm9kzHdHiVw2odTsheSmPRH8dpaHSPODQ6fOxMxI/IvFNUCsa8Wi3On1mrZdLtQGul3ppeibHEksMxqr8ZP+r/LdTz7HaTrLQyVEPLD6auMy6n+KF6j7mnV5UJM9mTuOj8MzITYbiVZ7KzvLhgzfQFZ9mYLIvssk/m/oGj+cW6bgaQkgq7Qhn6+P0qzV+NnOax2NzfGPjMIbwSWlthmMVprJFVCFJJlr0WA1eWx/meHaZumuhCslfzD8CwB9eOklgSP7yzKN88copXisN8eLmBP9g8DmOjy6RSraQUmD7GkeHVyi3IgwOl/Gcbj52qUoiS1o3WczlBM+fPoyPwsfz16jaFhfqQ0xEimRHKngpn/aUDYrspiiVsFmJ411NYq1rYHYzrbWqEfpjNR6LL5DUOyyV0lzQ21AwAAAgAElEQVSqDvCZ7AXSZpsT8QW+UT/KqpPhldIYC6UMgRQMm1s0fYOZdp5FO0fJ7Y5L//rNQwQI5rcyHExs8LncOT6Zv8xjPUtcqAyyaOc4HlvgsF7Ek+rtZBIS8lDwVgl23mo55L1xJxnRHjT2zJt2c6TbW3z/I8ssljM0lpMYQ038+Ther4OxYCIk1CYkige9sSZW0qPYjnFxbYCRXIWyE8W2dE6mFlh0cqTUNkdTq0QVh2PWIn9S/gB9Ro0AwenqBI8lFwH4TOo89SBCxY9ytjHO53PnONsc50pzkL+bfYWS383aNZQaYLWW5NH8Gvuim/zW+if4TPYC/+fCj5A0O3xh9Wnano7rq5zqnecTuSss2jmWO2mmcwVOF8Z5On+Ttq/Tn6xjByrRWAf/YoTWtIOU0LINhJD8r9c/TaUWxW3riIbKbMkiMVinsZCiHvdQTB8t3cFvRvHN7oQr0TWBm4DfeOnT7BvdpN4xeaE0BZPwP+z/Nv+8+Vm8QqQ7sUjSQzV9FEXiDNskz1ogDTr9HnrEZSSyRTMwiSgOHxqd42himcesZfx+hXG9gCtVztbHmStkGempsN5MshlNMGRVUEXA15aO8L8f/kOeax6gN9XA9jQO9myyP7LOoLaFI1UCqRAkBBNmgZhi883Wfv5mRsSQkPcXbw7cD2r17V7iYazN2DNBW2qSxGCdmbU8fktDayo4bR1lqINSMGkNBUhVYmypuJNtZtbyfHL/FcqdKCO5Chv1OKdy8/hSoezF6NHrAGS0Jl9dP4rZ7/L3si9z3ennZquHtN5mtt3Lmeo4Sb1DwzP46d6X+YnMWVrSxEfhV/q+zR/XHuVcfZhPZS/x0d7r1LMWJ2NzjGsl/nLtCL9V+Rin8gt4gcq50hCHMhuU7CgnogsoIqBfr3IkatIMTM41RllsZwikwmIxw6zb050rfNpBNFSCcpT2qMQwPLbWknzk2FW+d30aUgGaHjCcqrI8Bq2mRTTWoS/RYKZiEVnWsA+26XgWkQ2FVj5g5voAHztxmbTe4mJlkBe1ffhrUVC6iWyeemKGF2cn4EoCcj5uDDrDLvgCFqLcGMwTUV0mIwWuyX6+X5pmy4ux2M7y49nzTBqbfLl1jIneMofS63hB9w350egiZ5sTnOpb4PdLH+TR2BI9kSZX1vs40L/JueYo43qRo8YaKt0LShc+Oj6PmkvklNZ902BIyL3gzZN6vHndretDdocH+fjumaCt1VXqW93e0HpJw4sGmDct/IgksiFo90sCDdypNpruE4vYPLcywSO965iqx6HUOqdL4/zU4FkOWGu83h7hSGSZLxdPAFB0E2zqCfYb6xRjCQaNLb5XOcDzV/ehR1xMy8ULVCZjRS5WBxmPl/j96gk2nQQbrSSn9Uk+mJgBYFov8KXacR7JrDEWKZJS26TVJvuiGwRS4YO9N3jdHmHRznEyNsdMpw9XqlwsD7CymQZAXbaIbgnUNrRtHTcVoAy1CQJBOtKhLhP84PkjyJRHurfBQLLGqew8k/EEZ4vD1FoWM3N9xPsadKopgqbGwAfWqHVM5Hwa1Vb4zqWD9PTVSFodHokt88LUONWbGdycx81qjo9NX+d72hTqQgy9AcaGhtoWtKccNOEzYRbo1ys0fIu2b3DIWuV8ZZgFp4eyF2MoWqXt64xbRXq1Ogt2D3N2npTa5lqtj6eys3xx4UmG4lX+0ZHnyGoNLOHSkTq2VLnYHmbAqDCilyj7cQIU2ntwyNcbPMgXesje41Y97XQO7JC350E/xu/Ypi2EGBFC/LUQ4rIQ4pIQ4p9sr/91IcSKEOLc9uczt2zzq0KIGSHENSHEp+5kR8zpGplcA2NVR3HopgXN+yCgfaoJ403MiTrTg5tM5Yscy6/y3+3/PnmrzrHEEiNWmYTeIZCCPyk8DsBXSsd4eWGMtquz0klT8WNcd/pxpcqC3cOQVeHo1DJj+TKaEnB2eYSaZ5ExW+T1Oleb/YxYZRquwYHoOq+3RujVavSqASmtxXIrTSAVzjVGcaXGoL5F2YvxncZhvrL5KBerg5xvjfKlhaN8ffkQTUeHUndIkxcLcFKSxqjETQaoORsAXfeJ6g4H9q+gOAKtpNM+n+HKlWH+35c+xLVansOZDT4+dp19ExtMZMv0HdsAYCpZJBNtIw2Jn3VR6hpbV3LkrCZ/vn6c3lgTbbCFaCusr2ZYaqY5PLBB/tgG1UMeviXxEhJ9Q6fpmnxh4YOsu2l04RPTbGbtPHHd5k+Xj6MLn4+nL/NYcpEPRGbpVWvoisfVZj8HrDU+lz/P1WY/qpBcXBvgu6X9WMJFFz4+gufb+0ioHaaMDepBhHUvxaKbw9uW5L3S3Tvxfp4l6f3Gvdbcre2tD7vGHrZ25fvJnbzWeMD/KKV8VQiRAM4KIb65/d2/kVL+b7f+WAhxGHgWOAIMAt8SQuyXUvq3M9IsR2gKMANQ292xx2ZRxdvfwmvpHJhY41hmhaVWdx7muGqz4ab4ztI0MXOMajNCNt7idxdPsbqc5Vx6iHbNIp5pEdMd6q7J/z37IT4xeI2KF2W+keUfDj3Hl+aOcqJ/mdHYFvONLENmhU2RQFc8RiNlql6UJ3vnOVMbJ6F1+LcrH+PnB15k2lhnfKiAKzWuNvu53umn6kXIaC2uNvuodCKslVJcXB5E0z3shom1YBCMOtDR0Hs70CcRCzEiayqdwEIqEjfhsUSaTKzN2BPLzK71EEiIvx7BzklmXx/CPqyRj9b5YM8sBSeB46t86OgNDsbX2HIifPjYVV6an8A3fMyow9kz0wQJjxPTC/SkGqw2DURLpdyO0h+v83TfLN+XguKFPIotMCtw89wwyekt/t3sh9mXLnJ+fZD//tB3+fHcea7EBtlnbdCr1Zg2NlCRLPk5VuwMtq/hIzhqLeFKle/f2MdTU3NkjSb9WpVX2+Ocqw+z1kpxILnJmFHEUhw2nSR28LfkeE9093Y8zDfQkLflnmnu/aav95u/u8k7Bm0p5Rqwtr1cF0JcAYZus8nngT+UUtrAnBBiBngCePF2dtSq1p3lKx0gkoIg5TI4sIWleSR0m6jmcKEyiKW6XK/luXZ9CDXhwppJw5CYZZUSSdyYRNEk/noCJSax11PMKSnctA9GwB8sn+LA9CpD0SpfKh1nKlui5RkE2+ODny9P8dP9r2AJlx/U93MwssY31w5yqneemhdhs5Xgu7WD/GjqIiqSjlSouyYDyQoKkn3WBjXP4kx9FICgbGDrOtaqhnewBTUDI9PBc1WkI9AdaE05mKs6iqPApoobNViNJdD7W8iyAQqID23hVSMYCybrr/aznMhTP2QxGKvScExurOZ5PT5ANtrmZHqR0UNbPLc5xcJMHgVQ6hqvXZpgcnqdA+NrRDWHS2sD7EsX+c7KfoYSVczjPqd65/nzrz6FHwvYWksSv6Hz4sEU8VyLs/VxBq0KKbXNqpumGZhcbA7Rb9Ro+N2hc5OxIq3AZNXLcLk1iGb4nEzNYwc65zqj/O7NJ8jGWuSsJjP1HvZFs2w6SXr0BrPtXjrbaUzvle5uJbyxvL+5H5oL+c8JO+HdnrtqQBRCjAMngNPAh4BfEkL8PHCG7hPqFl2Rv3TLZsvcXvgAGGMNLMOl1THwXI2jw2uU2lFM1WOplqLRsnBKFtElDSctIemj6R7BUIBlejQjUURLReRsjOsR3ITEqCoEusRXQekoqFsq+v4as6dHWdpf41j/KuPxEkPmFrrwf9gpDeBscxwvULncGuRk7yLTkQ2yWoPZeo4Bo0ozMIkpNgUvwad7LnLQXKUeWPzLK5+kXowRSXcIAoGMe+ApJE4VyEZa+H0KbVfnsZ4lKm6EteEUGbPFXH+OiO6ytNiDWtGQcQ/1QhwZk6htQUMmUXM2yuE6uhoQzCaZe2WE6+lBYvkm0ZjNQKJOuR3lpa0JACaSJewJlfXVDKKpgoDFV4cIBjrEEh2yySam6jGRLnFpo5/+VJ3vr0/hW5LekS3KV3MEBljLBs2WyrdKh/jwketMRYvYgcaL5UmimsuPJK8x6/TyfGkfx9LLOFLDlwqKkGiaz5YXo+pFSGltoqbD/FqO2KiDpXosdbJ8LHWZi+0RNu049lvkHt9N3YU3h5C3Yjc1F/LOhIH77bnjcdpCiDjwJ8AvSylrwG8DU8Bxuk+nv3k3hoUQvyiEOCOEOONi05No8uTAAp+dukQkanNhZpjV2R72JQpUqjHcjkZ8VkPxIL4oMDc19DMJ/PUI8kwKtaKhOAKKJnaPT2xZIBWJP94hsX+LIOnhxQJaGzEYb+F5Ki/Pj5PX66zYGaKKQ8212BfZ5HR9knOVYXJGg+dWJzEVj8utQQpeks16nKvNfgDONCfxURg3CtSDCL1aHed8BgQ4tg4SVCPgcyfOMZrcAuAD2QWq7W7HroOxDaaTBSZiJcZSZR7JrvHZ46/z2FPX6e2v0unz8WIBKGBtqKgzEdSXkthXUmQPllBsQWRJw7mWpHM9xeIPRimupLj88gQXLo1ydn2YEz0rjI0UkZGAWL6J328TeArNuRTlWozvXjxA3mzwI6M3OZlb5L8ef5Eg71C+ksNPe+gNQHaVolY11lop7EBDV3zius3RxAoJpU1UcRiNlWl4Jo+aS4zrRYp2HMfW+fbaAa5W+/jG6kHajs5TU3N8OHeD0ViZD8TnON8a4y/XjuD4Gv6bMqLtpu4KhcLdbBryPmGva+7WtvCHra34zcPeHibfdgpxJ08zQggd+ArwdSnlv36L78eBr0gpHxFC/CqAlPI3tr/7OvDrUsq3rTJKiqw8JT7+rhwIebg4Lb9NTZYF7L7uTp48Kc+cObPzToQ8cJw8eZIzZ86IUHMh9xIhxFkp5cm72uadgrboPup8EShLKX/5lvUD221ACCH+KXBKSvmsEOII8B/ptu0MAt8Gpm/XOUMIUQeu3c2Ov0t6gOJDYudh8uVWO2NSyt5Qd3vSxsNm51YbY0Ce3ddcAWgS6mGv2bhfdsaklL13tfWtQ1re6gM8TbeC9HXg3PbnM8DvAhe2138ZGLhlm18DbtK9IX76Dmyceaff7MTnYbLzMPnyVnZC3e09Gw+bnfuhuVAPe9PGg2TnTnqPPwe8VcPC126zzb8A/sU7lR0S8naEugu514SaC3kQ2DMThoSEhISEhITcnr0StP+v0M6etPEw2rkfNkM97E0790Nz98pueJ4eUjt31Hs8JCQkJCQk5P6zV960Q0JCQkJCQt6BMGiHhISEhIQ8IIRBOyQkJCQk5AEhDNohISEhISEPCGHQDgkJCQkJeUAIg3ZISEhISMgDQhi0Q0JCQkJCHhDCoB0SEhISEvKAEAbtkJCQkJCQB4QwaIeEhISEhDwghEE7JCQkJCTkASEM2iEhISEhIQ8IYdAOCQkJCQl5QLjvQVsI8WNCiGtCiBkhxK/scNnzQogLQohzQogz2+uyQohvCiFubP/N3GWZXxBCbAohLt6y7i3LFF3+j23fXhdCPPYe7fy6EGJl259zQojP3PLdr27buSaE+NQd2hgRQvy1EOKyEOKSEOKf7IY/t7Gzo/7cDbulu93Q3HYZoe7uwp/3k+a2y35gdfewaO4d7OycP1LK+/YBVOAmMAkYwHng8A6WPw/0vGndvwJ+ZXv5V4B/eZdlPgM8Blx8pzKBzwB/CQjgSeD0e7Tz68D/9Ba/Pbx97ExgYvuYqndgYwB4bHs5AVzfLmtH/bmNnR31Zy/objc0F+ru7v15P2nuQdfdw6K5e6W7+/2m/QQwI6WclVI6wB8Cn99lm58Hvri9/EXgJ+5mYynl94HyHZb5eeA/yC4vAWkhxMB7sPN2fB74QymlLaWcA2boHtt3srEmpXx1e7kOXAGGdtqf29jZUX/ugnutu/ekOQh1d7f+hJoDHhDdPSyaewc7O+bP/Q7aQ8DSLf8vc3sH7xYJfEMIcVYI8Yvb6/qklGvby+tA3w7Yebsyd8O/X9qurvnCLdVd79mOEGIcOAGcZhf9eZMd2CV/3oHdLP9eae525Ya6e3sb8PBpDh5O3T2wmnsLO7BD/tzvoL3bPC2lfAz4NPCPhRDP3Pql7NZPyJ00uBtl3sJvA1PAcWAN+M2dKFQIEQf+BPhlKWXt1u920p+3sLMr/txn7rnmdrPcbR5Y3b1PNAcPn+4eWM29jZ0d8+d+B+0VYOSW/4e31+0IUsqV7b+bwJ/RrXbYeKOaY/vv5g6Yersyd9Q/KeWGlNKXUgbA7/A31Sjv2o4QQqcrrt+XUv7p9uod9+et7OyGP3fIrpV/DzXHbcoNdfc2Nh5GzcHDp7sHVXNvZ2cn/bnfQfsVYFoIMSGEMIBngS/vRMFCiJgQIvHGMvBJ4OJ2+b+w/bNfAL60A+berswvAz+/3RPxSaB6S1XMXfOmNpX/kq4/b9h5VghhCiEmgGng5TsoTwD/D3BFSvmvd8uft7Oz0/7cBbuiu3usOW5T7vted+8XzcHDqbsHUXO3s7Oj/sgd6r34bj90e+ldp9tr7td2sNxJur3yzgOX3igbyAHfBm4A3wKyd1nuH9Ct3nDptj/8w7crk27Pw3+77dsF4OR7tPO72+W8vn2yB275/a9t27kGfPoObTxNtzrodeDc9uczO+3PbezsqD/3W3e7pblQd3fvz/tFcw+D7h4Wzd0r3YntjUJCQkJCQkL2OPe7ejwkJCQkJCTkDgmDdkhISEhIyANCGLRDQkJCQkIeEMKgHRISEhIS8oCwa0Fb3EVy/Fsy+OwqD5Odh8mXnbJzN5rbKZt3uF+hHvagnZ2ysRd1F56nh9jOTg9r2O6NflfJ8YEzu7EfD7Odh8mXnbBzt5p7kHzbKzYeNjs7YWOv6i48Tw+vnd16074fyfFD3t+Emgu5H4S6C7mn7Mo4bSHE3wV+TEr532z///eBU1LKX7rlN78I/CKAQHk8vr8Hx9PAVpCAYvkEvoJwBVIBFAmBALW7v2+sFx4ICVKAEvPxbRXFBSQEGoig+32gQdCpY2UtHEcD72/KUmyBFCANCRJUwyequRiKhwBUEdAOdHypICVk9BZlN4YbqHieAp6C4oJUQOoS2aojIgmEK0B09w0VFAcUF7xI1x/F3vbhjX31u/sbmLLbcBF090VXAzqO1i1ISJS2gt9sItIxCNj2QyD8bVvKGwek6w+BQDF9hiIVNp0EmhLQtA3wFIQHUgd8ujaV7jFRdR9dCWgWXHQjRmBKhB6QNGw6vobdMbpla0HXf8NHUwIcW++ekwC0hEvWaFLzLNp1q5uuwAyQgUDpiO72ouu7326gxmN4pS38elPshuberDvTNB9/5JFHADh79uzdmvwhjz/++Hsq443t3wuFQoHe3t73XM77yc6tNubn5ykWi7uiu1s1F4vFHs/lcrf17VYd3Yk23qy7xx9/nLNnz/6tbd/4zU5o7VbeOIa32+f3anuntPDmY7Jbdt6JW+2cPXu2KKW8K6P3LWjfSlJk5Sef/3ucmR1DXzBRXIF2okIQCBxbJ1i3usEw4pPubVBvRFDnLaQKZlHQ6ZHEVgX2h+t0qiZKTYNeG83wcQsRFFvgRwLQJMLuPggonkAqEj8aEFnVQHaDl/DAj0hSx4v0RJt8MDeLK1Uansm4VcJHkFZbfK9ygO+eO4SwFVRbIEZa9GdrFGpxNM2nWbe6DwBrJnRjLV5EotcEzoBLurdBX6LO7GYOt62jVHUUR+BHA4h7KCUdY6tbESJ8kOrf/G2PuPQOV5BSEEj48OAsZSfKSwvjuFsWwhOoTQWv1wVXQauoGNPd3PiqGjCcqnLt3Gj3wcYKiC5raC3QPl5kIl3meGqZy/UBRqJbnC6Ms3ijj/hQDVVIHutb5molT/FMH06Pz7FDC5Q7UR7NrvK1y0eQtopaU1FtgXqgzk9Nv8YfXHkc5XqMYLrFYK7K4vU+ossqUnSPtRfrngdrQ2P+C7+JPb+8a0H7Vk6ePCnPnDnzxvZ3a/KHvHENvdsyduMaDLk7Tp48yZkzZ3Zdd7dq7jZl/q3/30kft9OdlPItv7+XmnvD/m7ZvNW/29nY7f14NwghzkopT97NNtou7ctdJ0FP6R2koxDo4MUCnIUkxlCTwBfQa2Ndj+AbCo1iBj/pgylJzCl4EVA8qB7yONRT4srWEGZJoW3p+C0TLIkfCxC+QN1Su8sSvLQHqkQ0NNrDHsIV6BUFvSOwI5Ly1RzV4Qjr9QQHc5s8mz/NrJNHFz5n6hN89+IBIisa7VGX4cObHEmvc6PWi+uqBNfiyAEXY1XHyXsgQKtoyKiPMdrEKUWpLqZoVTOYR6rouo8bcREC8LuBOhA6djZAbwh8E7yUz4nDc0zESsQ1m6oX4XotD8DXrh/BrRkIywfoBv9BG1HXge7bf3s5QW6qzCM9a2y0EwSRAKWlkHldpTkkafdJZDGB42l8MDOLqXp8f32KjY00UgvYly2y0UpwtZInYdis5nwQkpV6iqlMkRfWxhnoq1CoxPEbUaxNQeLxFiUnjudo6AeauCWLR6dXaE3o6Pt8MlabuG5zo9zDz06c4U+XjzP/O+86eO72hA+7hhBiT91IQu6KHdfdmx8C34s+3i6g7yXN7YZ/b8Ve8fe9sltB+4fJ8ekK+FngZ263wYsr45zYv8C5ziRKRyA8gT8TRyYC+qaK1KIO/lwCPxYQ62vin0vhxcCNS7SmwOkPKLZiRLJt7KaKiHn4iobwu6+5UpfED1apLqXwEz560ibwVazrBm5SbFdNC5qjHmpLof+RTTYrcZKWzXIjzf9S+DwfGZ7hWrWPGxeHwQjwYpLHD85xJLnGf5o5ThAoKELiDDloGwbumM2+oQLDsQoAl0r9bFVjmCsG+qMVGlocpxxl3/gGKaONpgS8tjyMuxmh71ABXQmotC0+NXqVby0dwFI9ym6MihvlOxcOgSsQgSC6pKLp0BlQUGzRrWovGUhNIlyB2hL4OZ9SKc7rcoDpbJHMYJX6lSxuQuD0uSgNlanRTT6Rv8qPxK7y/y2doNqMQFPDLCmcM0cZHiizcaaf6JPLAAjLp9a0ePXiAdSOYGvMZnBgi4IUNGWEBLBpx7GiDvJikg9/6iKvFEbJRlq0XINP9V7GlSojkS3O1Yc52bvIWf1dX1h3rbmd4GG5EYS8a3Zcd3cbxN7ubfqdtrlXvJOtndyXvfQwslvsStCWUnpCiF8Cvk63d+UXpJSXbrdNEAgyRht8gV5TcDIBersbhMq1GG5bR0YD9KpKy4tj0m22DQx47ONXuFLsI6q7FEsJ4ksK9bjabeuNemirJqoDVSeF1d+kXYiCFChLFn4EjGr3bVZtA8MBqZEKk6kio4ktVpspeiINslaLihvh5kYPsSUFOyeIHd5iMFIlqjgIAU5HQ5ZNBGBM15juKTIeL/H82iTTmQLF+SxGUcWLBbjzSTJTW9QvZ5nbGmLk2BqlZhRd93GMgOL5PFqr+zDxze88RXNQ8lI8hfAEWl2gRiV+wsda0nAyEsXptvMDWIXu27qb7NYyODEfta4iaiaduM1CLcNWKY4mwLcg1tPi2SfP8kz8Kv9+88O8Vhvhf973ddbdFK8MT3A0scyKneFz6df4av44m3aCGaMPzfRwqiZkPYKailrW2SjnSe0v067EWLuSp71Po7MSJ9qBs6sj/Pz+l/mdCx/isdElfARXmgN85/p+gpbG+OQmihLcM829Vx72m0PIO7MTurs10OxEM82t5d7J73ab3ayWfjcPLO+WvfJAsFtv2kgpvwZ87U5/ryiSF5YmIOXSiSrgC2Sj21HrjeNkFjTMMqCo+Ga3A5Ob9DmzOIrvKaQiHYx5k3ZeotRVtKEW/nIUqUlcA4QnaFcsUCSerSH7HLymBkUVz5IEOvQOVPmZ8VfIqg2KXpKXGWfIqvBX84fIxVvITYvGIYdous2zk2e52uznPyw8QRAoUDDRBto8NrpESm9zrdLHl8+dRJoBtfM5DE/gpgIIIIj61BoRhOh2YOt4Gtlom40XBjE0SWBAZ9BDRDxsRaKoEvN6FHuyQ/ZAlcJWAl0JiJ2qMpLc4noxj1OzALB7A4K2hl7SiKyotIfAT/hgBPhrcYI+BRwFPxIQGIKfGLvC9WaejNZkuZlmMlHkS6UTzNezfKh3ltl2L03PZMnNMWBUqLgRFMPHrZkoEY+goeNvP1C5eZet2SwRH5AwnS3yum3QlnGG4i2+uvoIctPivDrEZ3ou0PQMohciOAnJcnUQId79RXG3mnvTtu/LqraQ98570d329m/ZLvteNXYvA9r93I9by39jeTfbz+/3tb9rQftucWwNz1VJZZo4nkqrECMwAAmeraGvGN3eXIrATgNCIgIBumQsXyZltLm80d99Y+4IxHiTWMSm7scINMmBE4vMrPeiLkSRotumHett0cTCSTlQMPHSAZVaFIDna9O8sj5KPt7g0cQKjw8uUbZjbNQFjqHwG4/+Gc839nOj0ouiSORrCYIRl8dHltkXK5BQO+giYCGZA1/gpgRGWYGcjRV1cGaSeAI0ATLrsnG9t9vGPtUmEnNIR9scz61wo9bL3GaOXLrBqc9dpOxEuVLq51dP/BV/Wez2fG64JqbukujrAKArAUtLObwBB8UxUdoCdcRGSlCWDPweQaKvweHeDRQkk5ECl6oDfLVzlHIrwvzGAcb7SownyrR9nfVOkgtrg7y8Noqhebi+inU5Qrs/QFo+kRUNLy7xohKtoKN1BO0hH2n5vLo0jPlqHDkUsHSzFxH1kWbAof4NLrWGOBDfYPnjaSpti1ysxcZ7CNr3k71wcwwJuRPuR+C5V/Z2+zp8qxqRe30s90wa01jUJhq3SUU6pGNt0AKMisAsK4iSgdYQxJegMRKgeGCWBZ0hFz3u0HJ1FmsZ4hGbyIbAtyTeRpStQgJzXw1pStxAxd+I4JvdnspqXcW7mARAbJpYBQW1qSCl4KXKJM8tTWLqHmPxMlmtwanUHJfnB/GjkmNHFuKqNIEAACAASURBVCh4SbJakx8duIrd0ekM+ChRj5TeYcNOcrY6ymo7iWb6KGY3UDnZgMcnFolZDl7ewdjQUDtAXUOvd0XwzPQMihJwIL3JudIQAQLD9BiKV1ltpyjbMXLRJuebI1ze6OfS+gBD0SpP9S9wMLNJvW2xtJpF2CrSVnB6fJL7t3BtDbdsIQXouo8qJLOVHBHV5Qs3nyJrtojrNooAr6kz+/oQ37+xj7VOirzZoFOM4HkqHUenUY10h9WlHfRFk8CQuL0uSm+HyMEK2rEKUgtAkTw6tIobl6BI0kM1IokO/eMlxuMlFlpZFttZjueW6Us0WK8kcTv6fdPg/X6CDnn/cqv2wgfAu+eWxCXA7hzDvXJ/2DNv2jHTYf1SnsEnV/GkgjoiWW72kbyp4GTA7gkITIXEvKDdJ2kP+OALrIjD6loGPIVsfxXhQ6BLRNZGVSWtmoVWU9j8ygh6RuKM2d1OWgoE+5voc7EfDvNSWwLXU/hI5hqG4lHsxPls5jyrbobfW3gC1fDxDY1eqwFA2YtxfmsIfz0CCpgRl2uVPPlonfNLw2RSTY4MrbHRijOdLvDSwjiW6nI0t8bR8Ve4cGgYRUj++rmjyH1NZNUEoN0yuVnroSfSBOBwfh1NBCzUMxiqj+urvFIY5RPj11htp7hQGqDRNrGX4uh1gW5AZF3gRVQ6vQFbG8nueG4FUo8VKV/N0Up7KIbPBQb4L0YvcqE2SKkT41PDV/jjxglcTac322CtleT1jUEA7M0omdEtRAIaUxrYKkZV0BzzyfTWqWzFcF/NdKv1bQVpBHR8HaMicJOCvkSdawv93aaQ9QlK13IEKY+nDt4kZzVpxI3uuO/7yF6pUgzpsheH6ewWO62995OO77Wv9/M+sWeCdumlfkRUYqoeI2adMzfHEFmbdsPCqCgEukRtQ30iQBtsMZ6t4vgqha0EQpWgdoc7NSYCoqsKTcNANBRk1kOOtWlYFkHaRdUkBCA1YD6Gm/JROgooYJQVRvvLbLgp/k7Pq3y1fIxvVI7iSoVcpMXm1V5SkxXsQOWrhaNYqse1mUHEdo9nTfNZ2UzTTOtIwNI8VhtJeqJNXpidwm9p/ODyfvaNb3ChNMBkukRMdfAjAaoANInta0z1FxiI1qg6Fsv1NPlYg5ptEdVdVBEQ0VwKzTjrnSSvzo6iL5lEj27RNgMco5u0xI2pSBX0ukIw2MKzNbQ1k6KbRQiIXTdwTjQ4mlvjZquHD2a649GLbpzJfImqbTGRLHN+fZDOYgJFgLWpUNZSCMsnflOjcciBD1aIC0llIY3WUFCOVaEURUZ89IjLpevDWEkYOLhJPlJnxsjTbhs0ijFUCVpJZ6Ge4bODl9hoJehmYLm/3O6CfBCDx15ohwu5M95rMHg/BepbuR/6vl/X1J6pHg90iZfxuFgc4Ea9l+nhTayog5sKkGo3qYjqgNYSTOWLaEqAAPKZOtR1ctkG5WKCxE0F3+z2pA50idJQUWYjBFaAsWzg13QY7HQTi+gSxVF4oxnVyQQsbWS4VB/gS6UTRFSHpm+gi4DLF0a7mdkAVUg2WglGolsMjZa6yVBsgaYEfO7wBQAGc1VWi2mO5NaZ2ehBrFjEburgKNy8OkixlOD0lUleWJogO1LBW4miRTxeWRjj2cFXuF7ppddq8ER+kaFohf5YjeOZZcbiZWq2RcvWeeXyJKl0C8UR1G6mEVJgFlTUloJ3tEFnyMVNBATLUWIXLCIbguw5hcjm9jG6EeO7N6a5sDnImpMipbaIqzb5SB1T9VlupDnWv0psooridIeSaVsasqPipCW4CkEgaCwlIeHh5l1axSjC9FFrKm7DQLgKWhNWb/by3KuHusPvfAGuQHEFXspDFZKvrh5hIFrr1gjsUXbzIt2Nm60Q4m+N9X3QbugP2v7uFHejswfxvD6M3MtzsGfetNWOwFrSaed04rrNYKTG3GYOs6+Fm9FQ5y0aYwFBzMdQfBQhWasmac8nUP9/9t4sSLLzuvP7fXe/uW+1ZK1d1VW9oFc0GuACgiBIkdqClGWOKM3MA23LMQ6Pl1eNX/3gCEV4whEOTzhm7AjPjEJSmB6ZFClRHEkkQAIgAKHRaADd6LX2vTIr97z7vZ8fLkgzFKQIEkB3NVC/l66qrsz68t6T38lzvnP+JxA0dwvo2RCvZhJlE8SoTxwoqAc69p4gLAkSA4wDlaQIcSZGcVQSO0Zva8RK2u8dYdKbtHiqfI9mlEMXMRtuGW2gEOUTLo9vcLebqs79xfIZ/tHCNf60fZlI0xk4JlcaM3zl2Ou83ptmt53nheXjGNczRFmJSMDc10hMSWgqqHaMPzTw9zPIfEzGDpgudbg2nMENdG62x/lC/SbX+xNsDYpM223+5u1HYKChj7gojsrgdpnFZ1ZZPajw1MwSBc2jpg9Ydmv0Q4vpTJu/a87SWbTprhdRhwr6AKQmiW2JsWTTGdP5D43HKI/20dSEqXwHU424tz1CLAWDzQKi7mEXHdqNPEpPIywloCXMVVucmb9B088B8L2rjyBDhbgagqui9RWGx2KKU13CWMVdy/P7n3uWq91pbu6PYb5cZH+3TnJiSCLFj9vWHjR/vyL1w8LDFHU/LOs8LBw57wfH/bTVQ+O0jQ705xOEa1C3eiRSYFoh5YxLo5ejdGkfU43xY5U9J4ciJPViD/NSi9VWhYIe0tovkHXBn4gxtBixYcGMS3Asgp0sUTWkMtajtV3Errp4poluhal+uARtqBDO+Jwo7NOPLe4ORqmZA9p+hrAcgyrphhZOqPPlmWtklICr/RlCR0dzBVHDZsvV+YY8zxcnr/OGOok31NAM0g8EFuh98E0wdnSCCZiYbNHs5gj6Br6n0/UtavqAou1xorjP2/06jxY2GIQm37pzjuwNE78iiYIMat3lkYld1rslPjG1yrjZYxCZ/O3+Kf6T+jWaYZ51t4KpRmTNgMxig91GES3v0d/Lkb+tExbA3tZQQnC2qgTVmIZdBEWiWxHwjs57Iui0s5w5vsWtrXHErolwdPxY4zeL19iNivzbrSfReipCqoj5IdnqgMGNCkSC2VKb66/OIWshb/Ynee32MYwdnXAqQdoxlZxLd2in+u+HhCOnccQRvxwPsrr6w86hcdp+GWQ1wLhts388z7ncFscrBzxa2mC1WOV6s04926NsuLyyPUuSCLqKxNRD6sUem60SWlPHL0mMPY3QU7AGAq9hEUM6oGOg0e1WIJvgtm2Eo6Z92hJEIJAaVCsDfqP0Jr0k7XnOqx7PbiyieAql4y3GrR7bgyI51eNqbxYFifDe0dr2VXxNsrdU40+9x5ittri7OY3RBm9EEoxGaLmQqGegFgLsGxmYhGLO5SBQiXdsdkKV5/UFyqbDmwcT1LM9nj9Y4O3VCdQ9A6eeMHNuhydqa1S0Ia+0j+GHGgd+FjfW6YUWu7083+QCecNDEZLGMIuqSL48c43v6Se5s1RHLwQMzidIV0VEguyaipBgb6lEGYUoJwnzgu1hBaGA0jRIRgLeXp3AWDdQQkF8doAb6vxR40n6kcmtN2eQ1QjhqPz2wnWe3z1OZkcQPt3D0kLyix2yZkDNGFIb79HfrqIPBPQ0Bo0q5pnOYTjSfiC83xvbPxR1PUzR9oeRB339P+i/fRTxf7AcmjNtf97HtEOijOTKzjTf2jlHwXDZ9Mq82aiTM/1UMY20p9tt2RyrtJgudGkOssSRQpSPUcJUezu3ohLbErOtoPcE5oH6//8xISESqL5AZiL0rkJuXSHKSv6z+Zf4duc8o2qfBEEzypEkAqlK/FCnrDvkDB+VhATBjltAqpKwkBDlEjASsusq8ZUSS7sj6Xnz6QjVFygDlchXURwFdcUmtiU7+yWOFVvInoESCISQJAhW2lUOulk2+yVurEyg7RhE5YjxR/YZ+CYv7c/xnd1HWGlXMbSYG1t1TDViq1vEWSlw516dpptjwu4ipSCKFfaDPFvdIlouRDciaiM9VEehNNtBfrJLdMLBWQgIC5KkFCL0BDUTgSLRBgpCSNRdI71fJ1zijQz77TyJFCRSoESQu6sjsxGvNI7RWCsTG2AZIQqSpyaXuFTb4NsvX6Tbtyk81qR4sUlspx9o3FuldNrYER84RxvrEfeLh8HWflQb8DCs9dA4bXXfwDuwsfcFT9TX+U8nrrHjFPnb186QJAqXq+sA3O2OoBsR5fEe87kmikjoDy2iUEXxFXKbafuWM5EQmxJ/JEbq4FdjkmKIiAQiUlDcNCWu2yFBLUoHlYwH/MtXP4+thvxV7zwAGSXAaWbQBgqPT6zzcnOOlpvBUkL8WGOjUyI/3k8jRAm5isNgPiI445DsWmR2BCIWuBMRmivQdw1UP9X7NnoC0TJ49fYcRIKoECNjhdXXpuhsFYiaNs3lCtp++ph/+sTLZPSQ35i+wVQu1TNXlAQ/1CgVHHacAkPXwOgpYCSs71Qoai5fnL3OfDnti64Xe9SrXRZrTX5v9jW+/NmXOVFtYGgRo5Ue2bKLSNLrojQNlHUbiiFBLSYZ6AjAnw4w79ipCpoRoSkx+046itSpJ4zUu/yj6atkx4cMFiIGb1bTcZ6JxrMbixhthbBt0jzI01ypMH52HyKBEqeqdQ8b7/WNfhT1HvFh4WFwej+NH/V5PwzvxUPjtONsguKmU76evXWSfmyhKzHZ8SFhrPKdtdMMY4Oc4eO0MhRtj88Wb5LTfcoFB+mriFEfvySI8gnmXB/VTw0oNiXaUEE4GsZCD7WvkBQjzMUe8U4GrasRlCTajoG+afLNe+d4cW+ebmTzSvsYIlQQMbixzsniHlkjYDsoc69TY7HaoGD5JHaM6qYV5NnRIfFQJ8nH+OU05az4CqoriCZ9wnJM9q7BcDJB6hKhynS8pxRIN51EZjY0sqsqeldBahL9Ypstr0RWC9j2SiQItltFAOZrB3x28g7bvQKRp2O0wdwwKFcGZJSAxzIrfGXsVc4UdhgEBoqQXC6vAbDjFRi3ejw6ukVnaOP0TYrH2wiRzvUOyxHS0dD6ClpPxTrVwcoFqB5Y+xqGFrMxLLO2OoISgjk9wAs1/rZxOr2xiiQox+w5efbcAt7tIlZTkNnUsG5bGC2F7f0SajEgnPLTVrwj3hMP68Z5xAfPw+CUjviHOTxbpISkEOFKDc0KueuMktECbCNkLNen51vUjCG3m6NkKg7z+QN6sUXTy9HpZSiP9Qhjlci0UYcKTsdGtSRqXyG/Bu0LcSqJequAtCTCUXE0E80XJJoEBFKF0Uf32FqpoZd6XDmYwVBiRJT+3xPFVZbdEc6Udnnh4DgV22GzX2Iq32FLrSA1cK6XqT22RxwryJs5VA+chQA9E+KaJqKfRquxDdJMyK5qOHVBVI6wV3W80QSl5hMPLc5+9i5LrRr9oUUcK0xaHQwl4k53lDOlXaJAZXGqyajZ5y9XzjBs2eSqDuFTPqdGGlhaSChV/mT/44xbPaJE5auzL/Nc+yR/evcxMmZIt2/z5NwyP1yb4/T4Hm4p/WCyPKgxOdehH1q8vDRHbqLLTLHDja06UV9HnPOQoULyVpklWYbRCDUQuAc2qJLfPvksX4svsxqqBB2T6XyHq+vT5B9pMaBCbElUTxCNByiqBJlmHcQDFlf5KPGgz1Y/ynzUrv0vOiP8iJ/N4XHagNLT0IaCSjFVAjtX2Kaoe2hKzD+u3+HP9i5Ryrh0XYt+ZPJib5FBYHJuaouWl2Wvmye2ZSqxmQgSUyKzCZ28SKN4KyGec0kiBemqKG2DsBJhr+n4tQRqPqOZPrVHhlhaiBfpvLk2id4XRHnJy505Hiuu83pvmvncAY/m1ni5d5z1QZkLixu8ZU5Aw6TZzWGaIQGkafNQIWpaiGKIec/CH4uJTw7JGBGul0fEoGRDoryGNuZweXqDl+M5rl5dQBoJWk+lcL5PXvW4Mphhs1Gmag05N7NNlChsOiWGu1lENuJkbZ8oUcloAU5kEEqVjX6J5U6VxlaJ28dH+Vh1lWRMsNSuItcyvLh6lrAUc2N1HqZdHq+uUTHTe7A9LPLMiTu8dVBnuV1BvZsBSxIJyI0M8feLZLYFmqunYi7t1KRe6C5SthzuNiext1Wu5Ga5NLvOhN1Fn7rD93cWGHoGmhR4QwN1xyQuR2jq0aH2EUd8mPhZA1GO+OU4NOlxva2geoI4I2m28yxm9hnEJr9Te5Vxs8d/bJ2hbLisro5SzTr8F+MvoIuE1jDDaqfCeLaHPzSwdwVmS4AiUSs+WjftFVY9gdZTSRoW6q6J3tZIjARjTyO2JCJOdb8/VVliqVWlqLvc2Kqjr5lIDbS6w71Wjde6M7y1W+e7qyf4q+ZZDvwMJ4t7bA8KZPMeST4maFtYeoSIBM5siL2hoQQC6WgkZwZIRRJ2TDzHIMlFmG2FeKgTFmOEgAuFTT5/6iYTJ/dRCyFKAPvNArFUKJkupYLDhN3lbrNG082RSIXHzy9xYnqPS8UNuoHFa8+dAuDRzBpeqNG8V0Xtq6zs1rjSmuFeq0Zrs4Q+EITFGHs77R+PA5UXG/M4kcHz68cZz/Z4unQLAPd2Cc0FvS/IrOoEgcb5T93lxO/eRl7q4Y3FaMM0c3Ftb5IDL8vlC/fwJmLUFYuldpV9L8/juWW+Ovcyz8zcY7QwQGkYRKUYYSYoD+nAkIeVo1T6ER80Rzb2/nJonDYConxCYknilsl+mEcRkpeGC5giVc3qRyYL87tcqmzw/zQfpxVkqBd7fGpiGQUJQhIWYDidoPQ1tDsZolKEiNKK8qj0o0pogXkgwI4JxiP0QTrDux+a/LA9z+mRPV7aPoad8Ul0CIsxx0ebqbCIkEgpmKp0UITkX0x/m1GjTy0zpGD5CEfFKHs8M3EXv5ogAgVvIkbEqbyouJX78etNPI3aeA+/kmBt6ehdlWgrw/ebi8zbTf7rue9TyDtIHWQi+EFzgY1+ieZOkTdbk0yVuuhqzJ6TY6VTpWS6/Mm9y6xtV4kykjfuTvPnB48ykh0ijSRViQsV1ltl2rsFMusaagBGSyXKSvSugrprsLo8ytWlWSwjZLNf4tsH52nsFonyMZpDqu9uQLSV4fXVaV69OQ+AVnMJTrmIRDC4VWZlr4oiJKce2UAfCLyXarx87QR/8N3f5Rs7F/n222fY/8EExbtpJmRivE1GCx+gER5xxIeXowj3w8GhcdpBJcbaU1FcQWmmw63uGGN6j+PmHlPGAXnNY2tQxA11LCVkym5TMwccy7Uo6w69MO2rliooviC3pqQFaF0NqaaOBpE6b3/BI3qijxhoZFZ0grLEn/dRhOTpyl2CWOPsyG7aKlWIsUZcbt6bRGvovPb8Sf7JiSs8M3IHgP9x7Uu0wwyfqi4RS4HMRoSexreWzqL3BNa+iggE0UiASASxKdG7KupQAUXS3C2kEqsdsHcESiDYG+QY07sAPDa2CYCxanF7pc72WhV7VWft3ihtz6bl2Ow1inQHFldWZ/E9nXJlwLlLKyzM7dHwckxnOxxb2CPOJ8hQwW1mWDi+izsRE+QlUU4y/ugu/lhEVAtR8yF23sPUIyZyXa7v1fnEqSVKkz265wOslkTvQX5FIXfVRhmqhMt5wo4FOyaZLYFIQGzYvPLGAmutMuaTTZypiOyKir2t0fjzaezb6T3rf8bhyY+/zX8//10yin//je89ctg2w190PUeR0P3lYalS/qA4srf3xuE50zYT3IkIJLQ3i/RKNpOZLhfzMc0ox7ZbZDbfZtLusO2V+HL1Ci8MTqCLmBu9OisHFWSg4o1FGAcqg9kkLW4z095pqzbE28kT52NEIvCHBqqjIBKIJz0+d+IO53ObNKMcXxx9g35i8XdrsyiBgteyyK7oOFNpUdpf75zmqzMvcTqvMWc2aEU5WlGWT40t82d7l6Cvo+R9gnmPMBZk8x7OSgHNEQSjEcJVkYUQIgU1ExHHAq+aVpBrnqC9VuZfa09xvrrNU8Xb+E+rvHDlNFbBJ2f7NGUJe1OjeNJjxBqQHd3iemscL9A5XmmyMyzQ8W1q9oDbzVF2+nm6vSyKl35oEL7K0tvp5C654FAv9zG1iOm5BjsHRebHmtzdHMXZyxK9Oko8K3hpNJuez+sJQV5g9CX9Y+mtS6wE1VPJ39HQXMlgNp2Y5k2FEAnk1SKtuQBrV2PyN9ZYaVTpByrZvEfBSp30q5uzRInKMF5+MPb3gPgob95H3D8Om6DKw1KI99Ne14Ne93ty2kKIVaBPKokRSSkvCyEqwP8NHANWga9IKds/77msgo/XM1F6Ggi4OL1JxRjyUmeeC4VNBqHJhfIWK8MqDTfHs8ZpZswDbg4nKOoec9UWe2ZI/JdVegvvTN0aCKSnElsKfTUDeoIwEpSGgTYUaEOBMxXzuRN3OJ3dYckboRVk2HTLAIxXerTfyhAWBMHFAdLVkZ7KxlqNP2x/gS8uXudFb5HT2R1UkdCLLE7M7LJ0ZYbwRoF4LKJwQyfRLfT8O6NA1zLp2bUikYDcM1ElJCYY3bSq3NpTOahlOTuzTSvOUdJdzIaKZ1pU80MUJ80irDfLlCcd5uwmV4JpvEDn5v4Yga8TDXU2M2WSSBBsmsisRADmlpHqjluQaOkc85o9pOVl2NovMTnawY815DA1je5JiCY8GLyjHOeqJDo4YwIlAKlIzH0Vo5MqygVFgb0HmiMxujr6QOJMQOmqAQJWXpqBBBQTojs2XR9iHdQI3lBP0+1m76vdvR/8spHDg37zH/HuOWw294twP+zswzrS9jDOIHg/0uPPSCkvSikvv/P9vwC+K6VcBL77zvc/lyhUsdYM1LqDOuaS0QLu9keZzzYB+OL4m8yZDZ6u3OE/n36RutHhcXuZXmTSj0zmc02a20XaFyPifIw65hJnJKorSDIxuZKLMtAwly0SLU2jiwSyU30qxpC9sMCNTp0g0dCUmKdLt9jarBBlJWElYrLaRSiS7NgQa1tHrmf51t98jFd2ZrjSnWUQmUSJymSmS1SOUD2BMGN6F33CfJr+jyOFsBxhb2lYdy2EEaP6gqQapkIwNYlfTTBbEO9muNqfoaIO+O7aCbzpEL2l0R7alBZbIEAuZ7m+W+fb22cIIhV/P4PTylAr9xF6Ajsm4sAgzKXDUACCUoKIBEYr7T3vrpa4vjlBa5hBM2IKpsfaeg2RjdBKARwbohkRCyd3GJlto3dT5Th/LK3yljrYF9r0FyPiJ3oEJUlkw2A6tS5nQuBXE/rzCf0nHYJqTFhKiHIxXi3BmUjwFn2cqRhnJkKqP8tCPhi7e1Aclg3gR3wYN9wPgIfa5u4Hv+iEsoeBw3ac8UGkx38L+Mw7X/874DngD37eg+KGhX2pjbef4/TiFsczTfJ5j1/JvY2T6OzGRd5wZpg1m1wdHmMYmfiJzogx4Ea3zr6TR7EjjCUbvxYTtSwUwJsM0fIhg70cmAlBEfKrCkERnMmEX59a4oS1y3pQZadbYCrbYdzs8W9WP425ZaAP4NFnlri6MYX0VEJLRQsgGotRHQXnXpGXdvM8deEWukj41cpbvDoyzSAoYOd8wlBFiUzMA5XQNyEf405GYCTkCh5u00DfMLBagkQFZ0rSn0/Q+oKVXpVJq84zM/d4xZzlwCsTNjN4mQhhS+JsQuzqzNTb1OwhW2ZIb2ixt1/EWDPx6yH6gZZ+MFAlcSVE0RJOXdzmjXvTEAusbR1P1wnUtHL9xsoEwlXBSIg6BiOzbc5Vd6hbXZ7bXaR2eY+ea5HcLqK5MByJmS21eWpyie+tnyAsxUTjMca6gTMuiQoxajEg7qVjOrOjQ4JA5ezEDgDnitscN/e4OjxGIgVfyzn31e4+rHxYI59DxqG3uQc1Z/qjanv3I+3/XiNtCfy1EOI1IcQ/e+dnY1LKnXe+3gXGftoDhRD/TAhxRQhxJSQ914xjhdxIOqLxpLXDvLnPq+4xvt59jF5scSGzTifOsDqosj4o80r7GBtumbWDCmsrI2hrFiSgDhSyayrJT34kSSC7qmE2FSILtAEsnNvkdHYbJzFZcarUiz0u5De4PRhje7dMWExw6gmD0OTsxA4iUBC3crhjCccW9lh4dAM55mNvaLz4yiPc7ozyV63zPD6+AfmQ8E6BYs4jOOVi70r0gYLaVxGxQDgq3t0iSS0gnvfonQrTSu7JIXEhjUZr9oC86vHi9hyOryONBHNXR9VjFh7d4MTiNqXSkOlMm+V2BVsPKeZc7NsWYT4hu5S2kfkjMfFxlwvzmxhWxDAyQJF87MwSQTFB76nob+SItjNYKyZGW0GGCiIXca66w/FMg3W3TFYPeHxkHddNU93OdIzeU1lqVfmblVMkSfpGVZo6fj1VnNP6KkmgghkjWgZBkIbSE3aPO81RXjk4xt+2H0EloennSOS7erO/L3bXaDTezd9637lfG+lhig4+BDzUNnc/eLf29mG2y/vx2t6r0/6UlPIS8OvAfyOE+PRP/qdMX8FPfRVSyn8jpbwspbysY0IpwNnLMlnsMptrcdurM6L2WPFHSKRgJyzzXC/tPb53UOOTtWVmsm02+iWSRFCZ6CLVNP2rDwRRJq0Y1zoabNqoroI3mhBnJPa+xH00HT6yHxb4i91zXG/UOVnYZxBb7Dl59C0DEUNmrkfd7pHTfcxxhzCfILPpyMrLlXVKpSHufEBiJbihRkUf8nZ7DCHSlHRvaDFe7dI9mV4GkaQzo6UmiSohpfIQmYCai3BHJMrreYSjYjZUXn91gZrW59LYJqdH97C29PRxBzZrBxU22iWOlw/43tYJpopdNpZGcH6QzvpWIsFwIUQv+0wcb/Dbp96gag75yomrKEjGxzsopINBAMy2pHQrdZgiEmhNnd85d5UzuW3e7E/S9HIsFhq82pjh7OQO5bNN1LJPlE/w3HSIiBCS8dkDjj+6SXmsx7CRwVzoIX2FiXqbC48t8WsLN6kWh/iJxh+e/zNKpkvd6vF4VjzsCwAAIABJREFUboUv1a5hKe+q5et9sbuRkZF387f+QT6qEcVHkENjc++WwzpJ7EfR6IfZeX+QvKf0uJRy651/94UQXweeAPaEEHUp5Y4Qog7sv5vnmhjrYOsh/cDkdHaHRXOXb3Qe+7HYxpZfwo0N/vfrnyZ0dQaxiUrCp8eXWMlXafsZOqZEmu8ookWgWoLIlkgjwWipqfZ3ThJlBBO1Dk+P3OWsvcEfbXycbNHlxe05smZAzzORx4fEro7v6Sgi4ZX14xhGRKAAkUKjn+OPN58gV3JRrRjZ0+jdqPK8IokTgaol6Xl43yDIqSSFiAANJRQoYx7Kpk1UgO5SGalL9JZClHmngnzUxdNNVFfhjjdOXvf43punEaMx1q6KvatSPtGjaHi8tTOBNzBo365gDgXeaHpmLadcRMskN+ZxeWSdr9+6wG+feoPv7y2yvlPh6ZN3ee6tUwgjRlvo08ll0bsKsfVO1b0ludqapp7pYqshGLDv5xBARgsII5VzU1tcC6eRgNc1KY0MWCw1qFs96uMdXigvsDss8PiFdfxYI6sFjBs9/qu554mlgopkIdtAFQnDxOSitc678YHvp93db+73RvVRTlW+nzzMNnc/eTfp4QftrB92dbZfOtIWQmSFEPkffQ18AbgOfBP46ju/9lXgz9/N821tVDlZ2OdX6rc5Ze6wGozwVmeCGfOAp/K3+S9rzzNnp0VpY2Md7vZHKWgeY3qPuewBqkiQlRDjQEEqEOYk9q5AcwRmQyVR+fGs5t6JmKlch98uvM52WKY+3sbSI2ZLbabyHYZ9i1zGRyiSX1t8myhRmam1GS/0sXcUMGP8uwWUjo4zMEHIVLylGNPpZbD0iEcmdglLMUQKYaRCqGB0FVQPlGWbKBdj7qtQ87F2VGIzXZ9fSbg0swECMlsKX7vyOH/x7GWsTZ3MhormwGA2YevKBDd/ME+0nEPbMzDaCkFRkpgSbX7A3NgBmYkBn6yvkkjBM8fvkkjB+coWF+c2aHg5fv9jz1MqD3H3M2h9hXDaJ9FACQXEgnurYziRgSYStgdFokRh6Bvc69R4or7GnpOnWHKIuwb52hDHM7DVEEsJUZF8aeQatp5Gzk+W71HSHZzEoKIOcBKTPzu4TF71+MH+AiNaj5fd48Q/Jz3+ftvde+VhfNMf8Ytx2GzuJ/lZ9veg7PJheD88TBO9fhrvJdIeA77+zqcWDfgTKeV3hBCvAl8TQvw+sAZ85d082WfP3eRub4TXgiluF8bYHhTxIo1Vr8ZxY5+/6p+jqDmE+zb1+g5lw6UdZXg6d4tX5HEyWkBtpEd3s0ZQTlXPhlMJqicw26kaWZiDqO5zcW6DT5SWuepP88PucXQlwZMwjAyWWlUMK2IwTIU/XmtOc6q0z8nCPtcOJglzErWlo0QgNahUBkgpaBkWIhKEA4PHT6zTDW30jooSCPp5GzUfEndUFF+gepBbTkVflDs2cUYitTSdHi+4dHwbkY1QfQ29qWE1RNqiZYBflug9BbMNvYUEzU1lW516wqVL91CE5ERunx/sLbBQbTJvp2doO0GRnOrjJAZ7Tp7GtTHetmfJzXbRKx6xn4GuTma6z7BlgxRcWNigG9g4kUHFcuiHFvVCD4DT2R1sNeRmZ5xh2cBxTMy3Mjy7cpGwGPOx8/eYtDqMWAM+VlgmlBp3+6N4scYgNjluNTiT22LVq3GuvM3/vPyrTOS6CK7eV7t7P3i30eyD3EiPou33xKGzub/Pj+7xYXJEP7mWI/t7//ilnbaUchm48FN+fgB87hd9vgRBLzCpZ3u0vQzbB0VsO2DLLXGQzeEkBt/bP0luusfOsMAwNDmWP+CWX6cfW1wobpFIhYNsFbOZOjU1UPBGEsKMIL8uCQqCy8fXGDUH/OXeWZzQoO3YJImgmnOYyna4d7eOXXMIBwYnj29TMR3mMk1eaB6nZg8Z7goGs/D5L1xl0ylRNYcMY4ORiwNu3plEGarc6NS5tzyO5QriRwYogGWF6GeGJIlCp5HD3NYxDwSJniq4qY5Iq8p9lTvr4+TeNJEqaEOBOy6JMwnSjtGzAcm9LL0FiTbmYBgxw408J85tcCq/x/KwxtX2NJ8bv00oVf631z6TRtO+wSenV3jroE7/1RGSfILqC0wtJtJUlL5AnnQoZlxsI2RwpcbaaJm85TNV7NDwUvnVzW6RguXzr7716wAYiz1CV8fKBSSX+oQHNgCv3JrHyAV8fv42JdWhog7YLJSZMto8e3CCutEllgplzWHdrXCytE8kFcyfc6b9ftvd/eJBb6Y/z3E/6PUdZh4WmzvM9/Awr+1h49DImCpI5gotcrqPrsbIXQshJE+W77EZVPhhM9W3DkONx2qbfLy2Qj+0iFFQRcKqW+Vus5YWhM2EeKPgVyS5NQXdgaAgCE+6aYo3NoilwmKxwXihT9YKCBOF13anUFyFMNAggU9UV2h4OZ5vLLC8V8ONdAbTEjGTFlLNZFtoSsy03aZgeGRqDlKXrO1XMPY1hITJapeFsSa6GqMIiKVAzwWISNA7HWF007Y0dzLCGnExMiHGusFwOsEvpYIriS7JTAz44oU3SBKFeN7F3lOIDmwqWQeKITndpxdZPFm+x5fHrxJKlSmjRbkyoLtcxnd1QqlgqDFSgN5XyK9Ab2jhtmyijCSOVEbsIV6oEZuSzk6B3Xae526c5O7eCEtbI0RXyjRfGcc6EAgJYagiFIm/lyEKVbRCgFH20nPxtSzXDib5n27+Gp0kwydy93i+vcCE3aOm9flU7jan7S0UIRkz0wjeT/QHaYYfSY421CMeBg5TtP4g13JoZExDqdAJ0igtTFRmzu3w6dF7WCLEFzonC/vc6IyTz3jc69cYr3X5QvUG39y/QJBoDIJ0apYIFDLbCkpIOjXsnbNid0zyf3783/Hs4DTrboWy6XAxv8GJ7B6vdWe4sjwLXR2ZjZENi9KxDptemYvlzXS8ZbvEndsTGCGEXupY/ESjH1oc+FmiRMUdmCieQCxlCPOSzNlUHOnOazMw4SFjwZMLSzz/5knEmQETxQE7VhnR1zhxZpONdgmva6MUJEZHSQeOnB9QtX3OVXd4dmORYj7tY3aMDDIT0RpmkI7Km1sTrOUqfNc/wT9dvMJzu4ts75fIvmWh50Cb8Xl5dQ5WM2ghKBF0ziTIQXrNElNCJIikgqVHBBEU39Zw6lnsocCdUMiuawyPReTH+3xl/nWebyxw780p1DCd7JXsWiS5GHNXg1qMPt+n+co4wazPD/uLfKZwi7LhYCrpnO/dqMik1uaLlddZDkaxlJAr6i/dp31oOSxO8bCs44gjfhkOk/0+yLUcmkj7UmGdkuGy0ytwsbzJufI2N/vjjGg9JvQ2mhLTHGQ5U93lTHGHb26c40+3nuB4rsn+MEffN1iYaJCd6RHmU1Wu2CJV5zoe8tRn3uL/bT/G11fO8/3biyhCcn04weu9aW7sjaM0DMhHKAMVacXUckMaXo5mkONGp463mwVdkhgwO9nkYn6dfmhhqhGGErPeLVEf66AEgnjeJTfbRVESep6J6gnknoVmxLzw2mnUXETQNwgiDRkLxhbSAjt3O4fW0lE8gTcZpqM51YSnxpdY6tUYdm0cz0QR4M97GJkQbzmP0VYJ+yatuxWcjs3/8eLTbN8dofRDk6Ao8UcjhJCEPQP9RA/3WEBQlEhFUh7pIzWJiAW/c/4qlhpSsl3mnlyn+0iESMA9FjB9vIF/3kEveXxl/nUuZ1ZYLDSoLLYYO7+HNCXZ+S7CV5AqmA0Nt2/iTwVouwbf+v5l/tX6M4wYAybNDhN6m35s87f9s7TiHPPGPi80j9NPrAdsib8ch60g6IiPDkc29uC5n5H3oXHaAHWry3974jlmzBaJVNBEwk1vkkZUwI11XMek7We43pmg1c3iRjo3e+P85tQNLD3iZHEPKQWqm54Px5YkPj2kNtmlH5m8vHeML8+9weLUPreboxz4WV7fnCIMVeJSBF2dJBszOXvAWqPMRq9IXvMoGi7F6S5aW0MbCs6UdulGGb5QvcGp7C4vvb3AYGjR7ObQBoK4YzDo2fSHFqoiEQnpsJC+AfmQJ46t8psX3qJiO5RH+rReG2X92Vm0oUJUjFBC0PM+49kei9UGfqKztlFDqAmaFtO6V8FYsTBfyaGEIu2rPtBQfEH2roHRSgVMuiclI5f3OHlyC0uP+K3Lr5MxQ4Sv8sgnl5mYbyKETEd0jjv4icbOsICC5O61aewtjXDa5/FTK/zzY89xbmqL0dKAO8NR/uXaF+hFJlkjYLHU4OMX7/AHp/+aqRP7hJNBqkm+YWBu6US2THXH96p8Y/k8U8YBG2GVRXOXXmSRUXy+fvAYJdPFiY0Ha4Tvgb9flXq0mR5xxPuLEOJQpcl/kvu1rkOTHn+ueZIxu0c3zuAlOqez23TNDBklIJQq53ObTJ9r81fbj9D3TCwrZGu/RGVmm+9sn0ZXEr5z9xHiSIFTLicn91k7qFDJD/knM6+y6tVouDn+eucUJ0oN2p7NUqtG2LSpzrZpDg00R2BMO2ztlMFVcVTJ8qDGmNVnNDegU8mRaBrXDibRRmKebZzgUmWDL1y4znMriwRti+qexBtV0oEbRoSuxpx95i7dwKY5yHK80kRTYn6wNU9/N4+5p5FYEtUDoy0Iy6mDF6/nyB/zqRkD3Njg9Pw2O70CnZ0CZGPCBDK7AqMjUi11LW1zk4s9uFnAbKhEGcn2vRGK012CSOVOb5SK7WAcj3iivMq33TMEP6gRViQjpQFlzcHxDXaWRjAGglOfv8vvjf8dN9wprrtTXHtzHmKBO69xfmSHO50RWv0sm40y2pLFG2cm8D2DTMGj8kSLWAp2b42iOYKokCAPTLwq/A9/8Y/59adexxIhBc3jjlfnd2t/x7/f+ySmEj1oU3xfOHLY94e/v1EeXfeHh/dS7X5Y7/v9qOA/NE5bEQnjZpoKv+eP8eZgikQqfLyw9GOVrJ2gRNH08EINJ9QoldLpVGcru7QDm0QKPjN+Fz/RuHIwQ8byGbGHtKMsphLRdS1c32BbDyhbLsPQYFD2KdkuB1oaJTs7OextFaMP2fkh650St5wxTDNMJ2Spku29EpvZHgqSourySuMYiiLR2yqDaYHegyinEDVsdgKN+lyP+XyTouGy1q3Q3CtgbRjY75wtRzmJNyJTBbZVHXc8Qe+lRvnD/Tl+pX6bv1w+h3agI8z098x2qp8e5iRGTxBqICR463k0AVE2jW6lIuktlUjshHUBn5m+x4TZ4Y/vXsbdzmFZYJzs8cnRFZacWloo11LwazFFw+MbjUtEUuHa5iR6VyHRoHOvwos3qmnVuw/GO/ka8XdFbAlhzmLXKBDWQrBjlEBD7ygooSAoCYzpIc9tLOBPany5eoV/v/dJdv0iX6pd40WRPCgTPOIh4OdFMw+7cMZHiV/m/vysLojD1u72QXJonPbtxiiGGjOITMq6gxvr9AKbN9Rp5u0Glgj55upZokglXM7zpc+9gp/oXDuYpB3YeLFOzR6y7pZZ7tYACCKN9W6JEWvAfzf2XQDe7o2T032uN+pIKdLZ0VujiJaB1ZLEGQWjnxauqaHGVLHLiel9Np0Sb9gFRAwX5zYoGy6JFPyH1YsEkUa0nMNuCPqnQmovazhjaSGZsm2yVKyxolToD2zCXlr4FeYTkmqIlGDnfXxXJ5PzkfslNFeQHHd57sZJtAOdP7o7giiEJHUPyw6RbxbwFjymxttsbFRhMSBu2JAPMVYt/HqIva6jhKCEKmFOklvWcHIG37l7mkzGJ7xbwO4Kkkt9FqpNVoZVXrs1h36gEVUS7FGHbmCx2qkghOTi1BaDMZNbN6bRBgoSiLIJwVwAiUCzQqJAQ901gVRC1tjVsQ4E/Qs+7BkEEz74KuGeiVeIeXb5HObTEV6s8ZXqK7TiHIk8VCc2RxwiPqwzmx9mDss1ftBr+MkPEx/0KM9D47RH8kPeboxxZTjLRK3D+co2QaJhKhEl1eFrO5cpWD5uqDF6cYeVYZXVToUg0mgNMnhDg2dO3gHgc/Xb/PX2KWq5IUXD43Olt/nj9se50a1zprjDN+6cJ2v71As9wkQFCVKT9I+lF9t/qs+xSptBaDCfO6CmD+jqNlZDEJQk11anma0fsLZVQ9ETlHULJUmL3ux1nd68JLYS4kIMuZBuN0Ou4BKFKvmxAf2dPMpQQewaKDFw0k8FXXZyVJsSEKh7GfoLMVExSp3irkmcS4hXLTgz4NRokzhREEZC0DPRhgpJaICQ2Bs6QTkhLkaIoQbFEN810NYtrIbAmbCRehrdf3p6lbzm8eLOHJkVHc2Ffg78jRxvruaw9xTCHFzNVZg4u4fUJFIBEpBjPsWCi2WENNr5VLo1H2NUPKJARdVjeiMm2r5BnE1Q2jpJIUqV6SQktZDv/uVjJKrkqyNz5MYG9KJ//aBM8IhDzGE9x/yo824c0wftxB60w/5ptvlBrunQOO0vTbzJzWGdijFkGJlsuwW+NPoGJdVhRO0xnW3TUHM/1iIv6h47esRvzb7FD5vz9LIm1xoTTBe6vLw1i7OfRS/5fP7My3y7dY5PFpd4tL7GH976VZLVLMc+scNc9oC/uHcW646FOx0hJGgDgVASsrrPZqcIVdgP8vzgh2dQapLSmQN616psr09guanWd1JIUPsK0UiCLIWIjk6Si8hWXJyehXRUkrfLiNGEYcsAK0nnam+k0TCKxPM0tIGKOyKQCgRjqR656qtp69eMg6kl/OrHb6KSMGl2+I97jyBdFeGpWE2BVAVBUaL4YHQUvKpk5vQuFWvIRq3M8JUafkWi9wRhDspnD8iqAa82Zoj/poY/m+AUIwgUVF/Bagn8ikxnj8eC/VfG0Y1U8MWvJmTzHkXb42CYYazSI4xVumpCFKgkQ51EUxGhAglkNlX8sqQ42kerJ7RuVYkVCAoJjPhUSkOkFMTJUaR9xPvHYYkEP+z8LMf8bq7/w3CPDtMaD43Tfrkzx+n8LncHowAoQnJ1MMsjmW1eGixwsz3O8WKTou5yLrPJ/7X2SaJY5ZXWMXQ1Zm+vhIwF9XyfxVqTtxyDJ+eW+bc3Ps7ZyW2uD6ew1YCsGcCpNoYac70zQbSVQeYkWkfF3hX4ZQiGJm96U8SeyveV4/i3ihi+wD/mM1c64LVshdyqgleTmG2FMJeQf6RFb2BTyHr4OY3k7TyOqyJ1ibWvkdmViEQhyoBXj0EBqcBwPmTEDPDvFNA8gdmWtC/EAOgdFbcWkRkd8sTkOsfsA7b9IltOia9fv4hoGdhNBQREWfCrMeaBirfo86OZQydLe+RUn7c2J4mmQrLLOsNjEYqvcLq6S0l32NsvIuYTlFGPz87f43s3ThFVJD4aUTZBGyqIEPzRGHWo4C34WNkAZ2iRJAruWp5hxUJpGCRmKrMaWxJRD4iASJVERdC6Kp31EvWFBoXFNv2BTXmiQ/MgT2uvgNATEld9cEZ4xKHkvUbZP9pwD9PG+zDwi1yv99Ly+Ivekx/9/v3MvvxDa7zf6zk0Tnu1W6Hr2wSJyqdH7zGq9/ATndcHM6lwSahzpzPCr9Rv80J3ETfUmC22sdSI260RZCRQehrLzSpPTq8wM95ie1gkm0kd1nDMZKtbxB0alEpDXt+cQrmRQzMlQTl1kkNdIS5GTI522N4tIzwVZ6WA4QrMDkjF4IqYBT1t44ptiTbXA1/H9Q0mql0GvsFMpc3tCQvVjokdDW8ixOjokIA36zM+3mHgmQzIYpddDlo5tBBEBF5VoHdUonqAMTbEUhL++YkfEEqNP9t6lJzhs/w3c7DoowQCBHjjMVKT2Jsa7kSEtWqiBODWY+50RykaHtFQxyj5uGMqWk9l/vIGlwrr/K+vfRZjzUQJBF5ZwVZDvnDuBolUeGF9nrBtYU71GS/0Wbo5gdFRiKcivL0sUktw902kAtJTMdoKUV6ihAK9JxgWdE4vbHFnewx2TDI7gt6ZhEYnh2WFSOBCbZtGLseF0iZvdKZQyq0Ha4hHfCg5ctgfPu7H/fyHUvsP6sjm0OQiF0pNnhq5x+9OXuGxzAqTeptL9ipns9skCKJY4ZOjK7zWnkFBkjcDbu6Ns+MUGMkOEa6Kva+gv1jguzdPYWshfqwxmhsglISy5aSp6kTQu1mFe1mkJgkLCSIR6F2VuBLy+KkVuq6VztMuBDDiE2Ul7mg6yUvbMRHhOzdLwESpR7ngMFtNnc2F0W022iVKIwMyWY8vPnoNgOF0wuB4RK7k8rHRNS7XNyiN9jH1iMRXMXqCxEjFW+IpjxMzu/zewmt8YmKVnbDE//La51hbG2G7V6Dy1C7Wkklsyf+PvTeNsew87zt/73v2u691a6/qrt4X7rtESZYQKbLiJbYzyQB2PIMZZDIwJp9nQTDzaZAAAQYTDJBMjAiyM4kNf/AWU5NYlLWQIkWKTTbJbnZXV1fXvtfdl7Ofdz6cltzgWCIlkt1Nqn5AgZfn3qrz3nuePv/7PO+zoD/WRq+5YCRYj7coT3eJMmlIWxkKXSZc3Zrg/MlNdD1GaRBP+BQtl+d2L2Iv2uhDgfV4i0ze53JzCkMkSJFQzaef63Arz/phGbOp4ZcTgo6FNpTkFw3sA4kxEOgdnaCSEOUSSMCvKuRQY/mlOYwlBxkJ+scTtGxELuPT382TBBrfvH6a+VyTH7Tm+Hvjrx21MT3iiI+In1Zkjr7k/HXvBfjrGvGfVCt+Nz6z+8bT/lT5JjNGk4L0+I+dh1jsN/hvp14A4LHCKl8qX2GYWCzY++yEJS4fTFLKjfhU/RZ/dO0R9IFkNBVj72kYGybhjMZ+L0cQ6BTzIx7Ib/F2fgJvI4/0IajG6KUAfc0hdlJBNjMhlzemURsZEkeRDAwwEzAVUSUmUxkRth2ySyb94wnWzIC9fjpIYyLT40x2l4wM+M7gJL6u+OzCEt/aOAmaIrshGU0KxISiZgyoGQNOHtvn9649id4y8Goq7eVdiqiUhpQsl+VRnUu70ww2CxRnuvSHNp1WDvWqxexvrDEILEaBAUrwGw9fYsstMYpM3iwVsPcNMBI2WyUalR4Va8jV3iSZXckoK3nt1hxy30TmFLGjGHUyPHFilY1+icXeGFk94Hxlh/hUapyaULT9HCKWBJA2sBlXRNUQZ9VES8CdiyAWJFYaidDcdH8+shUCsPclfmzx8MISrytBd7MIuZDXDmYZy/T5k/2Hafnr98gCjzjik8lREt8H573qwu/MHP+ohfu+8bTbURZTxBgiYt5uUrGGvNA7xbJXZyco0YkzTBltYiR/uX2G/sDhgeo2e36BZNtJa5fHRwSlhKAeU7cHZO2A8UqPZydvseLWGO1lEWMewUSICCWGGWF2BHpfEGUTtLdzaItZSEAGgtyKTqbk8vBjNxFmzKiV4emzy4zO+iTZGHc/w6DrcLzcomi4XHA2AChXBpyY2Ge5V2Owm8PYNxiNK2oX95kudnmtPccLByf47uEJkpUsUSHmhz1FpCeRAl5dnufbl8/S38uRnerTOcyh9mwQirFfX6dgenxhYpGha/HFE9fxE51z+R0W98fQOzoygnx1SDU/5G9NXGdvVABPYzQfMj7Vhp6BfSh56Nkb/NpnXsHKhCy1agjgeP4QU4u41a/xmfFlHq+v44Y63lhClFGUrwmCWoySCuGmiXLu9O03oKt0fOnCgOy5NuL4EPt0l2jSJ7YVqhKy3KshhEIEAnlg0h46BImOFxs/SjQ84ogPk59Xr/HdYnMk4D8dP86rfj9e90fFfeNpl/UhLw5O4cYGU1YHgMV+gwmnx5jR57i5z0hZvNabp2h5PLCQloR95wfnMDyBMRCMtrPktyQzv7LGp8o3eWN7Gt/Q2PUKDEILo6sRxRbGQKKdGOBv5LAMMIaCxAJ3OsI80IizCSoXES0EXGzsstqt8NCxDTZ6ZTqBg/I0sqs6o3MeTyys8mv1S+yFJb7RvcDqoMpMoYsX66yt1IE04SwqxMSJJKMH7I/ybGxWyS6ZxGd8ZMfAONvDXctTWmhxuFPEONQJx0I0O2a4XkD3BWJ2SDHnUbRcBqHF0mCMjB2w6+UZt/ssj+pU8kO6rTzDmYRfmVnkXGabFb/O/iAHdoxmJpwp73M4GGN4LGRrUOSd/XGSxRytMRvhS7YLJVQoEUOd5rEMj4+v09opktmXoKD1aQ8VSsyGh9ty0Ps6qhSjW6lwh8IgjgWDxTJRLoamhu0JvMmYM3M7fHHsHf7T3nn6YQU5N8TbyDMsDHisus5LWnzPbPCIIz7J/DAZ7142oDlKCvzg3DeiXdUGvOIeAyBGspA55EuVqzx3+ADfPTxBZXzAXx6eQ5cJ660yLTdDu5tFmQlpKjbYh5LH/v5bLHbGyEqfp2ZWafsZauaQV5eOYbkCzdXwZgOIBfpA4J1Kx0gCMNSJHYW9p+EaiodPbWJpEU81VumEDodbRZgCvaMRZhVST4gSyTc757iQ3eaks8fVzgS/OnGZf/n2L4ASoCC2FSdO7aCJhEvXjqG3dKStGJ31oG/g7EqGTgbyEe1mntySwWgiwdw1EJFJeNxFtyOmKx2erK5iiJg3u1N4sc6nJldY6tVZyB3y3JsXEa6Gmo2YPH7I8qDOjlfkwMth6DH6gYlzqsO33ziLyCXoXZ29K2PISCATcDYMlIDKyQO+MnmV1zqzXH7zON+6WoFijP30Ib1rVbJXbMIcuLHAKPqoto5oGYiRSdCI0DIR8W4GOe1irjiIRBCUE7SBJEw0brl1lrbGyBwKBhUTiiG735viT05W8KMX75kNHnF/8l6zwI94b+6nfvgfp2v5fm3vbmaQv2d4XAjxVSHEvhDiyh3HKkKIbwghlm7/t3z7uBBC/EshxE0hxFtCiEfe70Je6p/gTHaPUWTy2sEshohZ8etEStJyM7zUXeDJ8iplc8SF8R3cwCAOJdpAQ0SC0TkP+XCXvOEtgH58AAAgAElEQVT9KMT6YH6D2WwLKRKMTZPslkJ3YWamSbKVIcoqRNOkWh0wN9nE6Gk4u5LgrMuJkzuczO3zSH6dfpROnnrywjK9oU1UjdACgeMEjNt93mpO8n8vfprfW3mK6WyHf3vzGaKtTPpZKYE9NWBlr8qNd6YRgUwbqlR9Ts3sgYDhsRCj6CN7OtquieaCGPNpPLbL//z3/4jffOBVfv3kZU4X9qnoQ1bdKkXTw9YiQiXJGj6vHs6RKbsoTaH3NfZaBW5+fYFXXj3NdqdA/wd1onzMsG9jHmpoQ4nS0kzvsBbiT4WEOUV42sXUYta8Ctf3G2hDSViLcMZGTOT7RKWIxEgz57V8SDg0cfYEZk8STgcYTZ0kFpQWWkR+2v/cHw9BgLHQp+vZ/MUrj6Cv2ugDcFZMMjcswnyCOrBIYnlX7e6IjwcfRGx+mt/9JNnd/SiO9+pLwwcJZ9+ZjPZef/9u8H72tL8G/O13HfsfgW8qpU4C37z9/wBfBk7e/vlHwL96vwvpRzZv9afQZULWCOjGDtNmi0QJZgttPlu6Qag0jjuH3GzVOD+2i2FHmG1JUI3TGuFEMIwsnh5bQZKgoTj0c1w6nEHp4DYEg2MRG2s1rEOJMhSJlaBrMWvXx5G+ICwopBbTcR3O2tv0Y5s39yfZGRUByGU8iAV+OWGwk+MwyLK7UWG0k6M/shlGJu29As6+RLqSzMSAOJYYRoys+BhdSZhTjNe7achagbAShAAEmD1B7IBK4Mn6KodRgYwM6IQZ/ETnxdYCWS3gscIqCYIL2W3+4cTL1J0BUipyKzpRNYRtm6CsSEohgW+geWDt68gdm8QANeOS2AqzKzCyIWKkpXvOexbbrSLfunUSby/dbxeBxDIiTuQPePzcrTQD3UlQezZ2wcdtKMJ8AkOdsByhPI3Bm9W0A5qdQHI7IW0pT/eNGtpQEmUVQRH8My5eI8HZk6hKgNR+1Hv8rtjdEZ9sfgaR+BpHdveRc7fF+6M+3918P+8p2kqp7wLvLp79FeD3bj/+PeBX7zj++yrl+0BJCDHxfhby8l9eYHtQ5IH8FmU7HRNZ0QYUDQ+AvbDI650Z/u2VZxjP92l7GYKORWKAdahh9CRRJDnmHGKImD/ceYJVr0re8Nher6atSgXIfIizYeCe9RCRYOr4IXsHRfSBREYgQ4FpxmTNgK+3LnKlP8l4vs8ztVvsDgs8VN9GxIIfzrX4VGkZPReiDSVJIrj02sl0PzqvKBzvYGgxwcDEH5potxyCsYjSsTZuYDAYWWgDyeR4G+P1HPa+xGorvJpCaorDIEcryrITpF8Y5pwmX6y9w2P5FfbDAmdzuxgi4o8PH2FrUGS0VsBtJMiejpKQ2RI8eHwT451MOls8m5BbFZQvHpJEEqMliW2wXs/ibGsoK0FZCnktR7ydwWhJRDZC70tquSGWjCgaHo3PbKGcmNyqRLyZRwbg7EqsAw2jrSNHGokJSS5GJIJsY4j0BeVrYDcFSqbDTE7+7WU+f+oGU2f3yP3CHkIojNt72nfL7o74+PB+PJ53v/5nOMcnzu7uh5D4ndyr9bx7dO4H+f13/9z5/EfNz5o93lBK7dx+vAs0bj+eAjbueN3m7WPvSZhXbGxU+drVp2h6WaJE4/nueSrmkEQJXmodZ6NXZrzSY7NbTL1UXaFkOtYyOT/gH194kccytwB4vLJGJ8xwtTWR9u4eCNzZELFn4c6EyH2TyskWBcuDroHVFgSlhPjCgEp2xE67wAvXT9IJHNbbZZ7fOc1C4ZAdt4DSFJonwEx4uXOcr5y+QpxJULeyJFZCYijUwpBSxqW/VEr3mT0NeXqA3tRpN3O4r1UJBybzj2+y20oHkSgJ/TmIswm/fPotYpWGW6JEY3NU4kp/km6c4euHF2kGOf5i4wL/4vLf4sXXzrK9VgUgGQuonGqhDwXlX97izZsz6XFNkdmWdJ/0qGWGiJZJ7Cj8Y+mevl9LQCiUHaMEVE83ifIKfdsimfG4udpgZVilZIwoWyMePb1K8Ok+7nREsuDi1RT6ACJHkdlM54ILO0avuvg3C5g9Qes8DKcSNE+gT46QIuGB3CZny7scK7Qw7Qjf/YnztD90uzvi48d73Xw/gpvnx87u7sfQ+BEfDh84EU0ppYT46et0hBD/iDSkhE26/2vmA4KmzaBkcmtQ5Xdm/opOnOVabxw/1smaARV7SMUecW23AaEkLCVoZ4c8OL7Dll+iqI0462yzGVSoWQMmxrv84ZUxwoJC62vIKRexnsHsCtzAYHlYI7uu4VUVKAhGBtsbDQqn2kxWumT0gBPVQ56u3OL5/TNYWoSzpSMe6hK0MkRK8vzaaUQksFoCo6czWghIPIOeZ5FYCntHI84oxFYeQ0E8ocg9cUgOyBsecScdHKIiiKoRtYkuW14JU0YcBDmutceRQjHsF1lq1fACgxUr5HC3gLVtEFsQJ4LETiiXhnx+6gb7tTwrvWqazJZAWE4QicYTJ1bZHRbQJ0bEkUYx5zL1d3Zouhl2V6voBzrBnI+pxahSSBIZqH0L8hEb/RK6SLi6M0HQtsmu6DAfkcSCi0/domC63OrW6Mw4sJ9lYqzD9maFwo6gdy5EGAm6HTJfb/HZ+hLNMMucecDLneO8ujpPPNIx7PCu2d3s7OxP++tH3GfcgzDrT213n1SbO8oAvzf8rKK9J4SYUErt3A4H7d8+vgXM3PG66dvH/n8opf4N8G8ACqKiRMMj2sogNDhs5/l7D7zBnzYfZc5pUjA8bg5rDFyLyWyXX62/zteST3HdH0fTE47XmpTNEX5i8M5okg23TFYPkCjc2EinbUUCoQTJvoMRkIaRXZOkYyJy6SzqqBAj2+nrOxslTjx4k6weMGb1eaU9T3OYodPOIksJ5htF9HMjtgdFgsUCqpAwmkiwZgeUzZD+OxXUK1X02TR73OgLvAdGHGs0eaSywTBKR1juennK0116bhl9IDF3deonBgxCi55fZDLXZaF4yLzT5P+5+gRPH7vFC++cwtVs9JZBbIOcG6JLhXfgkLMCEiX4wfYs6rUiSVERPThAv5UlOOaR1QIer61RHHd5fvcMey9N0n4qYOibPP3AEk+UVrg5anClPYGVDfAUGHsmSUZwrNBisVUnaNqYbQ23kWDXXKLlHNGM5MrBBEIoztT3yEwEvHD9JNmbJr1zYbplUI7Jlof878f/mH5i00kyHEQFHixs8v3weHoR7qLdPfbYY0d3nCPeDx/I7u6Fzd0tMT0S7rvPzxoe/3Pgt28//m3gz+44/g9vZ1U+BXTvCCv9RC5M7ZDkYmQIcaBxuT/Ns8VFDBHT8jMMXIuZcocEwaXhMS6WttGNmOl6G10kbAzLnM1uI4Vif5RnzOpzPrdNxRyht3QwE5RQyJpP7KQdu8SWjTa4/REcG1Kf6pCUQ8w9HZWJeLS4ji5+lBjFYGRB3wAFXj1BagmdkUM4HmCNjTBnhrgHGfrXKhgDQWIIzK5AKBjORVyY2mFlt8afPvc0r+7P8s3VU7y1NclssQMKMrsKzResPj/P1cVp9jp53tyeYnNY4s/WLhINDb73yjmKl03MdZN4LCAxFOGBQ+DpnDq9zX83/1023DLBjdsh92mPB6e20HwBXYPPlq6TKMH3W8dY26jhzfnsXhtjstDjv2q8SF56+IlOzRnwdxau8D88/i3qD+2h5SJevnKC9q0K2kgSjIeIBMwX88w/vknO8DlT3adg+6x1K7xw5TSyazBcCNGbOmEppjzZ5bcWXuU7wzN8Z3CGQGm8MZijqI345YtvMj93wHsE9T50uzviiPfBx97uPszs5jv/1pFg333e09MWQvwB8DmgJoTYBP5X4J8BfySE+G+ANeC/uP3yrwO/CNwERsB//X4XMp3psD5eohOUYKiz3K1RMo7Rj2y+OHaNvXKBTuhgiIQJs8Ofbj1EtTQgjNOpUGutMoOazazVYitbwpYhFX3AH+w9hoxAPzQoXzykbLsstaYQoUBzBWHh9h60Z3B+fgWquxwcy7HaqvCHtx6lke+zMSyxuDaOGOlUL0man/PRzZhC1qPZzJG7ZjGc0VFmgogFcSbB7Gr4JYjOjFCAY0Zs9IroyzbVJ/ZovziOEKBp8KZrUD/bpD9no67lEJHAaOuEocRsSbaCPEoHU0tFXWmkWXVCUVxo8wtTSxR0j2/tneKfvvyrGJsmYSUmmog4M7nHa5dPIPMJpbkO/2rls3SHDjnHB6nQ90wQsNkp8WptgRPWHk8Vlvnq2jNIoZiy2mxvVTCyAbIYE9k6qm1Sa/Q4VAX+yVf+gqecFf75zpd44e3TGC0dZ0eQdSA2Ibg9q7w02WO+1GJx1OC4c8hnc9dZDsZ4ZW+O78XHOFZuYsqYwDPuqt0dccSdfJLt7sMS2COhvre8p2grpf7LH/PUF/6G1yrgd36WhVjy9l5mLJAR7LcKJFXJp4tLvNQ9wRv7U/yTU9/CSwz+fO9Btg5LWHaI55r8xkOvU7cHXB+me9+WFrEyqnKpPYuuxQTjIda2wWSux7XdBspKMDo6dhNiS2AMBW4ZfrA9ywONbbZ7BZ6eWiVSklmnxbd2TyH1BHzB4ZMxT59YYbFVZ/hyDUsDr6IwOpLZZ7bZaheJbuaJsmmymlh3iCd83KGDG2fI9QT7bzUgr4hKEWgKzUz44tR1bgzGWLartLZKiEyEvm2R2YGgCM6WYjAnUA/2iWTCPz7zPa4NJ8hpPt/YOM1grZiWb50eYnYsElMjjgVTmS7X1QxxKeLRxibPv3UOvaljPjTi7PwON6wxHCdg2HUA2I2KjGKL35p9hZe6C3x16WnK9T5BpCOE4oGpbT5duUk3ysAMfL+3wD+//CXMN7PoJQXzQ6KTMcFSAeNEn6RjI3TFYLHMmxMOlfKQyZkuz3UfpBNmaK6WEaHgrTGHYmH4oz3tu2V3RxxxJ0d299Pzk0LkRx75h8990xFtEFvMl1pcliWUFBg3MlwqT6PLGEcL+czUMt/rniRSksXNBpqeMGxmyNcHrHo1pEhYcJq0wwyD2KJuDljIHLJqV9ndKiN9wZs3Znn2wiJv7E4zMBwQJspQuJMxT55aYcrusDaqMHqjykt+leThPrWFAYkSiL10BKX0JD9Ym0vF+IxLEknwNU6f2iJWEnc/Q6YniC0IsyoVrkBH20zL07jd0lREAjnU0jB9JuIvt85w2Mxj3bSpPXHI56ducOyxA/bCIm/3JjmWbfJodpU/PXyYs7lddoISL24ch0tF/GpC6WQbP9Tx1vNQVMTZBL3icflgKp1vXQm42avhrBkoCdtLdQ56EiMUmI+OOL2wRk3vc8ba4ZXRAjthiV7gMFvqcDx3SCd0+I3aa/xV7xx1vU87yrIyqvLCldPkltJkuPLFQ5qLVcJMAvWQqG/xxQeuMmO3+XfXniDqWFQmR7zSmuf6lRn0ocQMIMoo4q5Bd7dCGN43JnnEEZ8Y7rVoHu19f3jcV3dIW4sQsUA2PKLAYXezwn6hhaOF3OqMM5Nr8xu11/Bjnc1BiQdObHO1M86uV6BouHiJQU73kUJxwt5jmFhMmy3eHJskvlrFH2rsjQqYekSm4OH2jHQ+dD7m9fUZnGMhZdMlKKX72I3ciLVRha2tCqYviGY9xutdtnfKOAOB87rDYDbh0ceXmHS63OzX0VxJYoIMQWnguwaFgkunnJYyxV0ds6kRVGKUrZCeJPY1NJmg/DTL/HC9xKvWHK+oeQ76WeYqbdzY5Bvt89zqVFlq1WjtFbCLPo3PbRMlku3lOkooSsc7hLFGuJEn3nU49HQyQ0Ew0DlwcrhTEYUbOlFWEpRjpC/Bs+gGDs83z3LFTr8olfURj5XXeKc/wc1+nccra1xxZ7iY2eR3155Ns+j1kFPHd3BnDXKmz7Xr05RuSqKsZHjB46kTK3xr+RRPza8wUe4xyhncem2GqBRRmW/Tbuaxly2Y8HCuO2geEB+VqhxxxBFH/DjuK9FebNWRYx6Rq0Mhxlk1eLMyydmxPb7QWGTNrfIf9p8ir/tYesRf3jxDkkiOLzRxtJBQaez5BbK6z7/fepLfmf0WnTjDfKnFGw/k0FoGK/tVokADJdB8QVhMQEAcSbJaQNUcYE0OOdvYZaVdZaVTxTgwSHQoFNIWn9aGiTceEw4kU+f2+MXa2/yfi59nMLTRpkd4XQujpWP0BMYVh964RW6+RxRphIMcRk+gdzWQkJgKEsH+YQGz4JO5bNB5QKGUYG2rihBwrTPJNTmBvWKBBG86QM9EGEbEXjdPkqQ9zsePNwkijSTUMQYC7XQft2unCWMHOvXjA4aHGXoP+GgtAxlInLk+leyIrB4QJRqrwwphrDGZ7XLg5ZjKdMgbHqfsXX537VnGsz26rk0p4/JM6RY/aM+x9M4UZksjO4Lu2Ri97vLZ+RXe3J9krNxnIXPIteY4o5dqFJqKoGDQUiXsqos3pjNZ7bI1r6V77LeHjhxxxBEfH+61J/3zFIa/b0S7HaS12mrHpn6mSXOpihbCoO2wKMfYH+Vx9JC25/Dl6XcYRiabeonHJteZsLtU9CE1vUfXzPJy5zhfblzlteExLjibmLe7bJkdCXMx5yZ3OXSzbLk1RCIQvuT48UMmrQ6aSPjM3E1KhstKu4r7Yg1Dgv30Ic9O3uJGbwwZCDKbGsPZiJzp8/XDizzU2OJGp87elTGcjkwnhnV0wpxCHwqGXQdr1SKaCUh0HWe+j1LgDixOTe+ztDkGN7IMZhTZ+ohjhSZ936R/tYoi7fVtDCAoKTK3TCLHYOTYJI7iFx69ysLZAwAu96Z57Y0T2COBu59BK4a442lDk87IoT7VYeiZiKKHu57HXcuz0zDYPGikzWo0hXmgsVSaAgGLlQZCJrzqzDF0TdZ3Kyhfo2c7fG3lUxAJzK4kzCeIc0N++9Ql3u5NktUCHhzbZhiZ1Iw+zWYOJmOUphGcHZF7I4O8lic4llBzhnzhsUW6kcNXj0ZzHnHEJ45PUhvR98tH9UXmvhHtZ8rLjCKTXlildb1KcUngV8DcMSjPuOy280xVuzxc32TXL7DeL3N+fIcEwQl7D0PE7IVFtvwSkZJcG07waH6VGImjhej7JiICP9C5ttsgaNs4WzphQXH6iVV2+nkSBKj09c+tnGe0nSPvQ+9kxBP1HYaRxdIrc0hLEZQUeing5l6NB6a2yWoBX558hz8ODPrvVNCGEu+ii9ywiSZ96BqE+QRryyAoJwx3s5hNDQPYyheZaHTY9qsIVyPwdX6wPUv8VhEpFSIRRI2Axlf2MWQ64vPx6hqGiDFEzLZf4vXuDLfaVdpbRXIbaUa93tfQDjVkKAiKCf2lEtrMCE1LiK8UyHZhcCxGbduYQwlCEZQTrLYgsSRRLka/kUEfgJcDbAXjAVpXw9gw8MdirEMN6QMnh/yDU5doGF3WjQpVc8ArG+c5WT7ga7eeRh6YxLl0HreKBYNTIfXJDqYSXP/2Am/OTuPkfWztG/fSDI844q5zr73UD4u/6X18Et7XB+GjiADcN6K94VWwtTBtclIJ8WpW2i9ch+1mkSSS7HYKzOTaDEKLX5p6m4wMWByN048dlr0668MybT+DLhPmMi32wiJ/svMwq4cVlKbwqwpt2SGxQDT8NMM6k5AoQSXjEioNLzF4fu00/o0C2aagdz5AeBo7owI3NhvgqLRJi6NQvsbnz97kkcIar/fmyGkevX6GzL5gNKVIDi2S8QAVSGQkiJ0EMRFA00Ik6QxwdyJBSwSP19eJqlu8uj9L61oVsStRefCnQuZmDpnMdgkSjUQJ+onNILbQSPiTtx9GtyLCjkXpbZ28DZoP3VMJjzxyk1FkcmNnjLhnggLzrRwAwoDEBHs/HRQSZRPEpIcuE9R0RNTKUKoNyB4P2F6qowwFCYiugYwESNAHEmdPMfjMiAcmt/nz9Qs81thgGJssDcYYuBZvBZN4rolIBJk1ndGxENEzEbmQVjeLeS0DOljrFo1nDjm8x3Z4xBFH/Oz8PIWpfxIf5czy+0a0z2W2udKZJLYU2UWL0XRMYVEjzINxI0OYS5BNmxeaZxB2zOzFNk/llqkUBrzcO8HpzC790ObTlWV2giKtIIuv63y2vsTB8CEGUwLrUpYoA+GsBwMDfSQIqnD9nRnOnNvgUnuWrW6R5PUiIqtutzYVEAsW18bRD0wSI52MFRYVmYLH5rDE+dw2oZK82DpBEgn8qiK7IRk+MSI5sNF9gdETuNMJpcKI9u0aa3/oQALnGrskSvD1Vx5KZ3sbkPvCHkGkEbRzzOZbHHqp2K4cVvH3MqwOprGbgnwAWmASZkU6vUsH4wsHPFFq8mv1S3y3e4ZTp/dpBRleuHwGv56gNEXxmobbgLCQ8PgTNxiz+rx+OIMCgkhHrw14qLFFxRjy/w4y5Byfsu1Stkf0ApvrV2cw2pL2gzF0LK5bDR6Z2ODh3Do7YQlDxHx/dAxr2YZCgubB6HgIkSB/UyOyNcIHhrhTafKh0hSrmzWCRLundnjEEXebj0Lg3t1I5aMU0Z93gf5JfKLD4yt+nRsr49gdSWyCMhJ6j4UYGxbeRDpv+olPr7A5LNH1bF7aPUZuymcQWwxjk9f7sxQNl2mzSTd2WIsqAPzum8+itXVklI7dVKeHqJ4FUqX9SQoB1qLDDW827Uq2LQkmE7IbEr8CopkmlI1sSXZDEGUEw/kIs+JRzrps9wr8x+QiQawxk+8wO9GieWUyjRLs2cxd2GH11hgy1HE2dKIJSbEwZK7Ypt+wWb4+yVubU1xZOoluQtgImJxo8+nGLf785kUemt/g8t4Uvm8QtGysfR0r3aJnOBdj7WuERYWzk3q/yZNdZgttJIoXe6dwtICaMWDWajH7dJs/+KtPYTc1hFL4swGamdALbMbtHseLqZ+7MShzqriPGxtcas7+qBPdeqvMgZWlnh1SnOnSr9ho2zZMppPYPl++zmZQYdZsshOWcHI+oxkNc18nMSC3aDA4HaIEuJMxT8xu0PYyLO/VsK5k8MYkvvcTB4YcccQRPwPvFYI/8pA/XD7Kz/FnbWP6oTOILQgliaWIsorc2JBSeUhy3MWpuiRJmt19vrRDu5vlsJnn5rDOxcwmsRLsuXm+uX6KREme3zlNlEjc2Eh7jk96hNUIfyok2slAJEBT+LUEoSm0AIy+JH9LElugD+Vtr1WhDwSJDiKQBAWIMqB3NULXYGu1hm1EDAOTXxhf4kJ+m1FoEGUhLEBSCqk7A4yij4ghOD8iYwUEkU4/tFnerIMC/Uo2zWYfCYSm8EKdF/eOE4UaXmzQb2dgKcvYyxqaD3FGYbVBlgP8eoy9L0FA72xIsFxgvVfm6dItHsutsGDvEyqN7zZPpiH1CRcRQVAUZIsezy7cpGB63OzXcbSQM9k95vMt6uYALzZ+dH2yesCDk1tUsyMamR6NfJ8klCgdrCsZ4ljync5pippLN86w5lYpZDysHZ1ES/uv+48O0XoafkWhrIR3Dhq4kYGmJSgB+lCQhhqOOOKIu8WdXvn9PB3sfl7b3eS+8bTPODv8mR2TaBpxNuF0bZ/9UZ7+wCHwDWwnLceKlUTIhHOzewxCi99bf5qz5V0KpsfFsR3+9dpnSZTg0M1xsnhAZbKb1jRvGYgQwoKCRKIshXUoCWIHr5IKhVAQlMHeFwTFVLBjO33CbEtkDEYH/DKoQ4NkLKC1VMGaGfBOb5zpTAdNJgSlBBGD1jKYdLokU4JLneNMVnqUbRcB3LwxAcYP254qEg2ME31+/fhVVoZVzhd2WMw3eOWdBbI3DfyqYv+ZGG0gEYlgOK1QCVjjI6JWnthOS8eiSkicCJa9Ok/leoQiJlQaF4rb5DUPTU/QfOifD3h24q+nClasdF72c9vnOVPaZ90tc3VvnMBPhXus0iNRgpwZUDFHNKw+t/ZqRLrCO+tiAt9++wxXJiaYync5md+nYPrw+D45M+CB0hY7XpG1cpmi5REnkrzpsTMsIKXCO+ljbKQtVY844m5z6dKle72Ej5z3403fT5723yTSRxGB+0i0n2+eRYx0ZARPP3qNpU6dg1aBOJDMTTWJEsnV3gRFwyPrBJgywosN5gtNokTjRPYA+3Yr1Jo1YBhZTNhdXhwdh1hgtiHMQ2IoknIInkZigPTBbgnchkJJgdmBwcmQzKqBUKQlUD1BoqUJXpEDsZ3OvhZNE1UJmCl3aHlZLq/OUCoNsZoSGaRDQp775uNoHsi8oj3IsL1aozbdQe9pWC0dbyzB6AvcRkIUSdZGFXaHBS6vz2BdcTAKaaZ6oisy6zooGM1E6AMNsW8RBzZxMSGxEsymRuRIOr0K31WChYUDlr06nytc5x13ikvdWcJQQ2QBX3Imu0dRH/Ef1h8nUYJGZsBXJq+yGxR4MLvBlYMJSlmXINLZ2S+hXA1rT0f7dELJctGNGDWQxLHF+Uc2eH13AYC6PcCNTZ6p3fpRdvvaqMLb25M8ObvKoZdjEJpsfHuWKKOQgcCKQXc5crTvQ36ch/NxvXEeeWx/M3/T9fwwRfL9ZskfXZ+fzH0j2mvdCkZLgoRX1ueJNzPIQBBXIzb2yjw4t8lat8LINxi1HZJSm/PFHbbcEpYeUzP6bHgVTuf2aEdpzfeWV2K21mZ5fxKRgDGEKCeQeyZRIb7d3CQVYs0TiFgROaC3dYSCxACjLwgKqbBEIu1yFuXTNqTaUKJnQm7cmqA+2UHT005qXi1BKMhP9ulv52E6IBkaRJFMG4p8u0Z0NsDsmuhDQZhTiDEflODAzbH3VgORQFBURI0Aa91CRKmoBUUov62hpMCrChJDYfQEsa0hYpChIKqFdFo5DudyzNuHvDmaZXlU4/LmFFIowpwit6Lz1dLTNCo9dg+KfOrEMr3AYXlUZ6lbB2C22OHAzZI1A5LygHa/TDAbcGu/StYJqORGjM6FtHcLXLp2DJEI5oot3mk3OFU64OX1C/T6GeIDG8rgNaQAACAASURBVM0XyLkhL7x9GmtXR0SC7I6ifwzCfPq5RTlxH23YHPFeN8+PU6nSkRCkvPt6vTs0fufz9+Izu3MNn9Rr9kH/3dw3t8jWUgUZC4JaRNbxya5LEkORqY4Q+xY3DscoOS5u38YpeTScHhtumaaX5anCMomS/FLpMoPYYtZqMe20qRhD1g/LyKqPV4NEB6MnyG0IRJzWLhv9dECJ2U6HhygDElsxOuuR6KlHrTTw63FaYyzAbGpoQ0lipzOsta6GUoKpWof2XgGrKSksSaLXymQaQ+YbTYQZEw5MvJbNxb97DaEpgqLCb0QEjbQLWDHvsvPSFEpTZLdul1XtmRgD0j3rcyFBMcH7Qp/O+Sjt2Z1RWG2BDNMvGXJ+iOzrNBodFgcN/nTrIR7OrLLcraFpimTbQfPSSWGFFxwOLjdQiWCpUydSkqaf5YsT1xhGFgu5Ax6vr2NpEVkzRNkxSEW8myFWgq2dMu2DPOaBDgKUmXCjWWcm32F7WKS1U0QB9r7E6ApYyqJ3dGITEkvRn0u3IpJcjGj4qGn3qI3pfcL7vWF+HG6sH4c13gt+XPj53aM3lVIfymf4Xolw7xazH577x73+48S7P9cPwn3jaWu+INEUCGgf5MlZwKTHxfEdXunZSJlwa7uGnfN5aGKLAy/HSruKocccRnlaURaZSSjqLlt+iZzu4ycGQccit2zgVdKpW0FJ4U4miGIABxZRThFHIINUJGNbofS0BjssJgQVheZKnB0NpUGYS/9ONBYyNduk51nEsWTgWjQP84hAortpnfQTj91gqVXjf5l/jtcb83y/c4xnyzf52q0nUSMNGQGJQM8HFPIjDneK6E66fx7mQHNTMR5e8KhWBxzuFKHm43ZsjLJP7DnYB5LhVIKIBFEpRm5lMAYCLzBoexkyRsD3BqfY3qimTVEGEs73GY0M/F0LuymQvs1uJNmNKuhtnbenJlGJ4JHj60R3lGDphwaJpaicaNHtO1S+bzJqCLy5AL1pEBViBl2HpCZ4vLrGdLbDX719luD8iKRlYbTThi0ykMSGQpZ9etMa5qaJMTTSiIOR/FgbOeKj5+N2M3wv7sf381FHKH7Se/5pzv1uAf2oeK9r9HH0vD/Ktd4/ou0J9CEEDZB9HXcswXECXl+fAWDYt5GaopYf0vSyVO0hDzW26AY2N4YNHspv8KY7x0vN40ihqNuD1LvsawRFhQC8eoIy0sxlcWihagHhUCeznobDvVqCsyPxqwoGaRDCGEiCckJQTLPJUeDPBoiRzvZ+CSfrk7UDBq4FAx0RCNzxBFUIiRLJ+dou/2zty2T0gKVmPW2OcqWKIcA636FoRLiBQXu9jIgE+kD8KBlL88CdiqFjklRAy0RYdoDIwrCZwZhw8VUq3CiwOjpeLSG2IG/7FC2XZ8rLPLd7kXx9QHY6YOinJVVzMy0Wk3EGNUHhbRMlDXQ3PbE7KaBvcOnKcTCTdJ85kEgzbbAycC3CoYFXEWgB4EukDyISPHFiFYCa0SdUGp+7eJ0fbM8ytHU0X0NkI1RiID2BvpTBdkn3/2cScusSvPsm+PNzx8fppvhx514mVL2f63yvtj0+iYlmP2lL4mfhvrlDhvmEwbEIjAQZCBJLMdjPEvZNZMdAaIpc1mNjtcbj1TU+U75B0XCZdHr0I4t1v8JJa5epTJeO5/DazgwbK3WspiSc8VGSNIRr3Rahmo/lhGnvcZUKh7MviR2InYSoHBGVI9ypiLgUofmAAjHpMT99iFFz+fTJmxyrtogTge8aiGKAPkxDz2YmpGoNubw3Rc7wKZoeOdvn0uL8j8qbkkTS7mbxbhRRQqWet0zPExbTkaFGV6KPubT2CiSx4OL4Dl+efwcjFxD2UgEWCURZxfC0j+YLYltxurTPKDK5OphiItOlmh1RtDx+ef4K5+p7fKVxhV+6+BYEkv4jHpqfrjsxQRyaKDNB+hIjE4Km0Psa2Q2JNuFyemwfMdQZzYdEGYVWCgjnfJSmeG11jqLhoqFoGD2WuzXcoYm1la7VXEs9bmcvLe9zG0k6FS0Q9Bfie2R9R3wSBfuT+J7ei5/1Pf8wFH03xfLHhYt/3Bo+rLV9WGHqe3Xe+8bTNmaHaIs5ggqYbUGYSObObbPVLuIaFlk7RNcShBNzEOSYMDs8nlvh5d4JfrPxMhthlev+BO3AwTFCtpfr2HsaUU6hAklUjDAPdOJYIy5F0LTwDRO7MSRq5iED0hdEjkIbSnAlUTUEmWBtmOgjQZRR5HMunZFDIeux3q+w38vx+bkl/vM7j4BIw/z6uR5PTa3xg91Z8rYPQNvPECcSc8cgMcGdC8gokMsOCDC6aSJZlEm9+bgRoFyNoB4hmjZmVxLPe2wPivQCG8sOCT0dzUsvYWyBfmASVGO0QsCBl+PZ6k2uDiawZIwuE07kDxnEFp8qLbMZlHl+9TRmSyMMJN4JH33HJMqlU8/0XEjsasQ7DsbkiKlHDtFlgqVFREqi7JjMqkGUUWQyPv2dPChIDi2+EZ7jxfxxZsoddtt5VMtCRmm3tjCnUIYiqCvy433yts92pgqxQGSPJnzdC34exe2TyE9zHe9l2de9trePOkv+x/2dDys34D09bSHEV4UQ+0KIK3cc+9+EEFtCiMu3f37xjuf+JyHETSHEohDiS+93IeJyHnViiNHTcMcT8uebTGS6eAMLPA2l4HCnyOx4i9OZPV5on2QzqDBpdVgL6rzem+P3l5/k9TcXWN6qo/UlUTbNlBZDHa2vgQKjJxHe7X3aSODtpY1NcusQ5RQygDibEFVD7ILP+HiHYN7HryhELPBDHS8wmMp3iRJJ4Bt8e+MEUT4mthTeRMzF8R2+vzVHt5uhM3SYy7Q4md+nlhkSzgSoaY/6RBd3N4cy0vMiQB8JjH7qKatAInNhKmZhmmEu1212WwUWNxvoMsHMhIhIoARE1ZC44ad13z0TXcbcHI2x1KnTDhwkit+svsSs1eLJzE1mrSbFrEuigdWUaHsm5ukec2d2keWAZNfG6AvMnsR5JcfWpUlu3pjg6sokV5en0PpaWnp2rseg54CW9mQ3egK6BlIqBoHFsXqLydP7ROeG6AMwexLrQCN/Qyf/7wt0vjMOKhVsY9NKe5zfRbv7eeeD3kTu5zDmT+s53k2bu9te7f3C+7G3eyHqd+t6fBjneD+e9teA/wv4/Xcd/z+UUv/izgNCiHPAPwDOA5PA80KIU0qp94x7agF4gY7TE+TOtVBK8OLiSaQZozkhvm+gZ0NOFg+YNNrMZQq80DzBVKbDE/mVdFjIZjENDw905O1GKsqJEb5ExJKgGpNd13G2NaKMIrsJvZOkfcBLtwd6RPBbn3mRxUGDC/ltvnr5GdRAJ84kKDvGBDK2T90eECQabkFn8FYVKxJpApsm+Fx5EYlie1ik51n82beeYObBHR6pbPDZR5cwRMy//osvoSsIKxHCSpBrqTfqFxToCmfDIMzrYKaJcSJMPX19LYOmIOg5kFXoo7QenFhgbdr41RishNcvL4CA7FQfvZDw389+GykSVr0qL7Z+kf1RnoN2nrgSIUOdOJsQXiuwMW8yXu2yHZcIPA1n3cCrpm1SE0Oi7+soTRFOBwipyNoBph7TCXMYBxLzQpfYNfmn55/jP7cu0g1tGpkek7kuB7Ucq6tjyIEGSEZjGrGjcDZ1zJ6O0rgze/yu2N3PM59kwb6Tn8LD+RofY5v7SR7knc/fK0/3w17Lx6nk8E4+6JrfU7SVUt8VQsz/f+y9Z5Bl53nn93tPvufm1DlNh8mJgwkACIJgkkhREkVJpgKV7NXKslYuu2q3vCqXq+wPVnldW6uVdqtWZWl3bXFNiZIs7YoyRTECBEgiDScAk6e7p3O8OZ174usPZ0jBWhKBBIEG2L+qqek+fe69555++j5veJ7//1U+30eAT0kpXeCeEGIeOA88/UoP7B5zoa3jn+hyfmADJ9S5AwghabVtCtkuld0Mu/0Uz3RmeH53gqzZJ6W6/N9rF2j0Egg7RGmphDb4Ey66FeBXEqhFF7oJtJYa91CHgsiQeDmF5FosrOJn4nauKBvy6aUTDKQ6/Ie180hfQSQDRN1AS/ocG9xiwOzwjtQyV9VxttppjKagc9BDGBEHx7a51h1jwGpzZXOU4G4aDMl6JUfW6LNrpPAiDb8QoKZ8RM1ERgKvEBIdcvBbJlpdI7QkYSJC6ypIERtqmFUF1YPuVIhUFIJcQKTH7VbCjHDLIdIMEV0NoykwTjZ47/hd3pu5wbJXphVamEqApkSsrxXID7Rp1Ez8XERyRaVzxEXUDZq2xY8efZE7rQE2BjIEN3N0DkTorfi++aUA0dZQewq1XYPEtkIqgs5sgLeTZGSyyrafI6338aXC1545itYRjDy4wQ+duoYuIlqBScc36Yc6t1aG8LdNgmxAKuW8oXG3zw8Gr5TQ7p/zhsTcG5lovtMy7ZvFt7PufDnls73AXhscfC+FaL8phHjh/pJS/v6xUWD1Jees3T/2nyGE+DUhxEUhxEUfF1HTEb7g9Pgabd/kubsH6Hs6fqgS1k0quxmslMvdSon5dplyosvCTom/vPgAqy8M076bQ6gRkS4pjDX4+VPP88jkIr/8yFMcG90kdaRO5liVoeM7aNMdELGyWWcyQvHu9ziX+4yOV5nM1VmqFPgvDl3GyriIqoG1o5BNO1xeGUcREf9m/lGc0KC5mKczFaBXdETNoGD2SKgebd9iMNsmtCTZgzVOjq1jaT4J1efZW9MIM0S/ZVOcqpO5oyETIUP5NsIMEZPduLWsp+AXA0QU7wd7hbgyXHEEwYCHCBRCOwJFIho65WcU0jcMVFcQJCWD6Q4Depub/VH+w9J5Pr17GjfSOJlZ52MPXERVJNnxJqnxFvn3bWLYPj9y4Qr/+MgXudkcQlOieBn+UIvERBuvGOHnQ/SqhtpVUIK4B7s7HmI9VkEkArS0j6GGLPTLPLUxzXYvg9YRqK5g+dYQkVQoGh2GrRaPFu+y2crE93euyaG5DbzoFceRr1vc7e7uvtJr7fMd2EsfYt8tLy2+euCBB17u1P2Yex14q8bMXrvu7zZp/z4wA5wGNoF/8VqfQEr5B1LKs1LKszomZl3hyOllsnqfjw5cJpXr4To6vfks0gxJXjNxqgl6u0luXJ3kzhdm8GoWSi/eq5YqJNN9CoerfGj8JqqIWOvmuNoc5ccGrnJmcI0fnbiOIiQ/OnON2RNruAf6GDUFsyoQIUQ1k43tHOvtLD88c5P/tHgSt6eDEreDVStp5oZ3+OrGNPV6ii89cwJ7Q0FvqrE8qhWx0s5zszXEsNWk2rWxp1r84vRzGErIodQ212vDmOs6SEH5nZvU5gu0DgYITbLdSJPKOvg1C7I+cqyP6KkE6SiuIu+KuK/cjkgs3q/C3lRJLeiojmD3/W48CInF1bh3ZZR/e+kRnm9MMpJqsdnNYCoBvlRp+Al+6cCz/Oz0N/jZ6Uv86uRT/A8nP88P5V5kw8vz8dFnKVsdfmnmWcrpDofL24zM7DI1sw2TPYJBD2/Qp3vY5fyZuziejlAk+g2blevDtH2Lh4aWKVpdlFDgjPsUD9RpByZ/sXCaIFL4o/kH6V3Lo7cV/BdyrH1ukqClv1zYvK5xVy6XX+vD3zZ8LzOZvfYh9n1mP+a+z3wv8bSXZuRvFN9V9biUcvubXwsh/hD4f+9/uw6Mv+TUsfvHXhHFg51uivVmlkAqtLfS6HUVPxtCKOiNRAgrhLYeS45GkFrUSL13m9FUE0VI5msl/EBlvlvmZHqdotXlXqvAv2k+SsF2SOt9RlJNho0mw4NNVmp5QtukU5AYDYXMHZXQVKnMqTzNAaYKNRajIk6goLQ0REPnljKEDAVKXUfxBP2CJBx2ka6KsELWN/OsOyVu5QaJAgU75fK328eY3yrzdG8G4arYXYGSchlLNVjNFkjMm/TnQkzTJ225tJU02lbcIqUGoBzq0tctCAVqTyG5ohEkwBsMkBWNxLbAaAo4ECDaJiISJHZis5NgOOR2ZYCE4TOdq9IKLJZ7BTQR8Znt49QcmxPFTWatLa53x7gRjdAKEmS1HnP2Ds81DjCdrjJj77JsFrhZH+LAQJWFy2NoXQV3yOfZ6zOoLZVERcHNx5Kvj985SLHQIZdw+PGPfJ0xo85Sv8iTm7NICTdbQ+Rsh2Ymi7Wt0i9HeDleVnv8+xF3++zzcrwZMbfXlmPfbPbvxf+f7yppCyGGpZSb97/9KPDNastPA38shPgd4uKMOeC5V/WcIVQqaUzbp+7aJAe6ePUMiQ0NtU8seLJpovYEYULiHHTREz7FRI+RRJMNJ0ujnqRY7HB1Y5T0hMtKO8/2do7BwQaOr7PhZHlXfp5L7QmeWpzhfbO3eVqfor2ZJrRir2w3F7tlXRhcZrFTZDDbpqEHdHfz+JkQY8XEz0egQFAMQEKp2KGylUF2NVAliU2N/v2CqmDJZN5Ok9hRCCyIDIkzFPHo2DLdwECt6oS2JFfo4IcqjW4C9AipqEhFYu8odNeTCC0uSIvKHr5rEtgSK9fHayfpjseJMvRVrCMt+svpuEXMArGSwCWBbAiuUUZ5sE6nmcBYstB68bbAl0fyPOEeR/EFaj9uH/ti4ShWro+7bTNxcJtnNyYppbqsrhZRGxrW7n0Rmkgwe3CTatfGPaBhCoguZ9HbFh3VojLpstnM8MOTN/ny2kF0LeTY4BaW6lPppzh/5i7LrTyaazCcbrNpf2dFtO9H3O3z2vhB+wB9M2LujbjHb4WBwV6/vjeLV0zaQog/AR4DSkKINeB/Bh4TQpwmnhctAf81gJTyuhDiz4AbQAD8o1ddTSlgeLDBTLZCRnOxNJ+gvM2LT8yhtwXJNUH/sTYPji+x7aSZTe/yuYUj3Fge5pY+SOiqiJZOa6WIN+xzZXeUymaW5LzOdqeEOdij1rHZ6mYoWD3eNb2ALiLeO36Xv6qcRgQqXk4SZENQJU9vTdL3dMrpLknToz3eR9QM/AkXdcNESDDHHMJQ4XR5Hbe4hamEfGVxFmcChBkiexp+ShJlA/qRjgjBz4Uk1jXutYoUrG4sjZqJaLVtokBQLHZwLQMx4SGWkvQHJJERoXVUFA9UNy5So+SSMD1mzlTY6aYoJHrkTIe7tRLmbJ1GIUXijonRFDgDktCC/mAAu6m4IrwUEaRiFTN0ibGlICS4xVjcxtzQURd0TAsad0bQQ+g302RKCq1DAf1hFyEkKrDdTjGcbpPQfO5WSqQe3KXbN+ivpcFR8bYz/MfNc5Dyka5KECoMpdvU+wkWdkokEy7dtsXqxTx4yhsbd68D364q9u3I2/m9wVsr5t5OvBaBlX1eXfX4z32bw//uZc7/beC3X+uFeBlJ3nJIqD6KiNjoZGk4FlpP0J4Nkark1MAOc/YOU4kqvlQZzLXZrGbjJwjipOPnItSGRlVLgy8Izdhe092xUfMu1Y7NVKZK3bXZCLIsbJdQ2hpSg8SmQHE13DGPej1FLtdFV0NKiQ6tvom0XTqVJJFxv68aUBTJ4wtznJ1c4WZ1iJNj67Hqma8gQoE0JaKvEg65iJqBsAP8jEokBXXXRkTEYi4di9kLK9xeHsKwfby2AWUfc11HRH83A/YKAfZglwsjq6x28qR0l6mBGvPtEmvtHOOZJje3BrEWTKQCXhr8UoCsa98yOXGmXfAVZmY2ubdbIKFFaOUOlh6QlIJqJU0IuK6CVtegEP9RdSYEQkoOHtxAVSKWqgU0LWQi12DUbnBxe5yxXJPVeo7RfJNe0mFjvYBflKhNFbVm4pVD6rtpmk0bdd1Cbwq8KIWWkoQJ+S0J1zcq7r4XfhD3097OvBVi7o3m+z0j30/Yr509I2OaPVMB4NHsHZ7fnWDr0hC9rhX37mZ9fv1dj/PB8jUsxeeQtYkuQoaSLUJPJayaJJb0WH97V0XriVicxFXQ+oCAg0fWCFoG+aTDUquIoQasN7MoywkUV2DtCFonPYJkhOirKKrkA+O38UOVipMiihR69zIcmtkgSoZEVkR/PYW3nsS6avP8swfpPl3i0uJELDTSV5F6xNFjKxw8ssZHj13h3Lk7iKpBaMZFZ62+ieoIhA/6wRZ31wdi96+2Ec84PeV+G1eEV4xIbAuUtM+JoU1W2gXOFlf4jeEvYyo+h7PbpAyX9XYWuZgktCRBUhId66BYAeZsi6HjO6gFFyHilYC7t0YZLTZxHZ1zQ6uU7C5hJBgZqpMrdDh3bJGZ8yvkLmyjnGgydmaDSJMsbJeo9JIEd9MUkz0iKbhWG2YmXyVt9CmkeqzVcgjgsWO3SeQdGOnjZyRaQ8VcM9CWLNSewM/G7XZ+LkJO9yhnWm9mGH7PvF0T+f4H6d7i9ZDEfKXHf79jeT9hf3fsGRnTai1Fo53gc+YxttbzUPZRdk2cGZd/cvYL3O4N8bwzCcCkXeNet0gkFaSroPgCrxDFZhtKbL+pt3Wcd/TwugnUrsL85gBW0WGrmqVcaHH1iYNxQZspCVMSZxBSt4xYDnQDemclf/71CyDBXlVx85IoG3L77ghq2ieqxkvkRMTe2fcU2gci6OhonbgVS0v5rDeznB9eJqP1eaadI0qH2Is6/chGmeuj9gX9wZBgNY061MOvWQgpkFosJypcBaWnEGYDDn50gWOZTa42xljZKPJTo5dJCo+E6vMnL55FNgwUTyAtiVTg4IlV/tuJL/G7yx+g2rXZvDGANCVqO27X8sdd1i6NoEh4Sp8GIPA0Gi0daYXcihR6C1nCRARmRFWNYlexlEGlaqIKWFou8+FTL7Kjp7BUn15gMGC3yZh9FnZK1Do2QkhGik3GJpepuTaWGtBwEzxQXMGNdO62ypwurFHQuvyvnv0mRuGr5+2anL8d+x+ke5fvRn7z1cbu6yW7+Wqffz/OXh17Jmn/xNGr7Hopnr43jVaJ26yCsseRqU3+xcUPkMo4HCzuEkQq97pFLt+eQhghWkP7ljtVYEus9bi4qjMdQNNA0YAhl3KhxfadMnpLUFm3QANFi0VYaOuECoSGQG/Hphn6LTtWIovinmcAramSWhF0pjRUCUYzNtnw0pJwUGK07u/HBqC6Cl5k0VlL8JSvMZ5vxG80jJ9PGpLKehY9KdE6CgiwnktBWcKBLuGmjdaN+5v9tGT2wDbHMpvcbA9xdXGMUrnNV2pz/O7nPoQSCKJ8gOoJtI6CO+bx8QeeZddLcbE7zcLNEbSOgu4BHYE7FJBY1mHNJHmiRn0rg6gmEJ5AieJiOeGqtKtJFAHCV2JfbD3Aub+cH2ZColCgV+KkqypxAVnTS+D4Ohmzz8xAhZZrkTJi/fV+qLGwVSaV7HN+eJnNftwpMGi3yKoOl1vjJLT9+rG9wv6H6N7k5cRIXsmz+rXyepp0vBGv851e9+0Uy3smaTd8m68vzhC2dBRDIiScml5ju5fCTPhM52uczq5R923W+zkUK0DVQyLVIEhAkAswKhrtuZDEhopRVfGGfdLHGjTmC1RWB5DFgCBSiRIRwg7QEj5sJFGduEXKy0J7OkIt9wm6OulyB02JcFyDtOmhqRGVoQyJOyZSBcWHzqSP1tRIzzZod63YPGMrNs8QnkL6HrSUFHd2bRAwNFll2y8h9QhCQTTRJ/OUhVsQtOcCMCL0pSSaHw8+kJKf+aGvYiseX9g+zNLiAMJXqHbyVLQc6lAf+zmbVhaiskfmcBtdDXlye5YL5SWerU3FgwLi5zNrAhHo9AdiUZb6VgbhxYMGZFyYZk508X0VZSWBCME42mQo0+be5VGiiRBruIsQkl6QJLJg/QsT5B7bomR1GEs2OJFa50p7jG9sjMe2pZ7JT49f4mZ3mJ8/9jyfXTtKJBUurkwQRQrplMOSVSRluKhi30/7jeD7PYva583htfxO90Ii+35fw3eSS90L7/27Zc8k7a8szhI1DBQ3vrkjx7exNY/hZIufGHuBip9i2Smy0smjKhHZbI9m0ybKB2hVHWNXQwkESl/Qm/IRVoi2YeIslYjGfRLbOmFKQRY9RFOHSNBvWGj92JozvN+OpbcEUT/BkfPLGErIYr3AIxOLVF2bipPi/Nw9LhoTKEIijICRpIOuRORMh9veABnLpWMn0M0Ar2pRPyNROipaSyUc9KjU00g7BE8htajRPRbSngbFl9irGooHXjbej05ON8kl+nx+/TBJw6PpWBi7GhMPrdHxDLbvlGHTQntfhVSgYekBtWYSsZpAdeGvjCEiXRLmQvRcH4Bu+v6MOoD8dYXacYHWjT28/XGXoKshQoGqRvhDHtJVCBczJM9WMZoK/aGQXzj4PAB/LM7S3UniDETIrwzxdHaQEw/P8/mdIxTMHo+ML3IkuclzjQNc74xytTKCH6hoasTtxgBCif25dS3kZCGWrn3SN9+0GPxeeCt+CHynxP1WfC/7xLze3s3fC3txlruXruW7Zc8kbbljIZMhSl/lwOlYo2DcrrPZz1DS2vzZ0jvoXiohD3coZzsMpdukTI9KO0nfUVF8BbcYxklflegrJl45wKrp6DWN7kQQ7xG3dKQaO39pXSVe4haxH7WfC9FaKnKsz81bY5TGG2Qsl/VelnOFZcKMwmdXj2BZPt16gg/O3WCxU8LWPCIpKKS7PDRwD7ekoQjJ9dIw87eHUQb7WJdterpOWJLoSQ/ftVB8SF826Q/EdpxBUuIPSlRXYIx3KdgOqzeGUB1BXUBQ9tFVWLw6illTkCMBlD0KtsP83WG8qooKhKbEy0ukHSL0iI+duMQXVg9xvLxJZ8Rku5em8eQQnTFI7AiQ4OYlqaxDhwTpZJ9yssv85XHCZESYjLj+zDSWC8XJOvXA5oS9yv9+8i/4V8vv587CML1MbKt544lZgpk+7565y7aTYcRsstnLfGuFwKiqBKkIZ0ch4YBUoD5k8eVOGSWAqPvFNzEKXz1vhz9+ePu8jx8kXstg6zsl8TfaN3sv8HaJH1s6owAAIABJREFU9T2TtKNUgNrUyMzVqfUSFGyHP//qBaQquTgwgbuaQh7ok7iSovTBbSaSNZ7eOoDTNtE7CpHGt+wtpaIRJiTGroZbkISWZGpum1bfpNW2CXoa0lPiRHmqg1ezSKxrKE7cNoaI25p2u0lShsvDxUVOJla45owzk6+y1CwwOtVkwGhzxR3DD1X+0cSXqYUpbjojvD97nX+59AGWVsokBno49QTdiRB7TcVRDJIHejRTGm5BRQSxFafeVOK9ZAnJNYHbSbNpptAiUD2BCMBoGvQHIszxDk4qQarc5fzwCk8uziLc2G87qpjIRIhd7GHqAUGksNwr8I6BdR7OzrPtZ/n3aw9hRWA2oD0VIYb65DM9eq7OwfFtLDVAERHGZIfjQ5s8f20mXuafjcDXeCxzk3+++EEG7DYPlxa5t1Pk6MgW6+0s4YCgvp3hy1eOAnCzMk2QlJhtgZeVuOV4C8Dv6fiZOGkLgNMt+ssphL3f6rrPPi/H97I68kablbyaCvW3iiXmXmHPJG1jW8cf9Xh4eIkdN8XllXHSCyqtoz7ecorsXB336SJeTrLrJOkGBmEkEC2dIBkhUwFqVccdDLCXYv3qMCEpnNrhgyM3ud4e5n2Dt/nThTP0QkFusIWhhWytFtDzfcJqEiUQBOmIsWITN9Q4N7TCydQaL3TG+PzmEc6UVpm0a/QCA01EfPL2OXKpHgNGn3+59AEOZncA2A0yzGYqfODcLVypcbszyLO3pnHzClpH0J7PgSFxSyGKq5BeVAgTQF+gdwReBtyBEOELzIqC6kNvOEJvKUQ5n9F8k07SYS63y91mmbBqgibR7yZwyyEjE1UG7TZ5w+FMZpm7ziAAd/pD/PXCcRQhcXOS3rAEVVLMdgEYyHQ4mNnBCQ0enz9I2Fe5Go5ir2i0pyX5wzVOl9e53JviPYN3eGJnjo5t8uDUPQbNNqdya1xtjFHfyqB2lNjkpBSSHmozna+hiIiRRIulboHCsS4/XbrIH+88yPH0BleaY/SKBo7pvCnxt88+b1XeqgnprXrdbzZ7Jmn7Yy4zY7toSsi9RpGpwSoLMybWmg4n2vQuF/HLEYovYh/oQCHq6JAIEZ6CfdfELUYgBX4mlvUUUTzKGzNqPB9M8unVE7iuxgMHVlht5/ACFTUZYFk+s4/Os9zMY2ghphbgBhrTiQonrFWagc3QUIs1J0/J7FC2OoxaDWzNw1QDLm6OE0WC3XYKRYl4Xpngp6eu4EuVr1em2WxmmJrYpTNo0rhRRAri6aUREQHNoxH2qoYzEn5Le1vpC8JcgO/r+BKkLtEccH2FI9ktdtw0270MqysllPte3urJJrRNtq8PsJEsMTRZ5VzmHlv9DM8/fxCZ8zk9vUIkFawJn5Znca6wzIpT4OrOCKs7BcJI4UJ5CRmBnvRgPokzHKIWXR4ausfD6XksxWfVK/IzoxfZ9rNkkw6r/TwXqxOUEx1++uxFvr5zgHKiy9n8Mmfte3ypdZSal6RodDifXmDTz7PslfmR4gtk1D6hVDhlr/BPFO/NCsF99tkTvNzs861WULVf8Pj6s2eSduK2RWfA4AtLh+htJ8kdcjh6YoUb1yega6CkYnnNMB2hAbJmklpV8LISzYn3pUUgMCoqkQ7usM/k1C7vGbzDpp/jh8s3eFqf5mJrAoCHB+6R0fpcbw+z00tzbX2EYq7DXG6Xr83PIBsGd7KDzPcGAPhw4SoTRpVeZOKEOttuhueWJynn20SRwOmaJNN9PjZ9ma9WZniyMsuF4hKPlBb4TP8Y2800zq5NcrZFfzGNXlNAqniFENIBvQkwKir60RZuXydhu4xkWuwOJiknu2y0MjjdHEpXZb5dZjjRYtXPoac8/MhAeArvnbjDqNmgFiT59F89TGrO44n6Ie7WShgNhdAxWCoUODe0wrhVRxchugj5zcEv8euVXyDyFVQl4m57AFUPQQpCM9YXnxveoRuYdCOTEAVFRGz7WTqhyTF7HQXJtpOh5Vk80ZjjoxNXudiY4E53gGvtERQk91oFnt2YJGs7/Oz4N7AVl4udAwwZLU7ZK4xrtTcxAvfZZ2/wahP2W4WX88ze64OOvcieSdqhCXO5XXbMNP10l6zhcHNnEKlK1KqO3lQIDvfQ1Qh/ywZV4gxHiOE+vGjHE9dmvD8cWpJEwaHatfnUnQewDJ9DpR2OpLb4+Lmnea47QycwudocpWj2eHh0AXVU8n8uPMhT1w+SuGcQpCTPfPokvWmPX7/wFf66epp35e7QDi3++sWTWPdMdKBmJvAzEeZQD9fV+PzmEX554mmSiktf6vzZ5ll6roFl+FijTdqdBOm5Bq3FHIoLak8hCnQSOwrOWIi/nkKEAreboHe2z+nyBpoSMmy3eKKaRG1oLD45xc0RH4QkP9CmPFBFVSKuVMdYNEscy27SH/Po+TqHMl2eqx5AteICt65j8sS9OT40e4OU6nI2eY+73iAfP/Acz+UPkNb7PLUyQxSqhE0dVcDhkys8UlygoHWYMeItgH6k86HMVT7dPMO2n+Wr1Rm22mmyiT6GFvCpxTMUkz1GEi2mE2v8p/VTqEJysLSDpQbMmVv8aeU8h5NbHE+soiL5em8OKatvahzus89e4+1Q4b8/43792DNJO5h1WO3kOVVYp+1brHVz+HcypGqC8EILISQlu0/bsfA1CYFAdQTRagKpgZ+WGA2BWRfoLUHfSeML0BxBYyBg2fApGV2K6S66CElpLr3AoO7aBFIhlIKJbIPmYp7Qkig+uMd72C/a/GHjfRw/d49LnUkeX51DdDX8TIRUQJoSc6BH4KtIKai0kwCkVQdL+jxSXCAqCpadIknNJYhUnlyfJrJDIlNg7Wh4ukRqxP7Y27Feem8sYnWtSNfTOV3eYMBs88DBJa6sjKNaHmIzhdZW6OwWqOezKD0FbbTHRpil5VqUhlqkDZfbrXilQEx1mRqociq/zpNbM3z+3mEAPtm8EC+DS4Gmh3hLKaKERK8rKBqoMx0MJWTEqHPCXOOp3kF0EXLMXGfJL3EkscHnarH16MmxddK6y1o3h+Pp5M0epuLTDBOcLGzwaPYWvtR4onGYG/1RLmQWqQUpnmwfphuYVLwkAc+/WSG4zz57kreLcthb9br3GnsmaX/k8FVutob4ytosg+k2i9slENA5EEA9gdJRcQd1okAhe0Ml0qBfkph1QaTFftyJXYmfjHuQI1Mi8z4hIIRkt5bh8d4s789dR0Hyxc1DbF8bIHOwjpKWhPedKt554QarnTzLt4dQ1xIESUliW+H6s9NcZ5rIkCgBZA7W6b5QAEfg5zTYNAmLPqen1jltrVANk/xvCz/CgN2mbHW+9T7HrRqHSyk62Sa3ro3jTrkgJI6tIVzlvqAKRHaI0tTobBV5PJsHAT//zq/TGzGwNY9v1GyssRbO7RxGVSW0JH4l7sGuvmjjjITUcknM2wlMDfqTcO/pCRa0CUI7LmrTOgJbQL8UW20mKhKlKHAGI0QoCFIR755YpB2YXOpMohDxx0vnGEs3qOeS/Mflk0xm63R9E4TkxY0RhvMtTDXANmJJ06P2Bpt+jkP2Fi/0Jmj4Nu3AZNbcYjfIECH4qdzzPNub5aFMh6/K/dH4Pvu8lL3Y77zPm8eeSdqb/SxrzSymFrJSyxO0Y2W0/AsqjRMRUpdEroqxYdA4HiAigeIIjLbA3pY4JUH1nI+e9kBIxgstjuc3+Zsbx6BhENohwT2Lz4ydYr5VAuLEC6ApIVEk+IejXyGUCsuZMp9wL1BZy6H0FYxGPHt3RgPQJI+duMWt+gCNMQ9j2UTumKhjPWzL53h6gwW/TFJx+ZGR6+z4aX4yf5F2ZPF0Z45akGQ8UeemP4Q+4PDA2Cp362VaXYtkwr2/otBj6ZlxvIEA6WkIXxBlAj75zEOgSA7NbvCOQ0vc2hlEjjv4u1ZsPCLi9rDetI+5qaGvJAiN+P5ay7FoiVQkWleBCPysRAqIUiE9O8LLqii+JMr5TJ3aYthukdN7XNkdJcgqPBUeotFOUL1d5EZnFqnCjbCIOxSgJAKEAssrJZACu9BDUyL+7dI7qbWSKIoklXBpdS18R+fSyjh+x8DIuLQPWkRS0A4tQrlnPGz22WdPsJ+s/463WiHe94M9k7Rrrs2jo4vcbg3Q/kYJux/LbjaOhXEldTZAdDW8gYDySIPuV8sofqxk1p4Arxig1TRSQy26jsnabp5q10bVI8zxNv3FNADPbEzyMzOX+OzGUT4wfhtL8bnZHqLlWfzTF36KM8OrHEzu8NGJq+wMp/nSykFcJ4s628G4k0I91EYTEYN2BwZht1oGAaGv4kQKn986gjocS3G+O3WTxztH+VL7GADz3TL9QOcD5RssdMpMlWqM23UaXoJqJc3I4C4dz+RccZn0o32urIzjhwI17WNfTxBpoPXhbnccaUjUbtwOpgUCb6pP9jmL9oEIc1NDqvH96x/qQySQ7v1kKCBZ6uGspJk4tomUgvcM3uHrlWmEkPQDnbnsLiNWg6qXwo00NDXk8tI42rKF5gh0Geuz+6mI1LKCn1LRdmIlNbMPfkbiVTMsZ5IYNRWjKfBTEOykYUSS6AqQJqYPvTGV/2fjQU6cucf5/BKmErwp8bfPPvvsff7+VsFLi9neDnv/r4Y9k7QfKt7jz+bfgdMxEZkIUPBKIXrJwWuaKGaI1CPKpTZhJAgt0HpxAZvUwaireMWQlOnRatvYyT6d1QwA3ZSKFsXmHr2OyWc3jqIKSVZ1mLW20EVIP9KxNY+VdoEzmRVG9DrNMMFPTl/lz8N3EN5O4w36lBMudS9BrW8TRrE/tVQkqgJBR2fiQI2U2ien9rjrDaEg2ejnuFEfZGO1yLuO3+aFzhjbvRRzuV10EWKpPtJXqDo2O7fKXLlvsDFWriMGJF6osjkcT5l9V6D1BIGMtc8VV2C0Qa6Y9IYkqhOvCmgO+CkwlkzcwViX3Rvx0K2AbsVG5OPWqkO5bZ6uHiBv9ej4JudKy/xXha/xF60zPLk+TWc5i94RmP34/gUpiX6whQLIjknPNzFaCv2hAK2pIlWQaiwQ09HiVQq3JBEhtKclRk3BLUSo/dgMRQpIbCu8cOUA2plwf6a9zz77vCyv1dHs7Za490zS/sSXH0V1BbllkEps3kEEuh7yjmMLPDc/hfRUdncyqGaI3YT+QFx85gx6GGsGaBEbLw4SWRL/dgLdkBgtQXdUECYihC9Q1y3a6T6/Mvssi06ZemBzr1vkPcXbDBZbZNUuGbWPJ1UiKTBFwNnRFVrlBC9cm6LWSFFrpBgr10kaHnKyTiSh1zeRERSMHr939b0cH90ga/SpuzYZI9YnHxqr0fISXCjf44l7czzbSvK19aOxnehQD9fXeOeDN5hI1LnVHsRVNdxAo9lLoBZdDNPH91WipSRROoSuBifadH2VqGaidZS4OE6DzqREibfLMXY0grTEWDcIkjrWWJfBbBspBbqIeE/5DhU/hWtqnEst8rs770MXEe1KktR6rDYnIjj6w7cZslp8dWOa5mIes6EQHu6QTjuEL5YQAfi52FK0fSDWNHcf6BJ4KoMDTbYXSriHHaZHKhzLxZ7oL9RHuZMcIrFs8I35SSrt9Jsdivvss2d56f722zEhfS/8/Rn32/XevGLSFkKMA58ABomlP/5ASvl7QogC8KfAFLAEfExKWRfxHfs94EeAHvArUspLr/Q6suARAF3fxM+HjM3tsFXLcHxwEwXJL55+lhebI9zcHgKgPRdgbWrxnq2j4g0E4Ckoow5hM/a6Vh2BW4h/cXpDic9RVLpti79cO81DA/ewVY8fL1/hU5vnOZbdpKQbfHL9EB8buUhe6/HV6gy25hFIhfOn7/LclTlI+WxcGkad6TCUa7G0XI5XApoGn37xFNJVWMvkqGgBqhJhax6Hctt4kcZX7sxRcZIEm3Zc/V4MEGaIdj1Fo2RjDq6hiohHCvP0QpOv16bpuAZjQw0sNeBUbo3qTIpuaGCcCqi6STq+ycGDO7iRxuMLB3GGY+GZ1FwH/4UcUo9nuADpHYHTTbGSs1HyHl3PwC1rKCLipwoXuesNcac5wNJaicSSQb8kGT61xYdHrrHaL/C5hSNoWohUJe50Hw04P7DC43NxWxuAF2hkEn0qFwfRbiSJjsQDEq3Y5+zECiWzw0o3z2orT2U9S6Lo0HdVlLrON02+3qi422efb/JWirn99qnvzNs1WX+TVzPTDoB/LKW8JIRIA98QQnwB+BXgS1LKfyaE+C3gt4B/CnwImLv/7wLw+/f/f1lkJCBQCNISe6RDQvP5+NHneSh5l7+onUUXIT81eIknzMN0A4O1TI61cAC9rqC3VEQIfibCuJokOOziTEWIjhZrkacC5KDHbLlOUvMw1IC80ePTd09wanQdXYTMpnc5Ya/yt9UTZE2HF3tjpFSX8WQdL9L4paGv8/nGCbJjTZorWaSAfsNiqWaBKtGMEHWoi7uSAhWyVp8fH3qBhX4ZlYhLtXHyZg9ND9m6NoAs+eTmWnQck6TlURVQLHR4Z/YutuIy3x/CUnwyep+bC5M0ikmGBxrkS12e3JnFD1UulJdoKgl+Y/xxPrH1MDOpCg9O3WPGrlD1k9xsDmG+u856M0ujloRIoATGfVcvBV8YVCsmj7dsIl/h9vAgKxtFErdNTAucsYCPP/g015ojrPYLXK6O4rsaXstEcxT0YQ+nYfGZqyeYnKgQSUHHNTg/vMJ2P81GIcTa0RCrCZq6xTsfusEzSwfwezqHDmzy0NA98uM9nqkc4N7dNGFCIvVv/cG9IXG3zz4v4Q2Jue9lhvztHvd2n1l+t7xd78srbiBKKTe/OXqUUraBm8Ao8BHgj+6f9kfAT9z/+iPAJ2TMM0BOCDH8Sq9jrhoklmPN8HMjK/zS2NOU9Da33RGOJze40R7mz7fO8r7cDU5l1hhKtjh4dI1oxkFvChRXxLO/kz1QJMaGjtQjokmHwkALgOl0BUvzOZ1Z4/LuGKVsB0VI/vjOWQB+/967OZreJK25RFLQ8G1Wu3ncUOMz9VNUvCSW4TM4W4Fxh3S5Q6Lo8N7jt/jhmZucHl7nwoXbzB1fI633SasOkRTcbg+y205xbX0E3Qg48I519HUDW/cZzLbjKvUdg2bH4nduvY9tP0da7XO7N8gz8wcwmgrKjkHtmSF+7ys/xOpOAU2JWOiU2e6l+UbvADOpCgBnMiv8N4XnKepd0nqfXx19iqTpIVRJutilN+nj5SSBLdEbCjIVkE72kYHC7uMjqDsGbikinOvx2OmbOKHO+0q3eKE2wtatAWjq6CmPQ+eXcHZsRFdDaWvstpOsLpfwvlbkySdPoImIh07dpT/sxy1smYDLW2OIBRsCwcLFCZ5an+GZygG8SCV9vIox2kVRozc07vbZ55u8UTH3eicRKeXbLjG9Hrxcgdpbmde0py2EmALeATwLDEopN+//aIt4SQniIF99ycPW7h/bfMkxhBC/BvwagIWN4gncQoQ92aLu2vQjnbvOIBtOlpOZdZ5dnMKwAm7mRrjaGONupcSBYo1fPv4MW3NZFjtFDCVk10mysVSK+51VCZsWtaaBmvExlYBJu8YXtg9jqCFj6QbXtofJJh2uVMcw1RBfqiRUn4afoGD0iKSg5VscTW+y1C4ShCqaGjJaavD+oVv8XPYif9U+ybS5w+XeZHzd9TLvLt/ly/XDvD9/A12EnMsv0wlNTtirrHglvvIgLKyVUbdMCker9D2dkVyLjmfwh3cfxnV1vLaBuaHjZe+3vDkSra0SAGsiRzVhM5Jp8eTOLL8w9ixfqB3lucokzzSmiaTgTmWA/6nyEYazLXQzoL2bQvRVglxAYlXHT0mUtka7nsNwBJEOQSbkx85eZsqq0osMDpi7/B9Lj7J5eQgsiVQlR0e22HWSPHbmJk9cPoLSVehtJ0GTdA96WBmXvNkDYHyqwlZ9COGqCCFRDnWgkkBMdGk2bVoL8fK9NCJ+6B3X+ERffcPibmJi4uXCfZ8fYPZj7q3P2y1Zf5NXnbSFECngL4D/XkrZ+nsKPVII8ZqGelLKPwD+ACAjCtKZ8BGOykyhStHs8kxrhk0nw5HMFrPmNrMjuyR1lzUnz0YnQ283SdXus+OlOZu+R0L1+OLqIWzTQ9gBYSJANwOm56ocy27yzO4U3cBkwGjzkyNX+NcvPMZOI0UUKUgJxVSPla0CX2GO9wzewZcK3cDEUgOcQL9/D/7uLY4kmzSDBH/SPEte6/IHa49y59IEkQZSj3jSngXAz2n8d+UnueQO8dfV03yy/iAPlu5xJLtF1nB45Ow8lvD555//MVZuZBASzLrAUCEYjQiNWGiFUODnIkQgQJeELYPejsWdRJLSaJM1r8Bio8hsrsKpzBoVP8XJ2XW+uHWYhVsjANhDHXqahX3XpF+OEBFEZoTQYnOSY7PrvKs4zyPJ2/x5/Ty3moPcSQwwlmqwWi5izxtIReGqOc6xmXXcUCM/2gQgm+hT7dpM52vYmscj2bt8tTlHxzX4uQ89yZM7sxhKyN3VQcwdjSATJ2ezpqB3oHVQ8vnLx0H/8hsWd2fPnt2fnuzzn7Efc28e368+7DezaO/1fu1XlbSFEDpxEH9SSvmX9w9vCyGGpZSb95eEdu4fXwfGX/LwsfvHXpbUvI57poOteTycnceXKlbW56Yzwoaf56PDlwHoRSY/VrzC7+rvRwjJi/URFCGZS2xzYiBNRnNxPB1TD3igtEZSc9lx0xhqyLDVpKS1KWgdfunYs/zJ3Qc4MrDB5YuzbA2r/Orpr7Hjp7neHqbjm1woLLHey7LRynDNGuFwdptPr57kzPQKG90sgVTwQo2r8+OMjtYI0yGpeZ1IU1joTBCUPX575cN8dmaZtmcxkowtP6+3hhmzGxhKyL++9B6iQEGRECQlkRURGnFC0zoCrxyCAlpTRXFju1GtpqEEoLcEkabQny/xfx19CNWIaNhd+pHOQqfEvXoR97kCui1BQljJkvBj5ThkrL5m7Si4BYlSdhi1G/zpvTP8beIofqiiqyGqkMyktqlOJVmojxGZ8dbDrcQgZyZWmc5X6QUG06kqFTvJodQ2CpJPbZzjdH6N3zr8t/wvL/wYrqMTuSpqQ8OdcFEB2dFwCxH9WZ9jUxvcWBqB6I2Nu332eSn7Mbe3+F72pV/6mDdz1v16DxZeTfW4AP4dcFNK+Tsv+dGngV8G/tn9///qJcd/UwjxKeKijOZLlpa+IzMfXuBQZptuYLLp51jt5wEoGx2aYYJNL0vDj3XCbcXlH04+xZXuBAudEn9z5xjF3CSjqSaHk9t0HZOHh5dIqB4VN8W2k2b51hDrlRxnJlb5jeEv8+8rj1BOdzmXW8Y4H1JzbVQR4YQ6I4kmjw3e4rP1EzRdi2Kyx6WVcc5OrPCLp59lo5/jQLLKu9K3+WLzGBtDGdY38wyN16ik0oRVE2lG6NsGfsnnxt8eJExIluQ4al+wlo+4vaPQHQ9JLqt0jnjkZmu4vk7wYhavEFKajh2vdlfyWKs6Uov3oREQ2hFa9b6bWTFCGpLUdZPeaMTd1UluFkcxtuNfbXpL4mUFnZMu+qqBEggUHzQHlBa0D0SE6ZChTJeL2+O0OwmaTZvRgQYAZzNLPF49xE4nRXquQWMjg+ILfF/h5u4gc8Vder6Bqfg8Nz/Fc/IAMhQcnNriSn2M681hNC2EWxlUF5wzPQ4OVrh7bQxrpEu/muAfnPka93olrJllPqN+ax/qDYm7ffb5Jvsxt3d5Lcn72537dtrzfzUz7XcCvwi8KIS4cv/Y/0gcwH8mhPgHwDLwsfs/+xviFoh54jaI//LVXMhcegdL8amEKZ7anaXrG3xw5Aaz5jbXnDHcSCOpueS1Hs+2pmn7JiOJJrV+ko8ffZ5eZHC9OcwXtg9zbHiTa/VhdDXkdH6NTSfD+TN32e6leW5hiob7YUbtJgnV53pnmGo/yUiyyaJT4nhygzUvz19XT3MivcaH8i9yuz/M5eQ4F1cm6I0YrDRzjGRatAILXUTkLYdO2qTrGswM7fKeE3f45MJZugkL856FM+0hHBW97JDNdOm6BnJGoHsa3cgGX6HXN3EdndLZXaQUhJEgafggwM9GaF2B0VAIUhKpgJeN+6HVQYfAU+kcCRGqJFQk5pKJVGIhlOacIBxyka5CZIJrSMw6GC1J8yAoviAEKvU0U4NVMpZL14uFXM4UVnmhM8alF2aQiuTU0WVmCpVYdhRBz9fJGn0iqfCN6gSJWxZSBfeQw3ozy5nhVWpukozlsnXU4f9r702DJTvP+77fe/be9+7bfdeZO/s+A4AgBqRACVxkUIvJ0LZcrlLJa7kqTqIslaokVU6cWPngWHbZ/hCVFJdlU0kU2aQoMqLETSJIgORgGQxmv3O3ufvte3tfz/7mQwMUwsIyNEngYti/qq661X3Offp0P9X/8z7vs0SiDinNJ6Y7aAOB3bIoTDdZG+Y4Fqtyq1fG0IJ31e/GjHkDY597j3mnaWDvJN5v1y3tYRHudxRtKeVzwFt9ik+/yfES+E9/2DcSVx3qXozLqSU2I1mOWFWuD6ZpBVF0ERBRPZ5O3GLDywFwZTjHQrtErRdjO53iuY3DZGJDNCWk75lMxDq0nAhfWT/BR6aW6Psmn5m8yu86T7Bwd5J74RSVI/sA/OLkDQahgS4CjpvbzBr7TKTbfL17hl0vxfnIOjUvTq9scn1tkkjMYbWeZaudYjbdZCY+ejy7Og9J+L2lx5jNNDk9u8Pe0QTP3j2G3laI3IvTicVxM5IgFqIMBamjLYrxHkNfp65E8XyVfLzP8maB7o5JrCUYlEPclCS2KUbtQ1MhiUWNYUkilqLIiodqBQRDFQIFPzoachLqoy9OM328oYlqj7qVNc+FWDsqfixAxn30qoHvK9wnRynb4US2ys4gRcOLUTS7SCNE6CFDX+d4qsHl4stMBMT7AAAgAElEQVT8efsEbS9C3uhxfb9Ms55ATUlCQyIUeGLyPs+uzjOZa/Ox8l3yM108qdILLG52KxQvVpHAbKLJnWaJa/uT1OtxXFt/V/1uzJjXGfvc+4cHDXe/lYi/nzkwHdE27QyHIjVqfgJPqjT8OFmtz+9vPkbXMfivjn2DgTSpeikSqs3p1A7f3TuElPDt9Xky8QF/c/Y7VL0U7SBC2Wix46ZZWC1z1Zqm7xjsDJOcye+wHRmw3Uni+Bq/PHMdXQSYwmcQGiw4FWp+nIVeielIk7oXo+YnOBvdoONbXL6wwu+vXGIq1cZSPS6lN8hofb5RO0Eh3WN5t0Am1ef2Wpl+xUBKwTOnb7Iym+PO/TKaGZCID2k1YwSmQsJyUJWQS/kNlswClupxY7uCumMSmJLhaRs50DB3dbyExEtIMq+qDMoQ3RlNOAsOBwS2inBUiHuY+QH9ookVHdVRi4aF0VAILPALLpElEy8p0TsKrqEQ6hLhCdiMsNUy6FRMurUYuZN9FrsFPn3pZZZ7BQrWqEROESF/tnScZGLAipIjZnhYE012egUi5dFEs75vUMl2iGgeX9s5weOF+3x7d55GO0bgqExXGswl6+giJKa7bC8WUAfjFqZjxvy0806jSH+U/emHQbgPjGh3fZOr7WlOJKpMGQ2udA6jINmojva2v9I4TVJzUETI8eguUdVlKtEiadocSeyT0QcUtFE99vnoGp7U0EXAX730Elf25+h0Isxna6x2cvihQr9jMdRD/t2txzlWHuWVfLRwh0Fo8HJzhrVmhhUjRyXe4WdyiwxCk+PRKqbi8bHpBdYGWRZqRWrDOFHd5USqiqEGXC6uMm/tkT3a41vtEygifE3oJMdmqkQ0j/V2GqFIXnedy7kVrramub1WhpZBdEdhMBlAyuNoZZ/la1MoPqQu71Gtpmk+JtD3dPpTo1C5dt9CdwRuOkRrmQzTOkraxb0fx7AFRmu0j+3FIbpt4iVGpV3KUMGsaqhDgZeSmHVB0NbokkBLu9zYLTPcjdM9YbG2l0XTAzxX4/nkYY6W96j24sylGvQ8E0VITjx6i8eSqyRUm2v9GRK6zeFIjW5gMQx0ZpJNekOTQA2pthJU4m0WOxnihos0Q3wrxIq674X7jRkz5n3Cg84Xfytxf78L94ER7ZPxXQB6gcm0USeRsVl1CmxW0nRckyvrc1Sy7e/vsz6/eZhj+T0Ox+t8NHWLbhhBFSHfaR+hHxicSWzjSZU/XDjHzx+5w7nsFsPAIGMMWerkuXR4HUMJ0JQAXYQstIosDUo8mljlkcw6Uc1lqZFnfxjjt25+iMlcm+l4k/lojVPRbRQhWW1lOZ7e47tbc9QHMQBaToSZUoNVpwiALgI0JeRIYp+UNqSod9hJpVnqF+h5Jvd2inzOvkB/YKJvmPhRiXexx1S6y3YtzeoL0+jD0VhQt5lAOgrCVfByPrH8AMfWcdsGijOajx1EJNaOitiK4GRDwsND+p4CXZ3YuoozugfCyg/xXA1PMXFzo3C5k5VEtwVBRIV6BNeMEGkKdtanCUoh0hcEJYfaVoq6mUAxAlLFLfYGiVE71EAjoduYik/ZaDNv7bE4LDFptmiLCJdSG+wNEmzXU5imx7WvnwAhaQIiG0LSw/EOjEuOGTPmPeadxPXtXn9Ye5EfmF/IR2MrpJUBX2xfAiChDMlofU6md5kxG3x+8wIb+xlShk3DjtKvRalGE2SMIYNwNCv6f1v5efKRHqEUfKN6nL1OnF899QIZrY8nVZp+DFP4HIrU2HWTdH2Le60C5VgHx9f4pczV70/m+h+n/l9+QzzDk5kl/m8eww1UanacE7Eq9+wJ4qrDz00ustgtMpdtsNVOkYrYbHeS/E7nMv/z6S9hKh5LgxJJrcutdpnjiSpRxeKJ+CJOqNFQYyxreVrbSSLbGnZ+VDvtDXW2/TSG6aG0I3gxiWIrhIEJeggpD9HW8TyVqUKTXT2JXY8QvtaYZDjtgQL5cpvPzL7Cn+0dZ+n6FMMLA7TFKH48JOiYqFZAaIXoaRtlPT4a8PG6qNcEfvQvvp8wESA6KtE7FnY+JIwEsGPxTY7iDzQqUw38UCGuOiz1CziWRlx1WOiW+PLKaRJRm3YvQrAZHU1G247iZ0OQIHyBNEPMVQvpP5wNEcaMGfNgPGj4+0FF+GER69c5MKL9ldZZur7FpcQ6/8/+BzgW2yOQCiohC4MSE7EOlXibgW/Qcwz0hoZb0ej6Jvt+kudb85zJ7FBzYyw28jTvZzDrKr9rP8FErs3jhfvsu3GOxfbIaH32vAT7dpyfnVik41vkzD4rbhFLeFxpzLHQGzU9+nbzKP/wyJf4X1c+yUcLd/ns8gf4x6e/wIpT4kanwq9Vnqfux3k1PirX/J43R8xw+Ue3f4GzxW1KZpdNO8OHc0tsOWm2nDQvt2dQhKTnmZRSXUh18Q8pNHpRvKUEVA30riAwLXQH/IggtAKihT7DvokcqmCFnJ/c4sZOBdfWsHY11HNtwlBgGR62q/PM9C1S6oCEYVM8sc9kvM3LvUMIKwBPIfQF8VIPS/epHTPQ9nX0rkBq4CXBS0i0nsDogNbQXhN1iWoLgv7IdYQSIvoaO7sZ5qf3+OrWCU7ndnl28wjlZIe2YzFfqHH7xgxKzkF4AqOnEEQkQTIgXeyiKCHdXgQ3rzxAY90xY8Y8rDxI2PudXvtx2X+3bP6wHBjR7voWH83cphVESWoOz9Xm+SvllylEO9wcTlMdJpmKttgjTvd2lmDCpW8bXNuc5KXl2VHOZ1snPdsahVgF2FMuStVk209zU6/w4cISM0aNtDqg7UfpWhZlo8W11hlKVpd2EKUbWFzOrfC7Nz9IKjHgU7PXeWU4x38y+Qrfbh4harp8t3eUrNYnZ/ZpBVFsqXM8uksvsPjwxDJfXT8BwK3aBL2UyfnUFnHVZtdOciy+Bxbs2kn8UKESa/NEeoVuYPHV3ZOslUzUuo7eE6N66DhITaK1VZxeAnTQCjaRqMNyM4fvqaTTfZp5A2VoIIRESkEh2UNBsuOlmYq2uJxZ4SvVU/zjpz7Pby58FNvVURRJLjagY5v84vlX+dOlk6imj7OWROuLUYa7o+DFBaEh0fYFzhEH9f5oxS98FVWVBAHQ0Lm/NwUhfMfP4yUkzPH96ENkW8VxLVAgNCX+hItmBHT7FqGnoG2bqCrouv9euuGYMWPeQ95rYXy7hiwHZS/8wIj2o8n77PsJVCQX42sciVaxpc4L/Xm+vH6Kp6fuUTbaxDSHF9MBSkvHN30CX0H6CkKVKK6guZNEa2vIZIC1buAlQ0JbpeOapNQhIQrP947xZPweCdUmp/aYizVY6eXoB6P65I1uGlUNebS0Qc2LoxIyabZQhOTj5bt4UqXqJfmZ1D3uDCu0vCgxzWG5l+d0cofZTJOmHaEztLi5XWYm1qTpR7mQ3KTuxdi1k3ym+BJL9gTtIMLV7gzVYYL97mhf3GiPlpv9eQ9rWycwJVpfwUtJyLhM5lus3S+gRHxULcR2dZAgqyaUHOIRh4jmcdza4TvdI4RSYWVY4BOl26w5eWZSLdxQxQtVdtpJEhGbP7l3Gk0P6NWjiIzLMKGABC8p8MPR9K3eUQ91zyAwQPQ1/LyHXI+N5oF3R/OzpQp+VKI6Atf/iz7ibloiBQQ5D6FKpIRg30LGRyIdmKPvL6aNE9HGjBnz3vNmNeMHQbgPTDAyrQ5IKDY1P85Za4M5o8aV9iGu1OeImy4nIjvct3PcaFXQ0zYnL6zxa6e/B4AaGf3wRw53QJWjsqb8AHvCR+srCF9hr5ZkYTDBKXOLJ+P3aARxFBFiS52Pp2/wodwyoRQsN/MAPDK1wZ3mBGWjTVKziSoOv1Z6npLepheYnItucK0/w5TRYMJss9zLMxttsNgrktRtLhdX+V/OfJEn51b51tY8DTfK6jDP2iBLKAV/UH2MdhDhj1dPM2m1OJLY52NzC0yWm7gnhvTmQoyqhj3rQNlBKpIwEnBiepd6P0o0NyCVGuA7GoYWUDpS4+iFDcKmwZn8Dn9p4iYv9g7xTPo61+qT/PGL5/lW/Si7bpK5eJ2/UbnCR4t3OVGo0upFmSvVOV7cQ2iSSqlFYaLNyfltysf3kDkX4j7CV0CAX3IRIVhro5scvaMgQkEQgcCShAb4KZ+pdJufLd3DDxX8ZED0UIf/7PE/40PHF1HNAK004JPnbhDLDEEBP+/R88z3xgHHjHmfIoR4aIdjvNe8PkHtB1fg7+XnfWBW2v/olU/yzNHbDAOdP+mcJ0Sw3s3yS5XrXOtO8Wp/mqLRJZL28EKVjmPxe/ceQ+yZhBroEwN6u3GUoUIYCRkOo5w/vca9r89DCGFX58/Xj/AzqbtMak2KapfPtR6l6iToeSZnU9t8pvgSXxCX+KX8NXb9FIdjCVLqgJLu8d3OPIOoyRFzl4Y/Wn3PW3vcHlTI6AOeyi5yrTvNUivP6dwupuLz9dZpAil4ZuY2W3YaX47ukRQhWW7mWO+Msr6W+gUSmsNH0nfxQ5VXgMdOrHO3XWK7k6S7FydMhwhfoeNYAIShQnM7hZ5y8EOFvzbzMv/yxaeJbqg8K04x86EGSc3mv735aXqtKHNHq7y6MsW9RIF4xKGdiwDwVHaRthvBVH22uilKpRb6axPQqoMEtqeh6QGhFExV6mzW0kQMH6epY8+6RO4bqA5IAaEObl4SmiGR3JCOa2IpHv/kzOf50+mz7NkJdtwUG70MQccg0EJuNsvk4328E0PqL5QIewfGJceMObC8mWgchFXgw8xBGfV5YH4h04kh31g/huOM3tJsoUnXMbjTL1Myu8RVB0+qXGtM8VRhkbhq89W9Uyy6GjRM3JaJ4iiEsYB4sU9vP8art2eh4pOfblFfGwnkd7pHeSy+SkwZtUSNqw69wGR1kOOR6CpPZ+/wB9VHmYq2MBWfxyKr/Ob2J+h4Fj+TuseXGhfp+iYpbcAj1n08qfHF3XMsrRdRzYDQV9Dyo3KzfmAQUT0sxeOv57/HS4PDADhS40Jykz0vwdXaNG6gcrMzgS8VUvqQvzv3HLoImLNq1LIJnovOs1HNYEY8theKKD5EtxSCokRfi9Gb9vk/5JPomwZ2MUSaAXe6E/wXla9xJTVHx3KQUhBL2fQbETLxAecTG6hIPrd1cdSO1LJpLGaZOLlHvR/l/lqBTLFLcy9BNDMEoOsYGIZPKjakMyuJWS51I07Y1UksaYQ6qLZAqgLX1dh3kvyBf5GtcpqkZnPHnuCV7Sksw0NvqvgVn61rZUQ4Co+bnkBGwzd3kDFjxow5ALxTq9WfNAdGtGeSTQ7F6rxYm+VQss79bpb5TJ2ub7I1SLHbTfCr81c4md5FFwH37TyT0TaLFFGzDsG+hQhAuAr9rgWBGJUTRQN6L+XJP7bP/nqGzWKao5EoS3aJ9WGWujPaR04aQ57tnCCjD1CEZKlbYDrW5Lf2fpZ9O05Mc7/f4CVUBdN6nd0gxWfvf4BGO8Z0pUFraNGtxbi2P8l8poaC5Kn0AmtOnm/1TvBX0y/yufYjlPUWntR4dv8ogRT0PRPXV2m7FtVhgpQ2ZN6sctTc5RfjN3kivsgrE3N8r3GIW80Ioq7RPepj5YcMegZ61WAQMzFdQWBJxFBl4Btcs2d5PHufV1rT+FLBiyoYmo8XqFjC48XOIdbvTIzmYG+pGBrUr0xgNkArS5phEnzBYD8GisRPOczlG+hqgOur2J7GZLHFRq/AcEKi2hBqEnWoEFYt1PKAn5tcZG2QpSbirLw4DQoMZvt4OR/6GlpPoLrgpsCLSbAPzI7NmDEHlrcSjod1tf2wXtd/DAdGtE8kqtztlriQ26Tvm/Qck4w5oO+ZNIZRVEXyQusQT6RXSKl9zkfW+cPGJTQ9QAhJkPIIXms8oq+ZBIdtxIaFsaGhDaC2miUx1eHqq/MsTBaZzTT5YHaVT2Rv8GLvMHm9x7++eZlEfMgTE2ssdgpc3ZtmOtkkZ/W5WS0TNV2OpGs8mlpjxS3SCywuFjYZZnXcUMPUfGbSLS5nV7jWmeLmXpkQwcXkBk9F7/KdwTyLvSI3ggqnkrv87elvc88u86fbp0iYLrVhnEAKtu00Ga3PqlPEi2rowseTKo9l1rgXLxL0VKyqhuvEUINRaFrbNkdZ5gOBkwio9hJMT9b5D1uXWNvJYUVdThSrPD55n5VhnrQ64HtbswBYuypeUhJO24SegjMpMLd1AldBuALVEfjxEG8vQidp0hlYnJ/Y5tXdCn1XB0UiwtGoUMUVBKYkMEf15s9VD7O7lWF6uo7UJJQdVDXE3NHRexBYo9Iyv+Jg3LfeYy8cM+b9zcMqbD+J6/pRbgRev2n6Yc5/0HK2d+LAiPaL9Vk+UbrNwqDER9J3ORLd416/xMAflTENnFHS08Jggo+nb7DnJ5i1GpRSXbxQYbsZQe2qBKkALymQbR0x4eLN+rgbUaQeYg8NhCfo1aNsPJvm1vkKTxxb4eO5WyzZJX7x2A2utybxpMLinUnmT26TMwfENIfJ2RZbdpqOZ41qn9UhDRHnXlDED1WeTC+TUIe0gii9wOJyZpnZaIN5a49po86fdM4RVVx+pXiFb3ePcy66zpXuPL3A5GSmiqn4fDx9gyVnAlPxqHkJHo8t8+XWOYpGl0FgsNgt8jdOvcj6oSwv7k7jDUxSiQGNrTRa0sXp6RgpB0uRnMnv8HvVJyhHOwQlBVPz0ZSQk9YW9/olvlC7SCXdoa77dAsRwl0L9k3Uos3pQztsl5M02jFUNcRtWETXNdy0ZG+hQBj3YQKipkezE0WYIV7eI7A0opsK2kDgxyRyqFJ/tYjhwaaRAUsiqiaebxFpQ2iAnQ9RHYF1z0J1QIyj42PGPBAPq0C/W/w4Pr8HFe4fZxb6gYlFLu8W+FfffZquZ1H1UqTUAXUnxidLN/nL09d5cmoFO9DYHKT5b176K/yT25/AkRrnslukTJtEoUeQ8VE7KmrBRkl4WHEHr2MgVYmwVWJRB1Gy+fDpe2hP1zC2DF752km+UL3IEavKN7ePENNcup5FpNzjQ/llPphcZs6qAXA8XiVr9rk9qBBKhW82j6MKSdYYificXiOr9pgyGrT9KGWjTUK1eaE/z0KnRIjg+nCGjm/RDSIcjVRpulFmI3UabpTf2vwIWa1HLxiNvvyXG08TUT0yWp85q0Yp0uFWt0zdiZGNDsmm+jwxscZnPvAipyd3OH98nUOFOgB3m0XcQENTAnYbo+Eo55JbvDKYo+7EuLU3wbn0FjOpFmentggzHmHKI/AUbn/3MM12jETM5mhpHxEJcPIhelcgAiAQrHaypCNDpvItZidrVKYaWHuj5iheErSBQHEUhA9uxUMzfGTMJ4wFo17nSejP+ohwdKyTDxlMhoT6e+iEY8aMGfND8lbbFG98/CAPxUr7qflFbtTLZI0BdqgTVRx+feprLLtFjpvbhAh0EbLSyxGLOkRNl9VBjo4b4Uhin1AK7OiQbtHgI5Ulvrl9hKFjkJ9sM3B07PUErWqCeKGPH6qU4j3kOUH/1Sw3rh5i+1gSx9M5mthja5jmkcoG+26C9WGWC4kN4ppD3Y1zt1GiFo3jhDpX7h0ikhiFe6/os5TiXZp2hNlEE4CWG+HvT32TGaNOPRono/W5YK2zZWa4Z09wMbrGJ3K3uDss80R6hcVhkbQ6YNvNkNH6nE7tsOck2HMSTFotup7FycQun732OLGkjRCSmObQ901ublaQIWhGgKYF7K7m8GdU9rUYv3b6e1zrTPH7S49wLL/HSjNLPt7nZqtCxhowHWlSOdPh+e1DtKoJ/FiIsRShNa1yqbTJXSMgyILvGqhDgdHQ6RVNTmWqLLSKRHSPtZ0cWlISWBLFFpgtgZsNkLYKnoLvahjbxmjPXYLigFXVCFWJXRnNDVd66uimYMyYMWPeIx60V/kbs8l/UJjfqknLj2N1f2BE+2OZWwBsDtJEVJeK0aQvDTbdLJtulvPRda53Jnkqv8jv7DzJZKrNteokphaw1U1xKF1nNt6gYrbZdlJ8pLLEY/FVtr0M/2bxgxw+t8XynQr+q2m+V0igdRX8ssP85U1awwj1ezkiVYU/XH0cqYLMuiiqJAwEz+6f4fLl25hKQDHWI6nb5IzRCEr3fhx9tk8u1SaqufiGwvnkJleac/zD2S/x9d5pUuqQDyXv8fn9SzgpHU+qfDJ5jRv2NAWtQ1VLMW3Uafgx/unyx7mU3+ByYonDxh7/bPXjNAYRtHLI4ViNxV4RKzZqQGLbOv/++iX0TRMsidFW8FIh+qEuWleltplGTbo0i1E+kbvFL+Rf5Yv7F+ivphiWTDQ9oBM3UZAsNAq0GjHQQySgn+3i7MX45nfOoFYGBL6Ol/Ux9jTsow6mr3KjXqYY67GwXSKT6dFWJQIIWgZeoCBiPmHahZZBJOZgnBnQ2o8jiwHKloVmC5RAIIYqZFxCXyAPTOxnzJgxP808aAj7zUrB3njuj3sb4x1FWwgxDfw7oARI4LellP9CCPE/AX8X2H/t0P9eSvnl187574C/DQTAfy6l/Mo72Vlxijy7coRsqs+vTLzAy/05au5xUvqQu+0SJyNbzEYbRBWXY+U9HsussdNNIIRkJtnkmfwNNt0sU0aDL66fwfU17qQnCEKF+WydRzNrXMpusGMnubozTT9qYVg+yxtFyhNNIrNd+lYMEQkQaoi2ZY2mZlmj1eNLf3yGYcVHz9oYRsCNvTLGpoGXDnE3Yyy0LPSEw98/8xyKCDmV3GXZKxJIhQDBf9h7BEMJuNuf4PHkCrbU+XR8he84WSzFY8UpUvdizCSa3GlPMAwMur5J3zX42PQCTqjzlc2THM3sU0p1KUc7bPbS7DaSuNkANEkQGW0IK0qIPt9FvZUkaKt8YeODpE/Xmc/UqA3jhEmfs5M7LDdydAYWblzFC1Quzq/zyuIoOc1eTBHfE4gQ+kTRy0PUhRhOJkTbMfB0nf1YBDktOFyq0XFNLsxsoAjJDaOC68ZQ9JCgq6NnbeyNBENVEp/qEoaCQV5FXzMYTnkkSj1ipotalPTjw3fV78aMeZ2xz435UXi3cgweZKXtA/+1lPKqECIBvCyE+Nprr/1zKeU/fePBQohTwK8Ap4EK8HUhxDEp5dsGPpt+lMuHVlCF5LnOMXJGj/noPoFUOJ3a4V9vfJi/PvkCBa3Dh3IW17uTfLiywr1OkcuZFZ5vH2VnmOQzEw1O53e5U5/gztIkesLhSKmGJ1WWe3kqkTZPTq2wlU0T1VyubU6yvZGDQGBkbU5OVNnqphDZHr80fYPP3z8/GmZRAfo6yr0Y/bKP2lbRJMi4j1o1MNo6zlzIF7bO8/TEAo/GVtGFz8nIFle68wx8g9PZNcp6CwCVkL+58il8qdBzTY6nqwwDnTu1El6gkjEH3NwtEzFdcnqf5UGBUrzLWjfDx8t36fijfe/NagYUyeOnltnupaj3onRrMSpTDZp+EicRYO1p1KpJbE9DVwMeOXafaxtTBC2D9GSHvUGCSrJDbRjn/JENoprLQqNA5JzPbj0FVRO/YREmRvvaXiZECkl2qoXjq2w003z6yKv0ApNdO4lleDDVx65F0LoqpJyRb6RdNCVk4BoQCoZzLkIPOZxpoIiQrmfhht9vffqu+N2YMW9g7HNvw09j2dVBvOZ3FG0p5Q6w89rfXSHEHWDybU75ZeD3pZQOsCqEWAI+AHz37exciK1TNVIcMXfZ9jJUvRS6CLgYvc+3uie4nF+h4cf5s+YJssaA4/EqbT/CZLRNVHE4FKmR1gd8tX6an8/dYKWdZ3K6jq4GLFXzlCJdzia36fgW93pFbF+nYPV45uht/ujli2htFS+IcMOtEIm5HMvvcbNb4XCmDhlY72To6hZsJIiujrKltCFIYRCao37b9DW6tsmLzVmWB3n+WuEFJrQ2jyeW2bFTmMLnn994Gl0P+Acnvokbqizv5TFNj6vuNPVagmjS5u8cf545o8bXzdMoIuRybJEpo86NwTSdqMWmnWHfjjMVbZHJ9Ojs5Lhyax4t7qHpAUpXw1ADzEcbBDczCB+MbR1vK0V/1uGOpxGNOpyZXaPjWbTsCNVugg9PLnM0ssfV7gyfmr3O7W6Zra0swpCoGQe/bSCFgt5SkCo0NtKoKY8j5T0OmfvcHZYxFJ8nK6vc72epRhI4vooqJPOPbNPzTJZ2isiqiTE5QK7EYG5A3zeIaS73q7nvz9N+t/xuzJjXGfvcW/O6eB1EEftp44fa0xZCzAEXgSvAk8A/EEL8KvASozvUJiMn/94bTtvkTRxfCPH3gL8HYBHl3+8+ypnUNn/Ye4R9O84Hs6sct3Y4b9TYMPeJKg6qkLjhHEW9y5nIBmtugU03Q0K1OWttcNepcL05yWe3nuAjE4s8v3+YUrTL2cw2k2aLbmBxOLLPjp0imxh8/72cPrbJWjPDcCWJ9Ezsqsmt20mCiCTMechAEMsMsVsWWlwSmBJ1KLCLoyEXoTEahiEVSXsjxaFMnUPROp7UKCgDPt99lDu1Ufa4aXpMpdpc6RwmbQz52OEFbjbL6GpAdnrAp8qvAKPtAoCrtVH7VoAZs8FT2QW+2LlA3Ymy0CmiKhJlro+6EUXZ0wgB7WifvU6cQ7kGd800hOAnJGHcR9s1qTy6z18uX6PmJbjSmCOmu5zMVPn21jx7+QSvbk9yzZhkYBvkSx1at3Io7QiWI7CnPHxllDCm9VT8SMBktM2f1M5wIlFlsVXA0nzcQGU21cAOdEpWF0VI7u6XCHoakZke7locaUnMWzGWbA0cFRQJ4ZtmYv5E/G5mZuatXH3MTzljnxvxukj/pPZn3w/8qDcqP+4bnQdO+xFCxIHPAb8upewA/zswD1xgdHf6mz+MYSnlb0spH5VSPqpj4oYq68NRq9FHMussDwq0gih/1DvJM/EFLMXjrLnFpNXiS1tn+GrrLAWtw5YXPTgAAARMSURBVCdT10goQwIU1t0clVibpwqLrPTzaEpIKAXnYxvMGjWeiC8SUxyOx6vU3BhOqDFv7RPXHeKWgz7Tx6wpBDlvlOXsiVHjkJ5GvxZF6CHaoR6kXZRDfcg5pE/VIeegeKDYClKThFLhkLnPlpfhqjPNS/sznC1u89LaDP2uRRAqKEgGvoETjkLWW80UpWgHW+oMQpPj1jam4iGBP1o/x8/Gb5NQhwxCneudSebjNWKay1yqwcWpTdTpARztU3i0ysWpTU4Wq1xIb2LM9XBLPqJoo0Z9pCrZ7SSwhEeI4Gx6mzPpbW43S7TbUW7vlwgCQWsnSRgo1Btx9M6oYYqbCUfbCJN9grSPn/VQtJDlTh5FSHbs1PcFezLeZj5eo2D1CBG8Wqsw6JoIM2TYjBBkPYymgjaA6D2TeKlHLD9AM/7/kcWfpN8VCoUf5tQxPyWMfe4v+GkU6TcOCfnBYSH/sf/vx8kDibYQQmfkxP+nlPLzr72RqpQykFKGwO8wCgsBbAHTbzh96rXn3pZQCqqDJDuDJNt2ml/OvcKE1ian9vij7mmSis1Ve4YtO03GGvKBxDL1II4lPAC2vVGZ1CcyN8lofc4ktmkMIvxc9i5fa5xiySkRSIW0OuDF5ixuoGIqPovDIpvdNEfT+1iGxxO/cJ25qRpB2kfqEto68TWFdKmLHKr4nooMBb6rYkVdBo6OYfmEeW9UmzxUWG+nKWgdcuoow3zg6lyrThJ0dcKBxn4/xko3R87s82RqkcOJGvGIQ3WQpBdYtIMIX2md5VJ8jY+WF/jUzKv8ee8U/dBk3c/ytyae4yPJOygixFI9jsT2OVvZppzpcCm/wacLL1OJtFnqF4hZr426lIJsqk+ow6Bncs+eAGBjkGG5V0AAcqjS3U3gNS2Q4LcNYgmb4bSPeH0FLMBuWghbRTgqsjVqevNU9h5pfRS9mIy3UYTkuephsnqf6/tl9ndTKHqI9BTUqM/cVA0vGdI7HOCmJfa9FE9OrbzrfjdmzBsZ+9yYg454p7sAMcpj/7dAQ0r56294vvzaHhBCiP8SeFxK+StCiNPA/8XIsSvAN4Cjb5ecIYToAgs/6sU8AHmg9pDYeZiu5Y12ZqWUhbHfHUgbD5udN9qYBYr85H1uH+gz9oeDZuO9sjMrpfzhwi9vFgr4gbDAhxiVP1wHrr32eAb4LHDjtee/CJTfcM7/ACwz+kH8Sw9g46V3OubH8XiY7DxM1/JmdsZ+d/BsPGx23gufG/vDwbTxfrLzINnjzwFvNofsy29zzm8Av/FO/3vMmLdi7Hdj3m3GPjfm/cC4/9SYMWPGjBnzPuGgiPZvj+0cSBsPo533wubYHw6mnffC594tu+Pv6SG1846JaGPGjBkzZsyYg8FBWWmPGTNmzJgxY96BsWiPGTNmzJgx7xPGoj1mzJgxY8a8TxiL9pgxY8aMGfM+YSzaY8aMGTNmzPuE/w9+9bSi1H2BDgAAAABJRU5ErkJggg==\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3L5hkXmD7K3t", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "aed4feb4-c4a4-4c9e-962f-0e489150183e" + }, + "source": [ + "# 1) Question\n", + "# TODO: Why do we use the prediction[0].argmax(axis=-1) command\n", + "# to display the prediction?\n", + "# \n", + "# TODO: YOUR ANSWER\n", + "# credit https://stackoverflow.com/questions/47435526/what-is-the-meaning-of-axis-1-in-keras-argmax\n", + "# we use \" prediction[0].argmax(axis=-1)\" because we want to return max if the \n", + "# output because just like the circle.py it has two classes one of not being\n", + "# mitchondria(0) and the other being mitochondira (1). (axis = -1) return the\n", + "# the argmax of the last axis.\n", + "print(\"prediction shape: \")\n", + "prediction.shape\n" + ], + "execution_count": 17, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "prediction shape: \n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1, 256, 256, 2)" + ] + }, + "metadata": {}, + "execution_count": 17 + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(\"\\nprediction[0].argmax: \")\n", + "prediction[0].argmax(axis=-1)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TQCl1O3DM4eN", + "outputId": "9b40ac49-ea0d-49f9-dd46-0027c2b02e6c" + }, + "execution_count": 21, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "prediction[0].argmax: \n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[1, 1, 1, ..., 1, 1, 1],\n", + " [1, 1, 1, ..., 1, 1, 1],\n", + " [1, 1, 1, ..., 1, 1, 1],\n", + " ...,\n", + " [1, 1, 1, ..., 1, 1, 1],\n", + " [1, 1, 1, ..., 1, 1, 1],\n", + " [1, 1, 1, ..., 1, 1, 1]])" + ] + }, + "metadata": {}, + "execution_count": 21 + } + ] + }, + { + "cell_type": "code", + "source": [ + "prediction[0].shape # (256, 256, 2)\n", + "# print(len( prediction[0].argmax(axis=-1))) -- 256" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HLVMnCX9NrLO", + "outputId": "a45ba2e0-5440-491d-bf81-7b0259c114ee" + }, + "execution_count": 24, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(256, 256, 2)" + ] + }, + "metadata": {}, + "execution_count": 24 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "aa3ZpjeD7ntl" + }, + "source": [ + "# 2) Question\n", + "# TODO: Is the quality of the segmentation good and how could we improve it?\n", + "# Hint: Think along the lines of some traditional image processing rather than\n", + "# increasing the training data size.\n", + "#\n", + "# TODO: YOUR ANSWER\n", + "# source: https://neptune.ai/blog/image-segmentation-tips-and-tricks-from-kaggle-competitions\n", + "# The quality of the segmentation is good, I think we can improve it by \n", + "# maybe removing the noise from the image, using different algorithm, improve \n", + "# the contrast" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "nUY4a8v47wN6" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1f72yBFNgonn" + }, + "source": [ + "**Bonus**: Compare against the state-of-the-art literature! [33 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "suX0YEehgzYq" + }, + "source": [ + "#\n", + "# The following paper also uses a 2D U-Net to detect mitochondria:\n", + "# \n", + "# https://danielhaehn.com/papers/?casser2020fast\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ocls97_99GU4" + }, + "source": [ + "# 1) Question\n", + "#\n", + "# TODO: How many learnable parameters does your trained unet_model have?\n", + "# Hint: You can use TF's Model Summary function to answer this.\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "JZbylsm59fLC" + }, + "source": [ + "# TODO: YOUR CODE" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "PW2DsCSY9fQ-", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "3e26b2ac-166a-4484-a709-d6adb631d35b" + }, + "source": [ + "unet_model.summary()\n", + "# 31,030,658 learnable parameters" + ], + "execution_count": 29, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model: \"unet\"\n", + "__________________________________________________________________________________________________\n", + " Layer (type) Output Shape Param # Connected to \n", + "==================================================================================================\n", + " inputs (InputLayer) [(None, None, None, 0 [] \n", + " 1)] \n", + " \n", + " conv_block (ConvBlock) (None, None, None, 37568 ['inputs[0][0]'] \n", + " 64) \n", + " \n", + " max_pooling2d (MaxPooling2D) (None, None, None, 0 ['conv_block[0][0]'] \n", + " 64) \n", + " \n", + " conv_block_1 (ConvBlock) (None, None, None, 221440 ['max_pooling2d[0][0]'] \n", + " 128) \n", + " \n", + " max_pooling2d_1 (MaxPooling2D) (None, None, None, 0 ['conv_block_1[0][0]'] \n", + " 128) \n", + " \n", + " conv_block_2 (ConvBlock) (None, None, None, 885248 ['max_pooling2d_1[0][0]'] \n", + " 256) \n", + " \n", + " max_pooling2d_2 (MaxPooling2D) (None, None, None, 0 ['conv_block_2[0][0]'] \n", + " 256) \n", + " \n", + " conv_block_3 (ConvBlock) (None, None, None, 3539968 ['max_pooling2d_2[0][0]'] \n", + " 512) \n", + " \n", + " max_pooling2d_3 (MaxPooling2D) (None, None, None, 0 ['conv_block_3[0][0]'] \n", + " 512) \n", + " \n", + " conv_block_4 (ConvBlock) (None, None, None, 14157824 ['max_pooling2d_3[0][0]'] \n", + " 1024) \n", + " \n", + " upconv_block (UpconvBlock) (None, None, None, 2097664 ['conv_block_4[0][0]'] \n", + " 512) \n", + " \n", + " crop_concat_block (CropConcatB (None, None, None, 0 ['upconv_block[0][0]', \n", + " lock) 1024) 'conv_block_3[0][0]'] \n", + " \n", + " conv_block_5 (ConvBlock) (None, None, None, 7078912 ['crop_concat_block[0][0]'] \n", + " 512) \n", + " \n", + " upconv_block_1 (UpconvBlock) (None, None, None, 524544 ['conv_block_5[0][0]'] \n", + " 256) \n", + " \n", + " crop_concat_block_1 (CropConca (None, None, None, 0 ['upconv_block_1[0][0]', \n", + " tBlock) 512) 'conv_block_2[0][0]'] \n", + " \n", + " conv_block_6 (ConvBlock) (None, None, None, 1769984 ['crop_concat_block_1[0][0]'] \n", + " 256) \n", + " \n", + " upconv_block_2 (UpconvBlock) (None, None, None, 131200 ['conv_block_6[0][0]'] \n", + " 128) \n", + " \n", + " crop_concat_block_2 (CropConca (None, None, None, 0 ['upconv_block_2[0][0]', \n", + " tBlock) 256) 'conv_block_1[0][0]'] \n", + " \n", + " conv_block_7 (ConvBlock) (None, None, None, 442624 ['crop_concat_block_2[0][0]'] \n", + " 128) \n", + " \n", + " upconv_block_3 (UpconvBlock) (None, None, None, 32832 ['conv_block_7[0][0]'] \n", + " 64) \n", + " \n", + " crop_concat_block_3 (CropConca (None, None, None, 0 ['upconv_block_3[0][0]', \n", + " tBlock) 128) 'conv_block[0][0]'] \n", + " \n", + " conv_block_8 (ConvBlock) (None, None, None, 110720 ['crop_concat_block_3[0][0]'] \n", + " 64) \n", + " \n", + " conv2d_18 (Conv2D) (None, None, None, 130 ['conv_block_8[0][0]'] \n", + " 2) \n", + " \n", + " activation_22 (Activation) (None, None, None, 0 ['conv2d_18[0][0]'] \n", + " 2) \n", + " \n", + " outputs (Activation) (None, None, None, 0 ['activation_22[0][0]'] \n", + " 2) \n", + " \n", + "==================================================================================================\n", + "Total params: 31,030,658\n", + "Trainable params: 31,030,658\n", + "Non-trainable params: 0\n", + "__________________________________________________________________________________________________\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "rJKCplpW9fUh" + }, + "source": [ + "# 2) Question\n", + "#\n", + "# TODO: How many parameters do Casser et al. use?\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "E4UrDudR9pv6" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "D2vrwSkH9rR6" + }, + "source": [ + "# Casser et al use 1,958,533" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "E5-idiGh9rdI" + }, + "source": [ + "# 3) Question\n", + "#\n", + "# TODO: How did Casser et al. reduce the parameters?\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "fZpvxcq19v-_" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "K4HKnIgK9xjh" + }, + "source": [ + "# Casser et al reduce the parameters by \"reduce the number of convolutional \n", + "# filters throughout the network\" then \" replace\n", + "# transpose convolutions in the decoder with light-weight bilinear upsampling\"" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "HpdBFfnQ9xsr" + }, + "source": [ + "# 4) Question\n", + "#\n", + "# TODO: Why did Casser et al. reduce the parameters?\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "V3cGbWdB93om" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "0PjWeCJ2825h" + }, + "source": [ + "# the reason was \"the trained models for permanently inactive (‘dead‘) ReLU \n", + "# activations and find that in practice, 33.53% of the filters in the original \n", + "# U-Net stay inactive and waste significant compute. In contrast, our optimized\n", + "# U-Net reaches 99.7% utilization.\"\" " + ], + "execution_count": 30, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "kWb3h4MKm5t4" + }, + "source": [ + "#\n", + "# You made it!!\n", + "#\n", + "# _ ___ /^^\\ /^\\ /^^\\_\n", + "# _ _@)@) \\ ,,/ '` ~ `'~~ ', `\\.\n", + "# _/o\\_ _ _ _/~`.`...'~\\ ./~~..,'`','',.,' ' ~:\n", + "# / `,'.~,~.~ . , . , ~|, ,/ .,' , ,. .. ,,. `, ~\\_\n", + "# ( ' _' _ '_` _ ' . , `\\_/ .' ..' ' ` ` `.. `, \\_\n", + "# ~V~ V~ V~ V~ ~\\ ` ' . ' , ' .,.,''`.,.''`.,.``. ', \\_\n", + "# _/\\ /\\ /\\ /\\_/, . ' , `_/~\\_ .' .,. ,, , _/~\\_ `. `. '., \\_\n", + "# < ~ ~ '~`'~'`, ., . `_: ::: \\_ ' `_/ ::: \\_ `.,' . ', \\_\n", + "# \\ ' `_ '`_ _ ',/ _::_::_ \\ _ _/ _::_::_ \\ `.,'.,`., \\-,-,-,_,_,\n", + "# `'~~ `'~~ `'~~ `'~~ \\(_)(_)(_)/ `~~' \\(_)(_)(_)/ ~'`\\_.._,._,'_;_;_;_;_;\n", + "#" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/07/Copy_of_CS480_Assignment_7.ipynb b/07/Copy_of_CS480_Assignment_7.ipynb new file mode 100644 index 0000000..4753310 --- /dev/null +++ b/07/Copy_of_CS480_Assignment_7.ipynb @@ -0,0 +1,605 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Copy of CS480 Assignment 7.ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DMrBgGVKWEPJ" + }, + "source": [ + 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)\n", + "#Assignment 7" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ll5BVb2mZS2_" + }, + "source": [ + "# In this assignment, we will explore the Imaging Data Commons,\n", + "# a new service from the National Cancer Institute.\n", + "#\n", + "# We will find and explore a PET dataset and then perform a MIP reconstruction." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "W1m0WCBb6h5n" + }, + "source": [ + 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)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "uMSdlwXfyRAv" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "f_SOOwQf78z-" + }, + "source": [ + "**Task 1**: Browse the IDC datasets and find a combined CT or MRI with PET! [15 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "XdcmkK1i1Yv8" + }, + "source": [ + "#\n", + "# Visit https://portal.imaging.datacommons.cancer.gov/ and find a dataset\n", + "# that includes structural imaging such as CT or MRI combined with a PET scan.\n", + "#\n", + "# You can start by selecting the type of a cancer case such as Bladder, Brain etc.\n", + "# Hint: Head and Neck include many PET scans.\n", + "#" + ], + "execution_count": 1, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "AHFYoKTkPppz" + }, + "source": [ + "# TODO: Open the integrated OHIF viewer to view the data.\n", + "#\n", + "# 1) Select a collection, then a case, then a study in the IDC interface.\n", + "# 2) To open the OHIF viewer, click on the view icon.\n", + "# 3) Paste a screenshot of the viewer after the data was loaded below.\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rMhD_uQU7mAq" + }, + "source": [ + "TODO: Add screenshot" + ] + }, + { + "cell_type": "markdown", + "source": [ + 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)" + ], + "metadata": { + "id": "NdeeMaeGEaj1" + } + }, + { + "cell_type": "code", + "source": [ + "" + ], + "metadata": { + "id": "zyrRu63qEaVW" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "9UNuaugR0O8k" + }, + "source": [ + "# In the OHIF viewer, please change the layout to show the structural image\n", + "# next to the PET scan.\n", + "#\n", + "# TODO: Use the LAYOUT functionality in the toolbar to switch to a 2-column layout." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "d2J1AD8M77Tx" + }, + "source": [ + "# TODO: Find the cancerous lesion.\n", + "#\n", + "# 1) Navigate through the PET image to find the cancerous lesion." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "2xkdKCnm77W2" + }, + "source": [ + "# TODO: Sync the structural scan (CT or MR) to the PET scan with the lesion.\n", + "#\n", + "# Hint: The \"Loc\" label in the bottom left of both scans should roughly match.\n", + "# Hint 2: The Levels tool allows Window/Level adjustment to increase contrast.\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "4QQ39tAk77Z2" + }, + "source": [ + "# TODO: Paste a screenshot showing the 2-column layout below." + ], + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Q5dsPqcE875J" + }, + "source": [ + "TODO: Add screenshot" + ] + }, + { + "cell_type": "markdown", + "source": [ + 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)" + ], + "metadata": { + "id": "aNUHz_kQNoBG" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "dbYv-XZjPFZa" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eqsEUwQKfXnu" + }, + "source": [ + "**Task 3**: Use an MIP to reslice the PET scan! [35 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "XGYzUOUK4__u" + }, + "source": [ + "# We will now use the 2D MPR functionality to look at the lesion from different\n", + "# orientations.\n", + "#\n", + "# Hint: This works best in Google Chrome." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "KLHO0i2n9uTj" + }, + "source": [ + "# Question 1): What is MPR?\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "AHKBMrIi94tX" + }, + "source": [ + "# TODO: YOUR ANSWER\n", + "# credit : https://pubs.rsna.org/ \n", + "# A MPR is a Multiplanar reformation, it is \"the process of using the data from axial CT iamges to create nonaxial two-dimensional images\"" + ], + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "OHuclxry96Th" + }, + "source": [ + "# Question 2): What is the difference between MIP, MinIP, AvgIP?\n" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "tDwbU5ckPHnA" + }, + "source": [ + "# TODO: YOUR ANSWER\n", + "# Credit: \"https://csi.whoi.edu/\"\n", + "#they are valume rendering technique editing method use to define volume of \n", + "# interest. \n", + "#MIP is the amaxiumum intensity projection.\n", + "# MinIP is the minimum itensity project.\n", + "# AvgIP is the average intensity projection" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "6aMkM41v-AHW" + }, + "source": [ + "# Now, please navigate to the lesion in all 3 orientations.\n", + "#\n", + "# TODO: Paste a screenshot below.\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7_7qJ4Ng-O15" + }, + "source": [ + "TODO: Add screenshot" + ] + }, + { + "cell_type": "markdown", + "source": [ + 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)" + ], + "metadata": { + "id": "HWQwSUOPPg9N" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "el0CRGhL-A2o" + }, + "source": [ + "# Question 3): What does the Slab Thickness slider do?\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "OnF3VM8f-UZK" + }, + "source": [ + "# TODO: YOUR ANSWER\n", + "# use to change the boundary thickness, experience it it highlight \n", + "# specific area" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "XYtx1zEx-Qh2" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "R68B9XFl5Rgw" + }, + "source": [ + "**Task 4**: Let's access the pixel data! [20 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "nUY4a8v47wN6" + }, + "source": [ + "# Please EXIT THE 2D MPR.\n", + "#\n", + "# We will now grab the pixel data of the currently displayed slice\n", + "# using the Javascript console.\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "jNb5khgK-w0G" + }, + "source": [ + "# 1) Open the Developer Tools of your browser and access the JS console.\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "TkLwR8xAPI-e" + }, + "source": [ + "# 2) The following code allows to access the pixel data of the slice that\n", + "# is currently displayed.\n", + "#\n", + "# element = cornerstone.getEnabledElements()[0];\n", + "# pixels = element.image.getPixelData();\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "pQ_WuOSH_KXr" + }, + "source": [ + "# Question 4): What is the maximum pixel value of the current slice?\n", + "#\n", + "# Hint: There are multiple ways of doing this according to\n", + "# https://medium.com/coding-at-dawn/the-fastest-way-to-find-minimum-and-maximum-values-in-an-array-in-javascript-2511115f8621\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "u_swNiBV_xNK" + }, + "source": [ + "# TODO: YOUR ANSWER\n", + "# 2306 pixels" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "19WZcZLj_xQ0" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1f72yBFNgonn" + }, + "source": [ + "**Bonus**: Apply a filter mask to the current slice! [33 Points]\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "cEEzh8DcACOR" + }, + "source": [ + "# Here we will modify the pixel data!\n", + "#\n", + "# The following code allows you to set the pixels of the current slice.\n", + "#\n", + "# pixels.set(new_pixels);\n", + "#\n", + "# Write code to APPLY A FILTER MASK to the pixels.\n", + "#\n", + "# Hint: You can use the following code to get the dimensions of the current slice.\n", + "# w = element.image.width;\n", + "# h = element.image.height;\n", + "#\n", + "# You can decide which filter mask to apply (e.g., Gaussian blur, edge detection..).\n", + "#\n", + "# ** IMPORTANT **\n", + "# Hint 2: Triggering a REDRAW programmatically might be hard but you can use\n", + "# the LEVELS tool to manually trigger a redraw to see filtered pixels.\n", + "# ** IMPORTANT **" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "V3cGbWdB93om" + }, + "source": [ + "#\n", + "#\n", + "# TODO: YOUR CODE GOES HERE\n", + "#\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "u7ZiV_N5A9to" + }, + "source": [ + "# TODO: Please add a screenshot after filtering the current slice." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ESU5G9cjBAmt" + }, + "source": [ + "TODO: ADD SCREENSHOT" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0ZtwkapEBVrx" + }, + "source": [ + "#\n", + "# SUPER BONUS (+33 extra): Can you trigger the redraw programmatically?\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "fjvuYHqdBdHU" + }, + "source": [ + "# TODO: YOUR CODE FOR REDRAW GOES HERE" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "0PjWeCJ2825h" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "kWb3h4MKm5t4" + }, + "source": [ + "#\n", + "# THANK YOU!!!\n", + "#\n", + "# .--..--..--..--..--..--.\n", + "# .' \\ (`._ (_) _ \\\n", + "# .' | '._) (_) |\n", + "# \\ _.')\\ .----..---. /\n", + "# |(_.' | / .-\\-. \\ |\n", + "# \\ 0| | ( O| O) | o|\n", + "# | _ | .--.____.'._.-. |\n", + "# \\ (_) | o -` .-` |\n", + "# | \\ |`-._ _ _ _ _\\ /\n", + "# \\ | | `. |_||_| |\n", + "# | o | \\_ \\ | -. .-.\n", + "# |.-. \\ `--..-' O | `.`-' .'\n", + "# _.' .' | `-.-' /-.__ ' .-'\n", + "# .' `-.` '.|='=.='=.='=.='=|._/_ `-'.'\n", + "# `-._ `. |________/\\_____| `-.'\n", + "# .' ).| '=' '='\\/ '=' |\n", + "# `._.` '---------------'\n", + "# //___\\ //___\\\n", + "# || ||\n", + "# LGB ||_.-. ||_.-.\n", + "# (_.--__) (_.--__)\n", + "#\n", + "#" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/Copy_of_CS480_Assignment_3.ipynb b/Copy_of_CS480_Assignment_3.ipynb new file mode 100644 index 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)\n", + "#Assignment 3" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ux1g-TwrEe5N", + "outputId": "17a1f5d0-e5ba-4c06-c06b-4ca7b84ec8f4" + }, + "source": [ + "%pylab inline" + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cl4dZERpcBEh" + }, + "source": [ + "**Task 1:** Download and install 3D Slicer [15 Points]\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "37bn9S-dMn0p" + }, + "source": [ + "# 3D Slicer is available for Windows, Linux, and Mac here: https://slicer.org\n", + "# Please use the stable version 4.11.2xxxxx !" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "wFEDA1lMhZPM" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8pSy9pW5cKO_" + }, + "source": [ + "**Task 2:** Let's load some Ultrasound data! [15 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "dpcL98RXOBZO" + }, + "source": [ + "# Please download this file: https://cs480.org/data/ultrasound.nrrd !\n", + "# Then, drag and drop the file into 3D Slicer and click OK." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "99OwONlCchwX" + }, + "source": [ + "# TODO Is this a traditional ultrasound image?\n", + "# TODO: YOUR_ANSWER (YES or NO and WHY)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "9tRQ0UkvgkrS" + }, + "source": [ + "# Yes, because base on lecture 19 slide 6 it seem to have all the requirement." + ], + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eGFoOHsrcy2L" + }, + "source": [ + "**Task 3:** Visualize the ultrasound data! [30 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "DoZQlOqmUkWg" + }, + "source": [ + "# Please use the Volume Rendering module in 3D slicer to render the data.\n", + "# Then, activate Cropping and adjust the bounding box to show the fetus.\n", + "# Hint: The MRI Default color map creates a nice visual." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "_DnKFQyMdPDF" + }, + "source": [ + "# TODO Please post a screenshot of your rendering in the text box below by \n", + "# using the Upload image button after double-click." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XnQ0o-xabKuj" + }, + "source": [ + 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)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gfOWRBBBgoCG" + }, + "source": [ + "# image from aaryaman, took his help." + ], + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rLSbojsodr9X" + }, + "source": [ + "**Task 4:** Segment the fetus! [40 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "yPrMJuVcgsD4" + }, + "source": [ + "# Switch to the Legacy->Editor module and click OK to create the GenericAnatomyColors label map.\n", + "# Select the PAINT EFFECT and activate THRESHOLD PAINTING.\n", + "# Hint: Reduce the RADIUS for a smaller brush.\n", + "# Hint: Adjust the lower threshold to not include the black background.\n", + "# Hint: Switch to 'Red Slice only' view and use the arrow keys to navigate through the slices.\n", + "# \n", + "# TODO: Mark the Fetus by drawing on each slice!\n", + "# Hint: Start at Slice ~83mm to ~112mm\n", + "# TODO: Take a screenshot of one slice after painting and upload it below." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NN8fOim3y3kq" + }, + "source": [ + 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DJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJswySJUmSJEmSJEmzDJIlSZIkSZIkSbMMkiVJkiRJkiRJs46+2hsgSfrqWSwWtVgsbv2M3+Pg4GD38+12W5vNprbbbW2326qq2m63k+dwOQcHB8N15fmbzebWevZtE5fBdfN7cLmjbeTj+37s2959y+nrHunL4z71/c5js9zsCx83Wl7fr324vFGb5Pd9Xw8PD4ftcn19PWyHUT/oz01f6vJY9r3RY/g4Hrv+PK6DzxstN/vSt4/tMerbXFee0393cHBw6/xZLBZ1eHhYVdN+y9+z/XicHnS8eXx6m+7b/9F272uT0TJHNpvNrfUeHBxM9qtfQ9juo/0YbfO+fpZt6Hq7zC17dF0IHtesi221rz8/6FjmnMu2pc24XaN9yvd+jeXv+2NH+zu3bcH+zPPvQdfS/u8c381mc+u5D+pf+7Z933r760o/L3u79PN+7trZl9F/n/8/6JrJ79z/fevgfu/b/n3bM3ctG3mY9ezb/wf1lX6tu76+rs1mc+tavG/79m3D6Pejx+17beC2zPXpfT8ftTWPL19H+/7OrWPfPn25HuZvCUnSo8cgWZIeURmsJbziYGbfoC5f19fXdX19Xffv358MePL8fD88PKzDw8M6Ojra/TvryoDs/v37dX19PXkutzFfXFbVNBzbbDa7ZXBwmd/z59zXHoBmWUdHR3V0dHRre7KeHmTx5/sGrfsCvLTNvtBl1L77ApYcm1FwtE+OE49J1sdl9GNwcHCw29fr6+tar9d1dXW1Ow59G9Omx8fHtVgsJutIfxq1WQ/QKO12dHS0277FYlHHx8e32rW3Z/YlzxkFSemb+c5AMO3Gvp3lpB2vr68nj+W5dX19vWsvbnP6U++32c+jo6NJOLnZbCbnUD+2VVVXV1d1dXVV9+/fn7QTw2u2O9s/253jzHM/5z/7UD9OPTTjYw4PD+v4+LiOj49vbVP+nf6R/eR+pC0ZUKWN0pbBfs12zb+5r/2ayPbIskehzb7tvbq6muw71zM6566vryfndNqofz0opN1ut7v26oFUDyJ7gMX+nXMhxzvb1a+16Rd8bo4tj0efjOD/015pA57DcyE/t4vXqrRj74f9mObxPO97n8n6s195Xj/2bAuep2x39pF+reY5wmsG94ftxGPGSYZ9Ez5sM4aio2vZqM1GfX7fethH2L/Tn/JakvMqfYXn2eXl5eQaljYbvXZXTSc7RxMpfRJgX5g/6nPZjsvLy8n5N2pr9om+Hfwbg308x7Tv776/Lfo2j773YzF6zugxc0G9JOnRZpAsSY+ofcEJBzc99MkALAOpDHoY5PaQ6OjoqE5OTurk5GQ3UMzAa7Va1eXl5S4YqrodtDKUyHKqajeY5PcesDH8q5pWRCbM4+MY6mVdHEwxYOBg9erqqhaLxWQ/aF9IfHh4WCcnJ7t2GgWmPWgdBSscOO4LJzoOaLP+DFoZhvSAYrlc1nK53AVMCQXu3btXL7744nB/0xdOTk5quVzW4eHhJGzpYRv756hPRg+q8rjT09Pd8eNyGJgljOuDeYYd6/V6EmJkG/OcLIN9OwF7Ht+Dpxy36+vrWq1WtV6v6/DwcLfN6Ws9JMl6jo+PJ8ENt62f39nn9Xq9O9cYvo/atIdYnFDhui4vL+vy8nLSHrxGZD/41Ze/XC7r9PS0Tk9PJ8Efv6dPZp05Jrw2pL2qatfHElzmmDLYS//nuc0wf9/5leN4fHw8OUf7NSXXxdVqVavVqi4uLnaP69fGHszn32yn09PTOjs7q+VyWWdnZ7t/93Ax+8I+lDZj/+ihXv++3W4n5yyv1awUHgXAl5eXu3bKOdj7dlXdWl+2N22W86JPCvWJjx6Qp814zrH/cXJx9Nqy2WxqvV7Xer2ehJa8lp2cnOyOQc5pHvt+zWBgnuszr3sM6KtqMsmVfekTqev1ui4uLiZhclVNrjOcAOv9NG2R7eC1nedxD0B7sMrXnIT/oyCZrytsI06M5Biw3ywWi7p3717du3dvd+6v1+vJ61N//WY79UrmTHylf6QPjSYy+/Wsqnb98969e5OAv0+k5Hej4DvHKddzTiJeXl7uzrWsi+dHb1cezx5+Myjn8/rfQR3/XnqYd7xIkh49BsmS9IhioDEK/nqg0wPLUYg5CkqWy+UkSGalDis8e/VP3xaGOHlOBo4JPkaDyh4cxNwAigP53mYMdRNSMXhigNurLNM+rJzq1cijNhi1x6haKvuQ7e6DTW5jArheGdUrR7Of+X2OZQbPVTcBfX426ksMRLgdPWDvb+NnH2QlKAP/XqnJ8IrbwUAk/TKVnQxLE3L0ykoet/RvBgGsamS4y/CRkw88VxIQMqBjX+a62M97kMx2zD6t1+s6OTnZrbMHc70PMXwf7VNf5+gakf7H8yH9LtuQQO7s7OxWtTuDZAazCZJ69WW2O/0zIVG2g0EWf872yrHoFcnsQ/uqNrMdDAgT9iUQ4/5x4oJhU7aT7Z8AeRQkjyae2H84GcJ96hXQ/H+uIez3mTjg8eQkAYPkTLLk+n96elrL5XLSJ1iZy/D7xRdf3AWHPL/Zb/u+Bvt0jmNeF/o+Zx+zrblmJEherVaTgJ/LZ7/Neo6PjycTLPzKPvZJA15rGHbzXOhf2f/ValXL5XK3fO5T+j7fTdFf4/NaluPGazv7aK+oZh/Kv9mHep9k22f/E9RfXl5OrtvsK/l3+tByuZxMMiSg5zWSIW5eK0YVwTyP2U59wrlf1ziB0oNnvs71SfjFYrE7/7gNPMZ5TeXrHqUPjt55kuOw72+CHigzRO7HMtdEw2NJ0hyDZEl6RGWwlUCialzZkkElK11TRdWrfVil2b8ycOMAhYMmBtHZhl7lmMAiwVAGV6xU6+FEBsz9raG9Son7n5/fv39/MrjL8lipFfvePsvgiZWxfG7asrdBjAKtbCfXzX3qFZejar5sSypne2UZK2hHA2kGJzkuWV8GpGmr9JtgyMFKUe5fr7RMwMaAl4EXQ0RW5vW2Y/VdAq4chwQV9+7dm9wWgOfDaPn9mDJMYb8aBcBpo6qaHKMEEOmLDEQZPI5u98Bq7ZyXDIZ72JG+w7bihA8Dz6qbt2b3vsRQJv9n/+kBRfoR+ysnXLi//H2fwEpf6LdS6Nebfn3hNY7n+uhY8nxJX2RgxX7AbU3bp9/kcb1KkY8Z7VPWz3c+9GCY609FcvrHqHqZ6x61Dyf78nyGcr26N5XHPLYMq/o1l2E+z6VMnuyriOz7mu3l5BCvIzmHud+s1uXje1jX2yznL8N+9jcG9JxgyHr6V98nro/XOp4X6R8MavM914ycP/k3j2H+zeOb5+eWE/v66Uj/HV8L2b6cjOUx4S06+rWU13ges7QvJ3Or6tY7nzhBmn3l3zUM+vs1ixNWnDw9PDyc3HqCf8Nwfxl48++Qfg5zfbxG5PeZQOvtOmr70c/nHsN+yP7I1yVJksggWZIeURlM8a3cwYFnBqwZEKUCilVQDMFSWcSKTd4btwe9Gbz3yh8O3lhNygCN4Uh/K2sPgrido8FqZCDIytpe/ci3ss4N1jgAZujEwWTClmxnD5FHlZoMunqbjMLt7Xa7a58+YGRowkE12z7twgFn+sLFxcWuUpEVyhygZkDKwJhhaNbZQ2tuZ5bL8KZXDKeqkH2uV4inr5ydne2qlhmiXl9f18XFRd29e3cSWqRSj4F1gpz0BR6XfiyzDgbIrD5lNR+rhBNAsZ3S9/u9XHn+8HYROS/ZXn1iIP1lFAhlPZws2defe/CbUIbhNfcvyyeec6O+3SdbUtHXb1XS+/8oIOLz2B7Zdq6Px29U+dcndPJcVh2enJxMqqz7RFy++nWTFaJpL+7fqLKYFbBpg9FEVdq8h8lsg4TcXE9+znAu18bRce1hXrCKk+cKzw0GdAzksu8MsjM51IPuXo3eJ9oSevfXDvYJvg7l9htnZ2e762vf9rx2cn/7a8roHOzXEU4CsA+nvfnaynO1B9jb7XYXVPL1PdJGCZP5OtW3jX2c1y7uZ2/HqtrdRinHPNcu9t+0RZbf+16OGfczy++Tv6O+l23l8/gaxX6fNuL5lu3OLSjyutAnXdOmvB5W1aQKncvPeTZaTr8X/r5JFrbdKHhOm47OwzynX9skSSKDZEl6hHGwwUEEZbCagU8PEaqmYXACEL4Vt1ea9YFaQpx9YXIwNN1XIcVgZhTMZuDGMJkDsv4cDtr7evKdz81zWO3IEC2BBsMqVjn1QVwPNfq+jKrr+vHjfvFYcBnZhr4vwbAij8mxGAXHvUosy2bVV/8wKobd/blZXsLkfqzSf9LvWI3LQIL9kpMU2cfckmC1Wu3W3SsPGbD34DDbwp/l/+xv2R62E49FD1Z43qTtWHnIMI3HmMeTAUtvt7QrJxG22+0k8OB6WNWY3/HdAwlueT6PJqtGgSMrSHtAyv6QfUvwwmPe94ltwWA7E1+sThxNyvT15hj0c6Ufd14D2G798f384zJG5y6vg/0797ffo5Vv6e/HhpN3bN9+bcyyE2L26zT7Zp7fQ3OeKwnRWGHL8LT3a15D+zkSo/X14L0HeQkVeV3itZH7x2s5P/iuV56Oztc+4dD7J3/PtmIf6ec1w1X2UQbt/fj1SZ08hu/0GPWr3lerbiY8R6/b7OvcZk7e8Bhz//numP5azePPfeuBdp7HwH7U9xn8MmTlhCH7Zg+s2U6cWOjnUdbPvxO4jVxHqrCvr69vvZshx7q/7j8oRM7v+NrIfRj9XSRJEhkkS9IjKoOw3NMyRqFPH2RwgMSTf/cAACAASURBVJVlpZKmh8esNmJ1U0ImVvlyUJf1clDUQ+jRII6DzwyK+RbYvg+jYLwPMjPoZciX/eZAi0ERA0uG9AwDR9XTfRA+Cp94DOcGewz7GCQwBB8Fwf34MTzgIL0PuFnJ2H+Wn3OZPMajAX7fl77vDGUp+5n7aXNw3ysueU/b3KYj9+LtH3LFdkl7sNosy+PxHlV+MTDpIVl/+zNvr9FDeE6m8DiP3pbOwCHbxCCDfSRfDI55vo76f/oEP0yxHx+2Rw+PKdcM9o0euLE9RhWWDHKyz1kmz01+6FaOfdo3HyaYQKf32X5vak4IZD95/cnxHQWEvCam7bPcfm/xtH1CTE7o9EmKUR/gcWe/oT7Z1l8PRpNe/P3omPLaRwm4GYb2yR720dF5UFW7au9Umo5eZ3pgywpctj0rSNOm/Tq9WLx065nVarVrr37v435t6fs9miSJHqj2cLtfMxkM5pixD6TtejifQDfXR96+h7feYVv3azyPV5bdJzV4HnN9vG4xSOZ50z/gksdpX6g6CkRHfZnXS95mh9eg/ni2LdeVKnW2d57Ha2f/8Fme82yvrG/fhBcneHOePQz+HdDP9X69lSSpM0iWpEdUBmF90M/bKFRNQwEObnrgycCjV+pwYJLwY7PZTILWPtDqz+Vb5vP7UfVlD7cY7jBQZhjE4LkHNtzXXtU0CkA5KOb+MQBglVoGg6O3/XO5o+PXB3psi/yf92Xl7xhGZADej0cex/thj4JkrpvtxO0fDZK7UbBKo5+NcPCdbcnAnrdzYRg8+qCsxWIx+fAp9vm0Pys+eawY2vfJgExKMKTsAcpmc3Mvcr4bgOscVfyyMpDHqFeacTuzDay0rqrdehiA9f642WwmgVSOH4/zXLXs6Nj1SYhRIMp2Xy6Xu3bu4TCPBauQR1Xr2+12Fx6nPyQMzvakj/ID03JMewUtJ8fSv3uQzOvb6LrC69LJycnkd5wEYfvyGPJawyCxh7Rs+x6edaPJkTw/33sYxmsfJ16qbt6JkTA5163+7oEcR/bpnLsM9g8ODibtwuf36x/D6yyf17seRGb/0o68bUX69Gaz2QXJmazNPW7Zxgy7ufwejPJ1i+dQ79853vk3b4GS5TKAHU2q8DYxJycnk/MhbdFxAofnIMN1XgtyzPtx7ucEq5H7PdlznNKOPId53Lju3mY57tvtS5NRWR6D97Qbr3M9tF8sbu5hfHl5uQvRGabzvEq75wNfR5NmbGdW6meShK85vYK+9wkuazQhywk+th37jiRJZJAsSY8oDupYrVc1HYQwwGIgMwocGLb1CtgMThKOjQYoDONGFXWsPspgNXj/3f4W+z4YH4XEDxtSpk34/NHAMo/jIDf7yIEiw+dRUJmBYg/3WVGUn42qp3o7cbCeUIFf6RMcSDLASIjCY8b1p/17G81VPDH47VVao4mOfceMgUYCQw62s728N/FisZh8aBL7OUOFBIbc36qaDOIZEvW+loCvn2s85r1qf1SRnJ/nMazoy/JG60m4yKpDhjQJjxhYcV+yzz0cZqjIbeCkS/oM2zPbxGA/7dsnlHKcGByxKpDPZ7/kuckPSExf437xHOjXplFAFQx6e0UmA/tRsJX2Hb1tn/3r8PBwF5Dyd6NQrwekDJ3YdxlYcd19omjUD/pyRu3Vj0W+jypwGWLxesi+MboWcH8Tdq7X66qqyesM+1s/ftn+0YeFjgLkbG8/b7NetiuPQ6+O5rW6h4g57v2awd+nffJYnmOjCZoe0vIaneWx7/ZwORX5XE6OKc897mu/3rMNE+L2fsLXnfv37+9eEzLpU1W3QufeD0YBam87Xhuy3M1mszuOPDdyreAkEc9bLj/HjMe5t1GuR7lecF39nSbEbe2vw/z7p+9vb2M+pj92FLpLktQZJEvSI6oPKBLMMIBl1WbVza0sGPSM3vqbQX8GVP0t2BwoMWzpwWx+z0FpBmWsfEz1WZbJATAHicRwpAdK/M6BVa8WYmDE/WB79LbgIK0PLjOwZDCSAWu2j4PU3lZcd39LbV9f35cMYhOajkKA7A+3ubcjf98HpQwhGaalvy2Xyzo9Pa3z8/PJQHvf4JYDawYgeRvw6enpLgDOehkW85iz4nq5XE5CmYTOqTZjYMzt4rHubcW3O+8LkvhW9/6BeqxO7pXsCUgTovBczvLznQERAzsGyamk7CFa7w+5PvQAfRT6se/1iZ59t1ZgSJvjy6rBbFc+WDD9n5WY+XnaiVXIeXz6fCpY0w8ScGYZPWBkcMxwOtvN2zikTdMfY1TFnf1KIM/77zLI4vWubx+rwEfBbYJp9qOrq6tbk4TpUzyuDDV7kFc1vXc6+1EPtHuYxz7MftLfJdL7dPphAl2eR3lMzr0emPE2GaOwnuvL9qQf8Z0EPK48Nn0Z6XN9uX0CgK9B/XXi4OBgN+F2cHCwuy4xBO23D8k+J0Tmz/hakOsU+2HOnfw/fZvXb/49wGtpP1a5F3Uem/3kta6/xqdyd/TBk6z85XU3xyDLYT8dve5ne3h7DX4gKre/T3bw2PCdEOlvPKZZTq7Z2Sbuf/9QPW4nJwCyf7x2sO+9kjC4v0ZLkjTHIFmSHlEcPKbaiAP6PshhcFJ1+/7FPXTiQC3L2BdQ8nkcpGXZo0FxBrd56zDfYs57NWcw10Pxvj7uRx9M9dCBFW5VN28n7qFKH4D2t5H3beD2JthgaJMBIyvruH89+O7HguFUBvHcXh7XHgJxcB6sas0+7qtOCwY3mcBIkHl6elpnZ2d1fn6+C0pSVcyAgkFFD5RY2XxycrJbZx7HsKJLO56cnNwKF9lnerDFtk0/yLaM+hNDSrYVA2K+7Z33WV2v15M2YHCxXC4nEw9cV6/yZNic9j85OZn0p96HeijJPpN26BXjo5CZQWG2hcEjzxFuL2/Fw3X1UCbb1UOf9Is8v7dvv81Ajl8/T3j+s2IzQVe2nVXw+Z6wkpMgDK+4nvSbXNt43+48h9cvnm+8Jo76OQPBft3lMhN6pc3SP/q1n+d1gkH2l35tZWDNau60R9Y9mpToAWX2PfvL15l+/evPGU1ssR14jjNETrCZY5pb4fC4cnv5WtiDwPTFXAN4neY287w5Pj6us7Ozyf2zeW4yjH1Qtem+171se64PxH7A8yO3wkk/H93uoveXrCd/I/Qg++zsrJbL5e4ry91sNpOq4PRlvg5l3aPX/n7dvrq62p3DuS6sVqtJvxhdx3gdHVVij6797O+8hRDbgH0k1xhuB/vx6DxhG45+3hkgS5IelkGyJD3CetURqxIzMGXlESvheiA4t/xRVVzV9O2jDA1YlcYBfraBoVEfdGawPwpPGbYymM22cJu57h4iMxhj4NZDlugBAwe2PWTgrRL4ew6Oe6DN9fRB4wgH9nxu1stqsjyebZdt7wNkHj+GSqy0C749mMHvqEKVkx7sS/0YMwAKhiS9SrIfJ946giEjQwged4b/DKAYklECNvZn7me2gZVpvUqNfa1q+qFNZ2dnuyB+1Ie4Tez/cyESqxGvr6934Rm3t0/2jIKT/Lt/5zHsz+khLcM8Hu/e7mxvhkL9w844WcB7ZLMSkWEk26hvX78FQR7Dc4235OBtG3hdZTDLCnqG7Ax5ee1IlSbDSPaVfo3jZFSOZR6f/R6dN3wtSPseHBzcupUE94ftkmtN1sMKVfYVnlN9+0fXHu4Dq57n+vcoYO59hMtgW2R9+XBOHldOfLHN9rVJjmu/pufxqRbnuzS4D+lj6TO5tuccSJ9igDnqC1lX9Mru9Gm2T56fMHS9Xtd6vZ70+WwPg9++DVl/fw3kduRnvQq394X8bPTukDyuB8M8j/trSdov+8H+P5pI5LnC84zb18Pu3j94bHj8eD3ihCUf2/8+eCUhsYGyJOlBDJIlSbtw5vT09FZgmEEdq/v489FgjoOYUQjBwRlDQQaRPYBi6MhKHgayrBDkOvh7BgzEWyD0cKUPQjmYY6jDika2Cas02SbE4DXPzyAxIWvWxQ8+6lVhrG7rg1EGeD2MYvjBit9sB6uv+XMet/yfASiD3x6aJDROEJrjxjbP80f3PGXo3Cth+dwexLJd2N7X19e7D0xarVaTiuTedqxKzfmT7WFQ0/s7PxBsFKQyQGQ75vgx/K+qOjs7290OhF99soHtz9/1ikv2XQYUo/ApxypBGidZep/o7ZD+Q6y45H2uWQHaryNZPqsdeXx7oMOQLOFXqgAZJPN2OT3UZF/r53bvW2nH6+vrXVXnKBzPJBTDtIRw+TePU2/XrCttlmC5X5d5DvRKe17TeiCf9fewje2Yc58ha5bN9skyORnJcyJf2Q9WKGe5fQKSwV7frz5Zwutyti37lT6SD5njceREEO9dnWsGg+Te3tmfPrGV37M9+2sDw/H87uTkZBcsMqjmtTX7lvbq12r2C4bjnMxgH+B53ydX0i4JkS8uLnb9nMerT4b182bf5GOfjE5b9u3qeN3ha2Tv77yG54P32G7ZBv5twvalUQV4D5M5+ci+3K8HbK88Lv2WYTrPEU4I89+jgLhP8PBaKUnSPgbJkqRd+HB6enorbMggv2pa2ZafcyBfNf0wnf52Z1bUMKzmAIkD/Qy8Es7x7Z15Lgd7rBDkdvbKoS7VmfwwPwawPaxOYMAQiSFKDzn4vKqbD9Dqg70+eM9xyW0f8tz+wVA9RI4+gM2/GTqwgirhGYNihhyLxc0H0zE05OC4qiaVvL1incFNwkF+EFrWzQ+T47b1AXfaqW8DwxFOfDCk4SA7j0mIvF6vJ23NY8g2T8Df75vKdWXb2C7pQ736jSFiHpuQhvubtj87O6vHH398V4l8fn5eZ2dnk0mBXt2a4511s68yYMxxYoVqD/sSoI0qYfv50av1iOEe24XnwD58PK81PZTKeUf8XULkfF+v15P9Pjw83H0QJK9JPLd5XqYNt9vt5BYkuYd3biWSdmI1Zo5/v71ND3vZbn3dPEezrwyo+Bj2U04mZr2spOf+57GciGPAzH6QbeD+8INXcx1mv+S51ici2Hf6pET2J3q/5jUkt4k4PT2t6+vrunfv3q3K3B6WBycg2F/7dvGay/C16ubD8tgPRtcpTmDlGsH+zHOG/2cfZzsSJw776+aof/N3vLc+K5IZ/uaLH3LJPsvXwT6hmW3vFfMPi8eAx6VPBvXbYmUig23EvzX663Xw7xe2G9u9978eLqefLRaLyQfp5TH91kRcZo5fP9f7trI9DI4lSa+EQbIkqaqmH6KTQSEHblU3wewoIIweZvQq29E6OXjiwJXhMD8QrAfZPdQdDYwyqOJAtd86oFftsBKt6uYD01gRxIrODNpZ0dvDD1YHsV0YdGRdDAYYMIzu25v2YiXwvkokDiD3HRsuN9s/OpZcN6tf06b9MQcHB7tg/PT09FYlVfoMt5Pr7n0m/YKV6AlpEnCxsnhUHcfl9wo3hjcczOf3bO9eTcZjy7ZmxTXfgp7QvAfYvQqZ7ZlKSlZD9+PRzwGGj70SctRO+/oG3wHQ72vL7egTOAySEqhGArMEOqnGZwDFiaQE7D1IZN9PezO07I/j/9MHGcL0qsR+zjI0HC0vy+BjRmFoAqpeQZr2ZXvw/ODkVNqf68wyGOpxPTx2fTIn25a2ZijO7U7wxskQthPblOcY24eTa/13DDS53j7RwfBxNDHJybTR+qmfQ+wLOad5jc552I1+lusTX0PY3qPrDSeccqsWngs8VjmOqWrn/nFZXEffPl6X8zPe+z2/y/95D+8+kZTH8TW0vxb1ax3t+/uhqoZ9enRNCJ63fPzx8XGdn59X1c07Xrj/6W88ZvybIq/BvEbkd9xu/p3Evsy+z/OYOKHJtufXqJ34DpN+jeJ5YKgsSXoQg2RJ0kTCpNVqtRuwsMK3h22x7/89NO3BBQeafRCakIxvOc3bxFktyGX1aqseFLCCjCHyKNjloIwDL25//zAhfmBa2iGhDAPgtGPClSyPwTirM1mxmLddj8JchuIMR9nWPNZVNXkOl8tANNvOfRtVoTM0yvHJPmW/WD2bMIUB6r7wu7dNqugTRnKAnWPKWxVkHQzZGYRkvQyZGFoyREwAkW3O4xKE7gtxe/DCinoG8L0isPe7PgGTZbL6kFXYac8+CTJqsx6yMzDq52r6VQ8uGYJyf/mYfHjW2dnZ5DxmxWuv9I60z6gCn9vO3/WqvqyvB5Gj5zB8TF/oEyQ9/MwyuKw8JtcwfpAdjy0rV3m80mYnJyeT0DvryLFgOMZJun48RtuX8z3bWHVzb1vuP/tSVU3C/iyXVd6jiZrR/e45YZbfpZ14iyW2Mc+H6+vruri4mITJDHxHx5znHb+IbblvgiTV85x07ecr/x+8rqYdRgFylpFj1MNRtgWPNfeZ+rJ5PufY8B0orKpmn2PonN/1d1wwfO3HcLPZ7M7xXFsuLy/3/q3A5fL6zGOW6xRvmdTbgkH7YrGo5XJZjz/+eB0dHdXFxcXkNTDbyD6Y/ebrS9ol6+PEYP9bKseoX+Ozz309+Tn7fn/nxej610N1thv7iSRJD8MgWZI0kUrf9Xo9qX5jKMXgk0aD2h5QMBypuhng8P7Hy+Xy1q0PGDAnbORb6fcFJMHKpcvLy7p3796t0JdVh1lmBlp8q3X2n1VoWTYrnRki53sfuHE/+lv6Gb4y0Oyf6s4BJreR/+aAPFgd2d9KzEF/bmfBfcq6RuEUB7ScHMjxzO0YXvWqV9V2u627d+/WxcXF5F61DMd4T9nsA++de3p6uusjCTMYuo/CZA70+/FgSJGJix5QZj2sjM8y2HbZXgaSPEd43NLfso2cUOnhZ76zCjvHvL8lnBgCM1hLm/dbDfTz6erqavKBcQx+82/eozznU5bHcCR94fz8fLd/PSRiG1C/7UCfsOrnQYLP/J/VqD3g6kFNlpN+xwmV7AuDW05AMHDrwS+vO3yrOo8xr0WLxWIycZJ9YVg6CqhYMZxjxWPMiQdO5uR1INtfVZPzgYFwgrB8536v1+vJO1xyjvTq3ayzh2Gj86S3Nfseg7t8Zx9gG+TY9QnF0WRWn0TpQXLa+OTkZHft6QFsf83IdvX1cN0MePM9r2OpaGalcg8f+3WZx4d9jevJ9ZrvUMoyec3h87jcfj7zHGB7cBvyWF6TeZ4zgObfA5vNZncrjUww53Ujz8vxHk0M5dglSM7+s03TDrz1RR7Dv0vy+F6Nn+PUJy77BMGoHXNe9dfZ/kGcffK4txuPM88xtkfvG5IkjRgkS5Img50MQHrY1AeBffB5eHg4qQpNlVcGSwkgOMDlWy05SOxVdNlGBrK9si3byMAzz2M4wMAkj+E2Zd0ZMPYgjYPMYHjVP2iOAfIo3OZgtodY3P5eEctBMduJVaYJbhnYcODIbec+8PfcjtHxToib311fX+/e4r7dbidV5ZwcyDb2kLbvT/oJb2+yXC7r9PS0zs7OdhWavM9yDxEZsPVbWPRwYTRJ0o9LD0n6Y/vAnetjv+2hSR7LNmHo19ufgWzuu5s2ZjVnlstKQ25772PZtt7Hsww+PtuUCllWJ3O9oxAp14t89X3sgS7bfDT5wapEtnkqRflBnb3P93CU25Rl8R7sCfcTQPG4Z/mj82oUVvM49f7Avsbt4TWF+5z2S4iW0Hm5XO5+l/Xw9iWcFMmHx/X7IvNDP9NvehV7QlzeL57rzXr68WbYN2onXvf6uTf6nuPEgH9UmV11M3nKfeqBa/oAr9U8nxJc8kP72B94/c75wOt3+jTbIPvK7e2Tf+mr7De9P2ZdDDmzLdyf3s6c1OqTkXzd6uvsYXt/pw5f44OTsz0c7aEqK3/5GpLt533G81hWFo/W38/RHFf2oVwDRuFvn1DmBFY+cJATbjkumYzK8rm//W8P/t3F1+feR3ogPJpIzjrZD7kuSZLmGCRLknaDrlRvJXgZDZqqpvdW7QFwr0asuqkg7W/f7AMfPr4HHqxmy8C/D557VQ73j5VV+TerqzgQThiXt0lnYMrBJUMdDrxTUdtvL9GD2GCYPgrPWFWa5TBUYFCTgSrvL9s/qKxXbDKE4iCSg9lRlVuWnyA5y8uxzf0esy2srk7bcaDPau2EdOxj+c4QOR+QdXp6OqngZrAwCvZ68NAH8Puqs3gecH3c1nwxHOI6emDewwwGounTCR1YtcoJjxzjk5OTXZus1+tarVaTgKYHyb1NGBb3cCKVf3zrdtop5wz7YdqR+9cDeF5jqAf8i8ViV6Hd+yHPEU7gZNvy+NxCY7lcTu6bzcCT51eew98dHR3tgtl8UB7vDc1t7/2qV0CyLapuKo+zLPZfhqbpP6l25Xmc9THYOj8/r8cee6xOT09v3RM+x4gfksYK/oTEOddzzvH6x7Cxf/X77DPI5PnH1xlWu/P8y3N7KNYnc3gdSnUpz1++ZjFozbb2cDxtlPOlYx/g9S19P9ud48N3GvA879vDbc56eridY9jbuE/E8TzO6yav+bwOMUxne/DalTB2FN7nK/uZczwTFHn3TTc6p/tER45FljG6frFP57iu1+tJn0l/zvpGH0LYJ2/6NZh6qM7rew+oR5PQOYbZN0589vu6sx+MtjP9KhP5bCP2fz6/nzuSJD2IQbIkaVKNloFFghJWPmYAyeq+UXVPlhkZuIwqm/O7fdVmPYzpg8s+gOOtH3oFU36Xf2dQ1z81nZWzq9XqVvDMwSAH5Xk782q1ulWRV3V7UM/qMu5DvjPQrKrJoJIDaS6b9w1meDtqux4g9m3pAWv2P22WEJf3BM2HfmUwy9CV1Wo5LjkeGfj3kJb3xl0sFrtAMIFpgj3eFiThAAfIvR+N+j/DxwzEeezynaFJ9olfDDz5lnn2iVH4wFCQ1WrsL5y4YXVsKpITsqd9Gcb2/stt46RCnxzK+rNdDD+4LT1gYXgzCvB4/9Le/xnepU8xvGLbZT8SrvaJn/Sbxx9/vE5PT2u1WtXFxcWkrfu7BnhdYyVjqntz/WP4l+WNjmeWyeOZf2df2d9Y7c2Jgx7Qjq4dfEfCY489Vk888cRuv/PFPnb//v1diNyrkbNt+RCyhLM8Ntkm3j6G15dsU3/3QQ8kc13oleAMUBn2c8KjV3Qy3O3XMFZ2Zrn93uzsh1xvD/WC+8DzNMc117r8f1/AzX3POkbnH6/X7Dtsz76NPKe4v5kIzLb0UDbHsYeY2d+0dyZbciusnCtHR0e7+4FncqtPXHLbq2p3zvcAP9uef/M4sY/wWpt+lu1NiMx3J/S/SXid4evI6G8dtnE/rr3v9ePB6wT7WY43q+OzDcS/zbj/3K/el/jVJygMkiVJD8MgWZI0CZE5EKaDg4NdZStvI9AHzKPqu+gDm/ys6uYDfThwZlib7xwU8S3WqUJar9d1cXExeQyDjgy4WS3FwSIH7fne3/bOdWZgy3XkfrMc8PcBKAd1rL7jV//QNVaEpm1Gt45IuNpDq14h1UMqhiusWmQ41p/HKuD8LseRj2E/6QFejseob3GyIUE5JzBG1W1sPw7MuZ88pgxdetifAIVBFycaGNbnO/vj9fX1LqAbVRT2Knq2LfE49SrkfC0Wi13IkvvS5m3dDA2y770yt+rmlg6j21/0YL1XYI+CZAZsDGWzr9kWPjfhVNabtmKgwyrChJRpe64zbdMrAXn+MtAZBVzcjhzXbBOvQVx22jJ9pi9rFGyyn7Pyko/Jcbi8vNwtk+dbnzDoFfL8PfeZ1xqGtTz/8jrB9XICordBfpZznudV7wMHBwe7DxHN73ntYijPKnBO3GQ92dfcboV9vgdo3P9edcvJsQSl/VimHfo7CHj97G3VJwiravIhbmxHBprZZlbkcqKIbcdqaBoF83wnEo9R33b2/X7dZ7/l5NLR0VGdnp7eOr96CMzrW1XtJoayz5zcGt2uqQe23NdMduT6k+3v52G2n21UNQ6KcyzzvJwD/W+g/trB/k/9POoTgGn7fnwYyvN1Lm2WCTWeT/uOhSGyJOlhGSRLkiahV4LIDESCoVG/3ygflwE5g6Ye2PRBcAbifBs/B9scIPWqzPye1cD37t3bhY7Hx8e7cPfy8nI3uDs9Pb0VVAbDPb7Fe18lawJsfihdrxjsgS4DgmxDrxLkPav7NjK4ZHjMDyZkmNMHzH2QyW2ruvmQI36AUL5YPcegq+8f+0AP8bJ8DuwZ/PE4c7sZuGRZvXI3/YFVpgyY0k/z+x5W9yAlz816+SGUDJPz/F5pna8cR1ZnJujIY1hZ3Pc/z+33is6xr6pdaM3KVVYisu/mfMm29QCIEx88V/lY7j/DrISVDKaz36l6ZTDVQ3zuOycGGMbxmPaJi+vr68mHMbLSs9/OogdHWWcPmBnUM6Dv28zjlDZiMNknDhgU9/OGFeLsu7w29OsBA1YGX7yWbLfb3e1IGILlQ9X6ZBAnZkbBLMNzXnfYV3qYzXOVwRerSNO/eO3hfvS+x99l37m92Z78PNeiXu3LKvecl5x0ynJ4DrPvjPTAj49lP9t3re8hf5bJfpRt5M+4rn7/Z4aXvD0N+0l/bs5bvg7kew/BM2HLft/lOTmWm81md2uebEf6dK517Nej9u79nsd1sVhM+lyfpOE1pr8ucEKj6uZdQrze90k1BsqR85r9jsvm+ZT94HW6Xxt5jeK1gufU6O+uvj5Jkh6GQbIkaRLoVN2ExhxcHB4e7t6m2sOzqtuVu6xS5ACOA7usu4evGcRz4MYqu1RfJixlWJcgmVWNCZJXq9UuqGPFbq/mYvCd/crvqqafep7qwNVqtQvHenjbK4GDYRzDxYTeqWLlchIOMXTl/V8Z2CTc4ACU4UD+3W/RMNpHbkd+zwEy24YBUx+oj9r14OBgUk19dnY2eXwew/3vAUlfNvtV+hoDj/V6fWvCYlSRx0kRHi8G97n9BkOl9In1ej2ZJMkxYr/N8b68vNzdOuD09PRWiM5QNu3EPpA+yH6TY9Hf/lxVu+r9BGWs9u4Vf/25ORa5Ly0qFwAAIABJREFUFrAN8vvR9SKTOQmyea6zCp19icFO2pGTSZvNZlIxmuXlOGU78jsui+dq70f8f65L+c7glwEp+8Ph4eHuvOTxzj4wdOL+ZDKCv2O75HrNc7LfnqdXiffjl/bIuZv2WK/Xt85dVsJyP/pkQZ8A6JMOo23qwSLvc51btPTXoh4W99A97ZHAMdeBfo3iNYgTW3k8z+GErH3yIAErJyY48cRba/TrU7+mjvaP51r6RZ9k5YQCA3kGin0yho/vleN9P/M4vp72tuctc/pkSoLkfPHc4fnFCdDVajXZ/6yHE409wM+xZf/tt1rJerg/eSyvHzw23J/+eshrWa69vFf0qP9yvcQ+0icCeO3o7cd9z3deu0frYIC8L4yXJGkfg2RJUlVNgwYGLb2yK99ZHZjBDz+kiYNfBrOjYGg0iI0Mjjgo5YC1D4Qy2GRAm8Fp1c2tE/K25+iDeg48GZBkINnvDdoHnv17D2oZKlTdhFRcztHR0a0AhCERK/YY6LK6kBXVDMR6JVJfR9oyg+7+9nUOzhkSsNqN4SD3uYec2ScOwNNvGKr08CT9jH0yIXH/0LBUM6bN2M6jwXj+Pbo1QUI77j/Pnf42+UhYMarWzHp4GwaGUZxAyHJ4r9CcfwmTuV/pF/ye3yfkYFV2P1fTvukT3OZ879eJfrsBhoaZlOrBI0OrhMG9ai7blnUnKEy79z7Ia0/Cz9HkCPshg5hu1G8ZuPaqYAZ9DMh5jmSfcz3r7xLI83m7BK4zfZIfrskPDGX79TZn1TSvjT1Mzj5Fr5ztfTX9ok8uMuBl6Jdl8HUhIfzp6enkWOW+7L16nq8hnAjJPvTJgWx/JuUYaifsZ/9m38z+8vzicWV75bEJcjlR0PtTnyDjZCWvn+kbo4k8Tgb2Sbcck5OTk8kEbibz8kGnXE6/rQeXxzZLm6bd8/qY6zBf69h3uK15biaBePsYvhMj/TrnNSdzsqz8vcDJm4ODg10Y3c/x0URS+jlfK/i7tEv2kX8LjM59nue97fp3/p3UP/yQx4HHm8cmrxP8WynbkN+PKsQlSXoQg2RJ0gRDOoYYfYAVeWyvAM0gpVfE9eUFQxz+OzIo7PfI7cFlPhSqB3QM4RK+MmDpy+rbxZCt37YgQe0oDOAyGJAyiO0DYA7sUwWVxzGsYbBeVZPQJkFyvrPtuf7R9vYgIl8cBDM0TZVaBtE8hllOD/1HVYUM4th2/HfvnzwmrELj7RPylZCEtxvofZvHP2FFgmMGMwwD+iRM/+C2XiHGvt/7JUOOHtaybRIupR8eHh5O+mU/ngxEesiVfjZqz36ecrvYN/oy00a9SrjqJuRjQNnDGQYyDFBy7Fm93ANCVmVy0osB16gaNMeJYXKvWOT9pHnsekUmjxODrl69HgzX0od4zcx9bBP88DrISk3ebiX9vV8j+7HmBMtyudwde/YfVmT284CTfNwG3l4lVe+85vEY9rCrqna3JcmHeaZNeF94XgvZnqOgkudoHsPzktfCXnWaL94vmdWhuZ4kqO3tx9chhsjZ5rw2sA2yrev1enJN5PZnuf01q08EjK7zm81mdxuc7AOvdWwL3rqH1z5OpGWyLo9LVXfV9J0AfC5DYm7zycnJriKdx4ofrhoJm7Ne9gdei9keOTf4ut6/8/gk/Od1Jn/vZB2ctMw+9kmlHiL36yt/xgmyvj18/cxrLs9rXot5XlTV5DzuExeSJD0Mg2RJ0kQGhhmcceDEoCf/532BGQY9qLIv62LY1kNkVkX14ICDoAzMMgDN77NchkqsIOzVwD10ScDMMDkDPFa8Zl+yTlYfZbmsasvyOQjvAVQGxNmGHA+GOqxGzjI5+EyQw1CKg3hWkLG9OHjOgDyBHbc9A/Wq2rVHBs8cOPfquz6wZQUZwx22IfWq0z4ATpCcbWOwmHbLc/P7DKw5WZL9zzFlOMjzIG2X/4+Cyn1VfKykq6pJAMjj3O9LnkrFxWKxu11Erwrn+cQglf2agQyDo+ihdz8PGZRwAoLP5zb1iZBsB68hrHBneMOqP4bsfbIh6+WECfvdvvtncxk8Dqx8zr1bWRW977qUPpEQNY9lQM+JjlElddqGFZ3cPlYfcxKiB5OsBuf2cWKg31M67cOJO/YrXqNz7T09PZ2cI7292A9Gt1Ph8hmOZ/8TejLA5cQE+x2/c5KuT2L1yZDNZrP7oLf0AR7PhMn9vMj6+usmw9Fcx3nf/VyfesDP63kP77Ne6pNUnGjg616+379/v46Pj3f3ImYfTpslHOcy0yfnbo2wWNzcAoOTQf187MvPsT0+Pt7d4oh9lRMV3I/0Ofat/nrTq7N72/W/bfhuK+4H/0bK6x6vX5y4ZLv285zrHW1PJhH4WpLn8+8G9j/2jx4mc5Ii+5PfGSJLkl4Jg2RJ0kQfVGcwwvtjckDV728cHHz1cHg0EB5V1PSAjdWCVTdhWh7PwDc/I4Z+rBLqlWwJAxiSZJl8a/Ko+pYD6zyH1YjcDrYZw6EexPHtvazaZYCZ9mB4zGCxV23mGCY4YPsyUO+VogxkEhTk3/wAMAZYPejj25JZJZb19T7GY9mrw3vomeenLVi1vVwud/9mRRgryHqQzQE2w8lRRXcPr1hh2gfqDIXY91nhmqq809PTSfDG825fmLQvMMm+joKHET6OQVRfL5c1WmafkOG5PWpXBic8zgcHB7fuBc4gi99z/BPk5vkJLblcXgMY3vMcTuiV57JavLdLn+hgVScrSftb1nvozfZJpXA/B3vbZxvmJtwYsvWAkR+6lt/neGXb0/cT9qZyOB/6yLbl9fDo6OjWecl3V2Q7GGznGHLijv2K4Sfbm4Fb9MkFHv/RpAOv7R3PcwaNrPbsfbRfi4PnV3+XA7c928J+yWsiJ/fYh3kM2cY8z/px5rUpbczXB7YxK7R5Howm6PpEUSaGeM3OawDbnsvJ43ob9WtQ+h23q98KhZXFBwcHkz6W1/vRpBzbjOczX/t4/cy5xdeNHsrz9SfXDL4Dgq/D7CPpx/2dOqPvvc+NfidJ0hyDZEnSLawOrZq+ZZ+BBysIOTji4CqBS9Xt21fkZxy89nCZXxkA9lA0A7q5/cnyOKDlNnGQvy88y772ZTDgTjsRK/6qpoP9tG+2Y/SJ9Kwo4sCeg3UGcaN7NTJg4bI5gGSQlCrX4LLS3gyxGKCMwte0Qw/aevB4fX1zP9BRdW0qvXjMuB5Wi11fX+/ClNPT092HrjHEZNsxGOLEQNX0Q8BYfTaaGMnPE1izCo39nIEO/5/H5AP1HnvssUlombeLjyrZenv2/48CRB5nTiL07eznb5aTY9Hbjn17LkTmBEgmAUaBYN7Wnnv48pzjecdQpX8wWL73wL2HRal8ZMUeg9SqmoT+vI7xnO3nAZfD60Eew0CLy8s1g9crHk/KJES/jueYZ1m8BvK6wtu+8JYxDM9yzeMHT+Ycy7r6tZLnLCtlRx9eyTA/fX61Wk2ua+ynWWcPLEeTPX0iiMeIVfBsG7Z1nyRJ2/F1Mce330Ipx5PnIZfBcJShfx7T17lY3FRlLxaLXSi73W5vvYthNHGVZWddeRzDZ1bnj95Zww+7HYWXPCbZL35gY76urq521+g8p7d1n3DhB/nxXEg/z76zP+U+y7kvdm6DtFqthuvj3zUMtzebzW5b+2s+j3m2h9cKTtrmOOQ1gxNF7G89SGaFc5984jWF+zHqR32fJUl6EINkSdIEA58MMBhSZhCYkKYHBQwZEiL3QLYvn6ECB9pVN5WMrJCqqkkYEBwIc384ME4Yk++jipwMQHv4xUCHg/uEBgwcWMnUK/0SbuWxWVYCIA6kGf7MHZ9+3+ZeuZfl9Qq9HCdWTLHqNcvnwJ5hFINptkcPRLIuDsh5vPpx7RWFDE1yPDhYHlXHZXsTJDOYYj9jJSJvVxDcHrZxDxkYfKQ9+Xxie/M2EQxpTk5O6vz8vB5//PFb1aWsxN9nFHhxX0fvEqiahskJt1j12YOkfceeoUc/90chKW/hkG3kvVXTRrkHeraHx6IHVvxgtB4is41yniXM4YfOZTk8ZmkHBkMMhHqQxi8+jyFU/r1eryf3Oc7PGRLyvGWwlv9X3byLI99Ht/Rg38h2ceIjAWMPm3OuJJTrFck8d7MufsApJzESQPfl8NY96/W6Li4udrcR4HWY1yaeZ71KNu3NSm72eZ4f/RzJfozO4/46wgr4tFX6Zj9/e9DI6zr7ZZef5Ricnp7WYrGY3GKIH7jYXyd5fUqfZx/iJFdwooGvqavVqi4uLmq1Wk2ODduM50Pav0+IpY/3z0Ggft3jNaRPqLDfsq+enZ3V+fl5nZ+f1/X1dd29e7cuLi4mx5khbV8WJy5YvT/qQ3zd5us7l9fXx0mb0YRGJmxHr899YnV0jvcJBb6O9TaUJGnEIFmSNMFBNj/0q2paFZpBDKto+r0qWQnIoJjhcJbB5fcAjFWBDP4YGDL46gNCDuJH9xvt6+JgqldT9e3hNjMI6EExK4Z6SF5Vk/CNAUkPffq+MODMID7L7seV25l/s0IrA9webiTMygCfVWncBw7aGdz1QJ7b1wNUHldWAM61b6+M57HsIVCqzxJ88AP5qmoSgLDteH/eHupze3rbc7uzvwlo+MXgJN9zKw4GvpyUSNv0AKNXF3I7GZD32zf0/prH876+rPZmoMl18VjyOtH7wXq9vnUuclsS1OTcyPWoH5+qm1twMIDh/XOranfsGLBwEqi3PwO4ucf3awjPdV4f2BeJ6+SHtmXbUznZzwMuv1ce8x6/uV4kvOvnS//QsIRZ6YNp11HQxImAfr7lsenH6TMMYznBxXcjZB/Szn1iKME0rxWs5mZo37eHEwpprzwm7ZtAfDRZwL6c56cvZ0KP78Jhm+Xc7QExq7G5z9zuHq7yWshjNtp29vt+viXg57tK0kbE13++Bo4CT/ZRvmbzvsLr9XrS7l3fT55D2b4E9TlHqurW5wJkHTyn0zaZmOJrC9fDvsl95PX05ORkMoHLc6vfB5zbz3Vy0iPtl3OPk4i9LfuH3LK9e8jeQ2VeG0eTzJIk7WOQLEmayKA4YRQraFj1kmoiDsgY3PSBF6ugOAiPHjByYJlBUK+oG72dNc9lEEsc8PVwoFcJsTIz29GDMm4rB9AMkzjw4+CObZJl8jH7BukJDRmE9ECdgTAH6j3Y5f1NOdDlcclAOFWh/e3NHBBz0qG3bV9u/2IoxW3nshmm9MkEhk2jqm2GxOv1ehcqs31T3dpvPZIgmT/PfrG6tMu25HdpO36AHivU+LN86FnfjzyfQdLBwcGtPsC25vby2OfYsgqYfYu3ZElg0d/Cz/3kvvJdC2yPPLb/fnRdYH9ltf5o//okEPc1laK8h2gPjRNM8fxLm7M9RmHivsAm6+nXM37PvvMeyn3bs262IZfP4G+z2ewmA6+vr3fB4mq12gWeWU76eq/E5fq4ztEkW78va9+2XDM4CdHD7Ezy8HYkPXTjtaf3+R5k81YPXEe/RjNsznnDdua9nHO+8PY23Kfsw77bY2TdCYtHk0O8fRPbJ5M2DP+y7Gz76NqQ87FXcVe9dG7l2p/zY7TNXFd/TUof6325v46nTzJEzt8QI2wXTpT0ADavA/xwPfYJTlQwSGblL0PVPhGSfcu1g/2QfzNkUrJP1GQSpYfJo7B99PdS/xskbZljmrbskzPskzlGeS6vebm291tzSJI0xyBZkjSRQdb9+/d3gwwGRBlUsQIwg2y+HZn3O+XAhQFjD1w4eOWALt/ztm8OrvM8fu+hGgMeDmb5tv0eto2CJA4A94VFPTjkfVs5mMu6+m0DGI4zcM46+DsGJPkZ26CH7KzazhcrknuFXraR/SAD6VGQzBCOgXYfLPcgjv2hh7j9uDBESBuMqsC4vXkcw5QEGev1+tax69Vd6TdZD4O7Hj72kCV9IeEUn8N7j7INGe7zbeRsU1Yv5rm9r4/OLwbYDDhYlcrqtGxn2q3f2oYVxgljGDCyOrCfQwzL2GeJ29knJPg8BjT9fEyfznYwdGUlaL6qaned6ME0+3/vhzx3GNbx+LKaM49j3+MkSJ+gYTV5x8Avlb29wvjevXt1cXGxC2rTJ/t1pF8nsp090Mpz+20MOJmUe9Gen59PqlEXi8XkXuhZ1sHBwe73vAbmVgS85UcmQFjJSewrvQqd/bSfs3zXQPpEPvTy7OysLi8v6969e/Xiiy/u9p/tzVuNdH0ybDRJ1icI02/7O37yGE4e8fYJOQY5Ppy4yQRDbvnD48nJu96mOc7sD31/+2skQ0+GyAyS++QD+3vaifdpZhtkmzPBmr8R8m6TbG+uZWkPhvd5R062N9eLw8PD3XU/t93g6zaXsVqtJtfStDFvp8S/Vfpr4/X19aTvZfIgv2f7p93T7xkkZ8KkP544CZpwWZKkh2WQLEnaaxTM8r64GdzxLfis3unhCgeeffm83x8HWKy+SWjQg9N8H709k2EPq5B4mwZW3mVQ3ivXqqZv0eVAmuvtFV0cKDKIYfUhw66+nPy7D0Lz3B5M5ff52SgIYLCfoGe5XE6qtVn53QPvXjHFcDT70e/Tyj7EfcggmFXmvZotgQ4/bO3k5GRyj82EH6yq5TFlQMowtAdJ3C8ahUOjyQU+L/2OH16Wx7Nd2AcYYDNI6pWBaXfeQoRhcJaRbeLxTjsyBGewyfCK61wsFrv7BrOCr1fojfCY5DgxuGTgwzCVARv1bWA79omKHL/0P06IMEDO+rhdac9MOPRj1ANPnhtst6qa9Mlsw6iSsn/neZ717uuDozZjeMiv3k96FS31WxOkqjkVugzU+mQBg21Wbeac6iF+jinboPftbBPD236PbfZp7lfOGVYop315redEG9850EPWfuxyfcntRdhHR9vBcznBL29TlOPIY5v/s2+Prj/s5+l/OXY8nrkOj/o4lzd6veE1o297ntePeZ9w6ZOnaZ/lcjm5zm232911P8cgfx8wAOdrTvrMer3eTablb5blcrl7Dl+z8prIaxZfG1KdnL6R43RycjIJyvl3DM+p0SR3+nT2qU+ysr37hCbbL9fp3O5jtVrtnsfjynffWJEsSXolDJIlSQ8lAw7eI7ZXtDLs7aFbBj4ME6vq1iCeA8GsN89nsMAq4QzWGMJmwJQK0x76VN1UW/Jt1xygMQximM3AgNvWB3yjCkqG5AwkOKDrlV09hKAe9nOd/S3QPWzKQJiDTk4EZFsykM+9PXns+ofFVdWkcpcfWsbJBfaL0VvBuc29n+XDuRJ+8EPIeiiasCTHuAd17Kusnt9XiTf6N/vr6Nj3ysj8jCET95shcv9dVe1Cz16dyWC9v5U5jzs9Pd19se/lVi88z7mPDDUSWqed+Jb8fe3W32bNyZ1RpWvajOcogybud2/LHkRX1eTaxYmPfp9oXiMYTvLD2XjO9cCNAeNoUiGTAn37UynJCte8XZ7r6hMfXBcDSVbJZ5m8R/QozNuH7ZGANPe3zbmVoJK3ack5v16vd5WdCdgYoPFesL0NeZ5ygiOvFZz04jWck42U/pA+yAB2dO1m6DgKkntFadr16upqF+Dl2sWK12wL3xHDd1Ck740m7Njnc+zTLmw3TlYlHOWEQQ+8e58d9QNeX9k3GEqz6jzbyZCZ11yGojxevObz3M4kBq/V2Q6+DvNatNnc3G87/SyVxWdnZ7trAP+uOTk52fWlLI+TTHnHFie0cs/ue/fuTfoY/5027JMdwUroXFv7uwL63wd9Aixtd3x8fGvSIDjhwfNFkqSHYZAsSZq1L+jkACpVjhlA99BlVE3TK+0yiGQ1Gp+7LyRg9U4ex6rDDMQZQGW7GFJlQJcBHwfvvYqnh9kc+LGiqmr6dv08ntVnrCrLgDfBRp7b3+7MwKxXRzIQ2xces0IuwWwqfFlZxtAz28zBOoO4Xtmd7WWQzLcJE9/mzO3kpEICnbOzs933qtqFyGzzHBO2Q/pajkG2IQPs7HcPJHtomL7Jt+/3r77tDH16Vfa+ACfb2gOitHu+pyIu98Fl9TXPQVbZnZ+f19nZ2aQSNe3PCtB+nFIhmPMox5uBFduMeEyyTVw/+y3brk/2MOxhGNv7Nq9Pi8VL98rNMkYVyX17GEwmbGOgxFCIFZoM/ngecNl8S3yOSYKrBKO5bQLXywCpT5px2xhO8kMiGboyfO3BaA/IOfmS5SRIZnX/6FYtvD0Ib2vQw/b0T06C8VY0DPWzPQko+32QWZ3Jc6mfzwz3GGiy//D6xj4+aiOG3nzdzP4kMOdEZq+GT18dVZ3y+PLxmZzo5yv7YSrfWaHL8Jf7x/460idPuNx8kOm9e/cmt2kYTQJnG3jO5ecJ8fs7BfIames+t5nbx8ptTs7218n79+9PJta4vaenp5PX4qOjo9299TkBwQ9I5ARK/g7qf6uwT/Z2ZjvxOpXf5VrD7crrXx6T68r5+fnu3OC28LWlT/hLkvQwDJIlSXuxCo2DjlTKLBaL3VtDq25X2GawzwrJ6I9lddyoIi0hBoMChjcZWPVbBvT9YcCUwRSDiGB4k4FoPqiqD8Cyr1V1K2jidmZbR2FEKi578D4KgdMu/f6zbDuGS9mfhCkJ0zIor6pd5SDbtLddH3RyvX2b+6079gXzCSVZndVvAcDQkPfhZbDGLw6SGSj0AXMfyI/aubdBJCxitXN/Tq9I7QFjD7TzHIYN+9af/ydQOTo6mlSx9mXnvMnx5v1J07cTSOX4bbfbYYjG4CLLZ7vnZwwvt9vt7jj3vtXv9cx/Z1s4IcQPE2P79vCex7i/7T77l/3nZFYPWxeLxS7kzONGwWQ/r3uVZEInTnqlOpfVwjlWuVbxmsdJE17nGB5z/exrmTjqlamjCt6si5NIVVXL5bLW6/VuQoHBfq8OzT5m+QnkU/2eNmE/4fUqYXuqPfv1g4F/r3Ll9T9txskBTmr07eX1Ke3Etki/yHbl+DOwZ//t1bXsr2wzTg7kMewTOQ48Lw8Obm6vwGPH5+ffrKBNHxhdk7Mt/fWQ39nPGNymTfhaxH1mSJr183WFlbLr9frWZFEms0bbzSCa508mzTjJknUl/Oa+VdWwerpXA+dasVqtdre3yPY+9thjdXh4OJnI6YFxPxb9dY3b2Y8Bz0tuE5ef1/PDw8PdvbC5X/1vE0mSHpZBsiRprwxi+z1zGe70+2KOBqR8i+5cxSIHTAygRwOfPvismt53mNVBfB7D1V5dF9xOViWO3uae7WQFLO8XzeCsD665noQDCT3y3F6VlOVkQNg/EIzbPwpDq2pX3cXqN344Yg+5extSJgvSDgy2sq4sj+FU+hbDliwv+8+AMQNuhgdpf1ZlpdKQ4Rz3gW3IPteXxbCzB3L5Nyu7OCHQj0UPONlnODnTt23U3xmWJYjMMvfdhiEhE6v5+jHu1b6REJnVf+zH3FbeTiPbxgCFwVk/B0bV8qNKw3wfXUf6cthmrGZlKJv2HoVIvNVNrnF5fD9PEgrx/O5hHMPerCehWZ90yHp71WmOT45rr5hl5Sbf1p7wnOtPOzDs6hXzDPCy7IuLi9091Ue3q2GfYJ/kNZTnBH/e3zGS5fF1huvo4XuOZQ/A096r1WrST+cmxhjg9iA1xzP9+vj4eDfR2K/JrDxm/2T4OTqPeN1N22Sb03fTJpxg5LbnePZA+/z8fNJu3A6G82xPSpv0d28k2Pz/2XuXF+u2Lk9r7NgRsS/xnu/A9yfYK0gSRFBUKi0KtApt2NGWYEdblmhDEG2I2LMjiKBIUdUQBDt2CgpB0aJMEbQKTciOtmxnIzn58Z6IfYnL3jZOPms/6xdzv+ec95I2HAOCiNixLvMy5lwxn/GbYzHHeXylAtxjJccqzzY/E2lH2tz9ZghP21NfBxQ8v+OftJvHsttupBzmHINo7uMg+9PTU+12u2kseqxQd55rpIdxgIY62T71bE+1MeXabrf19vY2pZkhcNjW1tbW1vY51iC5ra2tre2qeVFn5SuLHquibCy2WdSg4vLC0+aFu5WEQBYAkOEV5/l8Flde3OZ9DGapF4srwyur+gzFDFsBPoYM3rYOZE0omBA5F4VW8aXyyAtNQ4uEbAnsElRQBiBOgq8EJwnP6KO8ttufsrtfst8MVQwx3M+GIICThF3ZJyzwWaR7MZ7QNutLmfmbF/b20YQNCat9P9qDccN4yi3dCbZ8f+CA4Zn72akArIhM5SllNrC1P6aa0/DFKn1bQqOE2qMcyvZtxqSVzx5/XNdqf/tQjicHKxizBsOG8oZIVfVuzgP2uI05J4M99iO3CXVFfUgbuh4eM5zLPJXjm2ttNpsp/y5+S6qYhGucQ13wjf1+P5vDc2z5hZyn02n2QrHD4TDb6p/BFudUthrSANFpNjif8qD4tf+MgGdCYeZixr/nN6fSob6fgrme787n83Rdp5Y5n891f39fh8Nh6jPGGwDUL467vb2dAfYMEiVkT8W4ldAOJDiIQPtzPfsIsNT5rj2XWbVtKOz29dxJebkXdfd8ZTCOT+dYduAWkOy2c9/6+AxqcZxT1+R8xxikPKk6H/mF6+t60PZVl3ROtCntO+pftyXpbTweRvM8fTL6/4Yy8L8TPkr+5sViUYfDYXpGtLW1tbW1fY41SG5ra2tru2pedHnRY3VR1QWuGbJ4ce9UCpjBiRdHPmakjDIg9vG+Z26Rrroot1jIHg6H2bZ7rue0FxzPYt0gLtvIqRdSLWWInEAZqEUdvNCm3VzXhOuuoxf02bZeZHKvBAAj9ZkX44bGrouhAOckoDQoMWSxKs7l8QIY8ILfUYZRao/cimyg5IW31V9etFuNzPEGkwad+IUBF+XJ8ZL+kSpHw0i3N/d6e3ubALTPHQGeTBVCTtoEO85pa3+lTbJsbhvX0e1B2xuscqzb3z7Csb7HKOd2gh1+93U9PhPUeZw7YJD9AdShHZyWwNDf13AeZ8Zobo93UMU+aniagJvyel7xPJj95XG+CG7hAAAgAElEQVTOeQaY7r9UW3ruuL29rfV6XdvtdpYD9u3tbQaiCfAk/OL6mZcawEYZGIsjZXUG2DKI4nnS87jb4fX1dbp2+g3AlXPdHvbRnBdpdyv7+RzFLDAyA5IeK25rj0370eFwqMViMd3LdbOvM/dQZ/cH48Lm8UafGDznuEvzfO9xmHDS49Nj0DsG/DcHWcjdTP/ZZ9yPI8t+TPM4yQCEx4SfsX5WUgfuxbzsNBm0p/9H8Yto81nj/7OyHu6DnK/5jKCP02/5PHxttVpNc5RBfltbW1tb2y+1BsltbW1tbb/IrAJKaMbCN7eEJ/QZAVgrPDEDx9EWWy/GDQAMGLLcAAqUelbtAYuAIlXvX9iGgmy0KAXSeOsyNlrwGipzfbfRNeUoC9FUqSVAHn25TgkwR+DTx7huqaClfFZNARBZ3GYdrXgzXKAtKc/d3V2t1+uZGs2AiPyylCODF4ZjmZ/UKl2nLhnV3z5rHzREtEINFSL1oU0Mb6yC5Rreeu48wAZRzoWafuT+4+/u7wSqwEsrkKtqNoYNPOxjI6WyfQG/MbhMsDOCuVZtr1arWX+Mdih4XsgxhGoWZZ5zLXusZHCg6qdcwJSZ/vA4om/zetzv+fl51o60q1+clZDIwQ/3p2Gk4bL93v1pgGSQ7PHowIv7hvKt1+t6eHioDx8+zBS2lMeq2ru7u9luDc/bHiMOEhgEp6LaQYT0ZV87VZuuN2OQ+jkQ5+vZnzyv0cZOV+I5gPvhd6lK9w6JDB5QL8PtDPLYF9JHXGdDcHzMfZCQ0PMJPuzneY5V+7uN9jOQTZCcQR7Oc3DNPuj5g745Ho/v0po4YDUyzwMjOOty0AYcmwHybLvceeC2GEF0p4vxc8aBHc+BWUauk/8/5FyEP9GfLnsGvqrqXQCxra2tra3t11iD5La2tra2X2SGP6nsYsE4WthXzdMijK6ZZoicqhrDjISkI2BdVTNA5e3NLPIwQw4vbFO1mF/8zaCKMrmNXD/XBxiREIa/cX1AGgB8BBANtUbKJYN7L8xpJ1/LkMwvCauqd0rgEYB1exmYGAjZaAdAUuYVtW8A6nyNVJFRJxTJuR2YY1HsjvwzzxlBVOcupe84zv6aUDbvY2VmQtRU62WwJtt8pEg0fKQ8BtO0CYEWg2S3BSCFvsHvDU5cJ0OvbF+PH4+j1WpVq9VqBluOx+PUbp5nMlACrDkej9POg/V6XVWXlADux1QkA7jwI/th+neOMfrFYNUBDasAR8G2HMNuJ4+R9GEHBTyeDP59jsdLqhpRI3/48KG+//77WiwWU1syppyihboSnLu5uZnAmsvnXQZWba9Wq6Eq2XOYX0roc912I1DsYKABJOdkYM4BHsPsnN9cL/fNKDBjn02Ay98ZqwaSqW53X/l4P0PoDz83Pd8bwFJOrut0HzlPfgraYrkLiPlvBDUT7toXPcczzwA+rQjOcz5lo7nczyRft2oMkTnGc7v/V0iFsyG5+weltQOO/n8mn8/2NX+eY93+REohlyWfXSPA3tbW1tbW9kusQXJbW1tb21V7fX2d4EEuxAwmrYbKraAcwyIe4+8AvlyUj8CeVYMJ4hJKXVMoO9dx1UUpmirQVIqxSLS6zirHm5tLDk6r4hJ2ecHIZ87TaMWvF6i8gT3Tcbg/WBCfTqcJhnF9wEWmTMi2TeiUfZif0+YOFgBXc2Fu6JyLWK4NeByljPB2aCvDEprwN4CsFY9Zb0NV97uNz2lnVL4oTN3OGTBxm1FOcsomBE8FseGazS8ry2CC29UAz+Ag+8CqwgTxlBmwliDT5xjoVV3G1kgpPgLigGNU2fRbKmkBJT7XqtKEbNmu7ssRjD+dTlPuX3wRwJl5uu2fwGsHOAzXGL/pW4aPo7Hh9nNwDgCZID6vkypn19/Q6nw+T/Padrut7XZbm81mNmaclsY+53nUO1PIU/78/DzbueHnx3q9nnIw4wP2S/rPPsT1R23mubuqZukGDofDTC2efe+6MjcYTmdbu71zHHBN+tABNFTyhs4GlA5i0mY+xsEN13kUTGPs8oxLhT3msnksAae5lsuVAV3Xk9+rLvMg6nb7x36/nwIQVqPTxjyv078Ncv1sYScL/uzyebyNAkPeYeJ2NHDHrCAfAeCqmnbD+DnlMcwukUzH5f8Hco7y2OH3bDsHengJpP/vyOdPW1tbW1vbr7EGyW1tbW1tV42FNsAs85ZiqRJMy4Utn1npmtDV6ryqmi3+qubbhCmDF5osxHgZHYtPFlUs5L0op365GM/FohfjqJR8vIGyF7jUxe3oxboXjtjNzc277bEs0kfwZLS91gvsTLFguJdKyFE/jtrc/U/9aI9UJfpcK/5SUWXwaZhu9bRVhrQVIADQCKRyepNsN8OQDBxwjH+2P7h9c7t7WirOfS7jzGb47zYyYKe9qD/1oF8JLtD3ro+BieGEy57Kd48P7pkgnXvSx4vFYlLRA6mYU2jLm5ubKajEeMyUBxlkoo70NVDG489b/T9lHqP42m63q7e3t1l5OC4V8lbkZv5y+7HV74bzVlwyLlPl6ABSzhEGSVZwYtfGtFMwVNXkJ5vNZvpyXZmPsm7c03OU4Tr1toqfuhvQ51j0eMv52LDeoG8EdPlOWQymR21kmOy5jPvgm/aFkWWgD19xUDRhuPMU+5mTAJuxkarY0TwNSF6v17MX0FE2fIEgJNchvYSBMNfznOpdA0BLP8NHamCuvd/vpxfe4gsG5viQn/EE8hyA5suAfbQrJp8v2DWQnPO52y3b3IFEl4G5zs96/+6dA57bMkDg/rJ/2h9oA3ZgMTfl83H0v1pbW1tbW9svsQbJbW1tbW1XzaoVIAqWi7OReeE4AslekKIytKrHCzYfawUgx+aC1oonLzS9lZlF63q9nhaRKMKq3r/Mr+qy2ERBx6LMsDdhBue5XVhYUk5vr3b9E047V2m2cfaPIQxtY5gMhGBRbjibkPIaRKa/EnpZPWg1VraHFW6GDgZKBoLuJ4Bbnsti2RDQnzvHZS7Orb6jHvZzK/XS1w2YRz5MP6LyT7hCO+KnlNvg39DeEDCBFv3Jl184RnkyAJDAgs9G6QHS9xL6ub0Ny1HlJshwcCT7ijaw/1jdi38YJBu88pn7yn3j9gCUPj8/1+FwmNrZKuvVajXrL+5liJzAyn5jP3W75rjk+rSvYXj2lbfmM84N8HKOXiwW9df+wd+otL/z+//JpORfrVZTShDfn37M+YJnRCpZ7+/vp76hzVGcr9fr2Rzg+ZN2Nazj/twjA4zZL56Hqmo2/7tfc8eMr+M6e67CN/k716FcjAOX2Upq+pzz8lj6ib51wDP991qQAeOZRQAU//C8tlqtpn7lWt4J4/I4aJFA2TtU7ONVNT0vXc+Xl5c6HA6z3QtWLjvoS7vyzPLxGZRx4MJzE+WgrIax1A2fzwCnx5TnPD836E98hPZ3Ghj/D4PP5LzggCOWAT/Xifs4GEfb8sxhjNJ21/53a2tra2tr+5Q1SG5ra2tr+0Vm5ZgXsSzyrdhikWWgwjUMt6rmqudcFGGp6rLqkHIZQBlashgEUrMIBZas1+vabrdTXQwyrNT1S/hSZXhN1ZagKLcDc71rCrK8h4G4r+fFbUIyq6NQVRr+JiBPdR/XuLaYdpkTnBr8GLSMwJbNSrAR7LTilXu7bdzu3vrthb9tlIM0y5P+kGpK19vbyBNcL5fLCc7lVu0RdMk2MCAdQWiDIa7lcWd/Td8b+XLeI4G6Yan9xj428m3ql0o66nk4HGbj2ypzQK9zEBvUW/lNmzsVQKYFyF0A9gfq53QbTjfivnI+aK7tAIDBYY4V7pnzp+tnpb/vzf0/NbcYmP71f/hv1jX7F//436mqqv/uH/vPJr9dLpdTextA5XjjnvY3g14/KzjWUNVlxvCphJTMyVYyG9TShviAx07uwOBc/DWDme6/m5ubWq1WtdlsarvdznboONjnn90Hp9Npytvt5439JH065/WcLwwh/VzOQJjHLG1rH8V/DXRPp59Sj2RQNeGx7+9nsoO/lMkBLfeRIbWDYpSD4C9lzuClfcb+4qAtxzsXdd7Hx+ZzjLb0cyXv7+eXnxH+f+j5+XkCvbk7hXI5hU7O0R5P+AX+XXV5zoyCZW1tbW1tbV9qDZLb2tra2n7WvKAm3x8LEtQ1I4CQii9DGRaEVvKOAAnnYl6Qv729TYu0zLVskJ1qvsViMVPErdfr2Rb4BB4uuxdtXhxznOtg+JAA3XVM5RGKovv7+3dqJy8yqbsX7gYIVmH6mvl39y/XS8jhMud338MQy3Bu1LcGJfmZLWHnYvGTYjeDB24fw2XO4/dUdo5Uj3l/+6jTLRiocP+ElQYsVZft1gn/UAKmQi4VrZkjm2snfHR5ElRlvdxf9nO3pdvD/sF98BXqYzAzgiS0E+Wjn5gTnFfX4MjHZF52/sb2eurjdDSMFwM2Q3jnz/W4yK/0j0zXQbsYlI7M49+AbeQHhlnuf/sj/uL6YZ+CyLZ//v/4t+q//8f/86mvDOepn4NXhsn2V48R+iUVqfxM/7tdqSPXN9RlxwF1J1iYQS5D5Jzb6S/u53Mz+IefkvJju93OxjfqWvulU3xUvX9JqctBXRxUHfWzy0I5DcDtUzbuRxmsfuXaq9VqVmanm3F93C5us5wXDf/pXwfhspwJ1bOtcu7K+foazPa5GbB2O7qN8vllgJxw1+X3uPPLI93OKLCdr3sEt/N/DeYAg2fOo9yj5xLPzE8959ra2tra2n6pNUhua2tra/tFxuLk/v6+qt6nTmCR45ekcRzfDc9YEOXW8ar3byA3ODFoszJts9lMyr58oVXVXLXFYheIvF6vpy28CaqttDL0Axqk2tIwmcW+waNhd4I8QznDAreN6+Ctxc41DXhOmE1ZAAnApmwXL7ytrKJsI9jjvsJ8nG2kispzrcBzW/l+VgMbuBhKUsaEKi57XjvPd30MF+3LVucZ8uffAJDuP9fdargE8/a57LtrgD4hWNbZYJq+Pp/PMxX1qM3cT9RrpM4ztLGKDyhj4G5VXc4pBrQe5wlh7f8JgA2S6eMMIng8ug394kanF3A9rUI1jHQQKlXhCTezLOfzTykjrs0FDkowfjOYw73+hf/z337Xn5+yv/YP/kb9D//Ef/FOdZtzlWEqn+Gfhs0uE23GZwbRrh9+kzAZf3Cd/ZUGyLUPpcrZ48NjPFPMkPZjtVrNfJdAAr7nMey+sPqc9mNeyWMpyygg5Gt73qMPeE55PvOuDJTCVp673Q11AcwO0mRwNYMKpOfJNDYOJhnYGvaO5jTPT3x2bT5y23IfQ+C8l4OnnovTp12ea/f3MbQHqm4rlBmzzpuez1Oug+Xc4b8TRKuq2bzK34/H4/Qy0FHZ29ra2trafqk1SG5ra2tr+0XmxWwCqJubmxlg4RgWNl7Y5SJ5BCJZMCZg5RgDgHzhHcck9E7Q4nt5gfz8/Dy8b9V8C/xIMeY6JMTjHCv7cou+F/xWYFkJmAt2b+1GpWcIZbj9/PxcVRd49fr6+i6HMAtvQIsXwz7XX1WX1CcJVjHX5+dUdgYlKA15WdsIpBlQGpS4Ha02TKWb+87bqimv4SQqeN/X7WD4dXt7O73sjy8DZurnXKDO+2sFoAEnwRPuQztwLOpBjHo7j69zxWabAl48BnMuuL29nbb4kyLm7e2tdrvdBIMN6PLlby6X4Q99SDlpL0A1ZbVPuH2scCTAtF6vZ/DGCr/RvEGZDQ7df5muxL7i/Ke+D9fzjgDGs1NwZLnobytJrWLNcedreC4gZcWvtX/uf/836u/9039zqqPbKSExf6cPPHbsx1XzQEbmc8Y3fE2PF+a9Eai1v3KcAS75YvHPfHZcm18csKPvDfLsV3zm3PfUiXMz/Q31TX90kMZzNfUBptMPXM9tz1igrviRX8BmX/a5+bylPPYtt6F94/7+fhZc4cv+7THh+SifJe575l3mKdoqx2MGnCmT/8fI/0McOHWuZf89fS0DoKko5xoOSPiZ7eekg0qeG61A5/4OGPuZ7rHngDh9my8EbWtra2tr+7XWILmtra2t7ReZYazBmhW3zjsKILESCNBpiMuiyItVK3EMTnydqnq30DPooDz+2Qs2g6sRyLN50WkVndsmIZnb6+bm5h1M8f281Zvy5kLQMMKLy8xT6XZ1W5zP5yk3Z0JJL2oNNbx4dZ9YRUm5WKBbqWslI0GFhLdWbBrYGI4APRIko+7EDNBYVBuoGUalMtGKYau7qSPQBXiVyk8ArvsQ1SJb4dfr9QRe3TbH43EGYLmm/ST92zCCshuqehxloGS/308vknMQA7+yCjPhO/fnJZUPDw9T3WhnK/W5ttPPWAFIX3lsvry81PF4rP1+P52X6Ug8drLPDdudgsDK0REQctmoy+3t7dRnGSxzG1MGqzFtb29vk4KV36149LxhX3YZDacdsHCZCChwbo6Zz7Hse49dz7/2WQNkf0bZHfAxRE5/MzRMkOg28rikbBkAMXRz+X2cFdcOrFnVzj28yyHVpPQXwTv6yvDaimZ8cxTUwQyxrch3cMrPIgd73aaZA5yyca7nUc/nlIF5w/l9DWfpL7elIajbznCXY4D8OQ8ZvNKPlMvPCwc0PD9yLP7HsRlQYj7KXOqUjfbL/zvsd4a59jUCUi6v/Y6XAztAYP+jzPSB5ws+y2ez2//19XWWozvHSFtbW1tb2y+xBsltbW1tbb/YvNByDkUrtbww57iqywLLC69rkMPbMUcLnVxQJjzlGIM2K2Rz0Zgqzaq5WtYLzVT6YqlKMuzFvADMhThlNrxNxS/fDRL9ojfXzWU0OGWhyj2tbLW61XXArCa0IqqqpkX6SNnsfvQiOZVuTiFgP2LBnIpDg5yE/IZvqb52OzmIASgC8AAC2KpuAJHBDhttSA7u7XZb2+22Hh4epi9DiKenpxkUSH8aXTtVqIZ69qObm5va7/eTrwGTUWUCFNJXAGmjQIXVtbTXZrOpl5eXCbZSN6vxXFaAZ+YzZowBvA1F3depqDa0MsgHdrtNDSD9+UjVa4jjAEe2h33CYJt7AMv8kr6c+9x/Hseuqz/nOp7jgOCMD8/Bn2tA/5zvcn4w+DZww/doH85LEOv6ew7M+nlOBZgxju272aa0o1/k6GeN+yXv65ctVl2CR9wjA3f2NZej6hIQzZdxuu9zvvecX3V5IaSV/1XzdD/MeX7GOMWHQSPlHj17KIcDjBzj+SP7EsWw54PRc5025prUY5Q2iLZwW/meXBt/y7GSOwm8I8Nlw4cyzz2BgayH28cgOYMuPBcyCJIK8vyfgOcibeqgVdXlWeiAjQOE2WdfOie0tbW1tf3/2xokt7W1tbX9rAEzdrvdDNgYshjQeTGTkG20mDQc82L2WllYuFopDORLiGOg6MVULp6dYiLBAovUXFgbKiZUqarZgo1yeJHNQtfKKSuCvXBfrVaz8lih5DZ3+Q10aYNUFGbKgQSYlJs2PR6PM/AOyMg2r7qorAz6vKD2zy4rUMH1oc6GT0Agqz9TeUa/0YbAIPtn5tFlwZ7bh7m3gaKhheG+t8IbQjlNA+14PB4nwEt5ALWoYQ3oMG+hBpQBiw1uMx2J/Sj9N/0jwbGVxbT98XicAU4CAQ4UWf2ZyjnXy+PYsJ/rpG95HNMH9PVms6kPHz5M4IZx4jrbD+l7IBy+zf3Io07bG1Du9/tJWX44HOp4PE71dtt4zvD4s89WzQMdDmhRLurtY0fz7fl8rn/5//7360vsn/nDf63+t3/2v343p9IfCeJcXvvmKC0IfXatDQwD3eaG9jlfG7DZn+kPf/kYX9eBlPzc96V/rIzNdkiI6r8Z9Hm8+V5uJ4Nk74Dw+Ga+c4oizPOR1eI+136EzzEfeh7KNCUcT1s5hzltz7xE2ROG84zI3UaGsq6zx7P71OXK9D0JjPl5pNBF8W0w7jnHz26+2IlCH+H/Nzc30zzHdWgX2iSV+/ZbBwmsYCfg5bHlYIb/B8r/b9ra2tra2j7HGiS3tbW1tf0iI3fw8/Pz7MVVhmbeiu8FZNUcDqSq10DRMGG04PPvXsACoAxaOCcXoSOQbPVqbrs29Kiaq8QMpFwn3ycXhamW4zPX34DZKQHcnoZcVpe63FzTi3WrGK1ETojscry8vNQf/uEffobntLW1/X9pz//Bv/vF1/iDP/iDr1CStra2v0j7vd/7vSkw13mR29ra2tq+ljVIbmtra2v7RQYYfn5+roeHh9m2XCCn0wh4wWJAadWTUylk+gnumSrXqktu3Lxu5pStep8awyA7lWlWAWbajVQmj1RQVjxTfqB2AtuRKhLFkbe7+nPKmApA7plqKauUXC9f08qvBMmG9ah+f//3f7+en59nCujlclkPDw+13W5neYCXy+W7dCFObWCgfXNzM8sp/Pr6Oqk8R4EJ6mx1vJVuI3UdKSbW6/Xsc+cYzRzJBE8+fvxYj4+PdTwe3x1jBTjg3+ksfvOb39R3331X2+12apuXl5d6fHysp6en6dofP36s29vb6TjacrvdznIco3g9HA4zFaPV4n453PPzcz0/P09/57uDPu6XVFaj5F6v19PLA+07lMGq5aqavVyLdqIOzh2b44C/Hw6HWVoB96vHqH3oN7/5TX348KG+++67WSoNrkm9KRf3pt23223d3NxML2VLtXu+HK2qpt0afD09PdVut6vb28sLCfG77XY7S9FwbW70l3cwkDuatnEKANSKjFdy9L78I/9R/Sv/z39YX2J/9Ed/VFUXZTbtaFUovuOdIfjp4XCYFPb2o9VqNdvW73nb13fQ0Opd+4Ln79GuluPxWE9PT/X4+Dj5HwFLBxc9H3pupp2tyl2tVvXw8FAfPnyYnednkf0ZP6Ie2X/0s1NM5BxXVZOvZQ5mj00/m62+tt8yx+JT+/1+agd2gazX62lHjNMmuM9SxcxY58tt4zkj5zXGXKpqc+eEx8tisZjK6DQhtHUGTq3O9Vzg9xj4POZAxhdfrjdz9WazmY1j2tW7NqwQnsbon+/sGM07t7e39eHDh2l3BefTf5yDT6B6/uM//uOZovtaKrG2tra2trZfaw2S29ra2tp+tXlhVlXvFmEjxa/TNfC3TANgMOBtrwaRowUxi9sEEYauBg/+O9eyangEIVKFnPBhpJrOhZvbjPsa4AEWvHi2WttpAFw/Q5xsc7ep7zlSlRt2W83teng7Lt8NYlNRXXUB7F7gs/3axzlXLgvln9uOO4LfhoxuQ+oMSHaqCsMc551OX2UbsetvHxu9LNAqdaCbwSbnO9e4x4SDOIfDYQIPDsg4kOI8noDwzClM2yXUzHywtJd9Bf+gLvYHjks1/LUXWdqnvLvA7UiZ0v+ps81t5THhPvK8leka8nqUz5CMMrruHgfAaLa5035O98B59msDLfu3x6uhfY4Bdl7kS/lGOw1+jf3Dv/7f1N2fb9P3HEzbUBePIdrVsNvjz3OO5+xMWUJdPV94Cz9jwvPgKG/86XSa7r/ZbGZ+PwpAVs13ifhnfN9gl98NojP9De2SYxD/8fOENmX8u4/5G4Ecz8/OsesAkevr7wTw/FI5+5/T7Pi6tFk+kz1ODofDBJRHQNxzjus8ehFcPgtpCweD8hnsOdxBAvqWIM3oGZI5lnkeue18PKlbso2pH8FDvyA05x33rcd3+hFfTsXl/2VcJ/yVn0f/27S1tbW1tf1aa5Dc1tbW1vZZxkKwap6LkK+qOTSumgNbgz0DChZVfhmdX+jGIimh7UiZ5oUmZfbx15S4lPtark0W776PF618z79ZHTZSvBkoGyRyriFhqjEBJQk8RhDWbW9oaaWf28996gWrF8qU2bkbDVvdju43zPDCKuhUt2c9Mv1IKr6ALc5/7JzDzi9phaB91VA0fQFLJe+1BTv9AUTGx6mP+yP7AuWeAbvBCMeQy9fneTxZyZfpTYBGAFCrRw1igCc2jzP7H7mfDeoMd7N9PB4MIq0WdP0yHU2meTGwTXiL743yMnO888G6rp6zKC+wF3+iLWk3rgNUpC0pB/2UuzVQuRum5ZyXc5Lb+ktst9vVdrsdAlp/Z5w5iOKdKxk4NLwkiJRg1P6NZZCFds0XOhq+0rer1Wo25vHT/X4/9bXrkyAZ/0F57fHp8jrY6sAWYwA/5nr5vHDwiTbOHRaouZkXKAP+6nLTbrSl50OAs8tl6MuOBPeNy5+A137t3MDuVwfZ/EK729vb2YsE/fx24Isv51bn3u77VKczpqibA1LuB7f5YrGY/NM+bGPnx2KxmOWSZ+yeTqfa7Xa13+9nfjMKwGcwdxSw5/8tB6Yw19+BmgTgbW1tbW1tn2sNktva2traPstG0AWlTCplU93phWCmszBIBqxY+cgC3ovAVOkmKPI9KUf+LZXDlMVgYARkfJ5/9sLf5kX3SCmWilCAG23n9nYZrUYGFFip7boa6hiijlR8Tk3gPkyQbIBksGJgkG3hewGFKK8X2e6ra+dn8CBhVL5Qz/6b4DLVZl6IZwCDzx0EcJs6aGD4ejweZ2k7fB37g8EowGgEEBzMMfRcLpcz+GD1c45PPl+tVrM0HCg4DYjwO/u42xOwnQGntNy9QH/h/6mgTJUh96EsCWxTiYgf8eXyWw1MPRwIsln5R/kAraRXGaVb8VjM9jD0NwDnZ49p4BbXc4AgFYq3t7f13/6l/7j+pf/r33tXj5+zv/uP/qe1+vO8+PiuwazvS9+NVJs593jeM9QbzZfZb7lzw3NiBrSqLmCVOYXxz3yQuy4M9DxvJMB/fb28wJXrE2yy31Jfp4JAwex62af8XPI4c6qkfKbl88H3SX/gZ+bDqpqCUIwLK5odHPAzgLo60Ib5erSrX47n+rpMrlfO/56zrFJ38IQ281zAOZ6n7T/4gOuYgRIMH8AIEHAudaHfPWasJM7nbf5/5IBG+roBdPo/gZKqmqWuyrm+ra2tra3tc61Bcun9JKIAACAASURBVFtbW1vbrzaUsbvdrqreQ5GROomFUwLUhH+Gx4Yu/qIMmBeQHF912dZpFZEVfy6HAaiBbC7uXS9vT60avwXeC1OAlxfPBg0GUlbLWTFV9R5oevE5KiP3RR2FYsoLS0M4Q0mrWTkuUzcYvlola+CB5WI5wYBh6ChfpfuC61GuhIN8hsrWQQuDhly844/krDwejzMYlb7OPRIgj5SRTj9hRbKvCZgwEM5jDb08xtweTnHBOQZtVixa4U7OV/L5WjlqIGXggiJ0sVhMOT4pmxWThpD+Tl94rBqC2NcTYlkdaMWrA032QSt4/XdvLzfEGY2zHH/4GGVJ0GxQ6fvY3JeGW84X7TzoCe5cP8y++DlGfQh6eD5KAHs8HquqZvOZgdcIFnv8p5LUc0EGZKhj5gV3cNJ1ps34mes7gFU1h3ZW7donAbQJ9Aw3DfMM/6kz9SX/bgYVPY/5y4EXyuqX3WbKA0NvXpRLnnenq6G+m82mlst5bvvX19c6HA6zOT/nfvehy+U2o88c+HUQ9JpvZNAaaJtt4rkpjQAZAQRSrPiZnM9Dvud8ztxpVXAGuzOQiG9RDoPvnKdGz5gcv9m3Dty7T8mvv1wu6/n5eRaAaWtra2tr+1xrkNzW1tbW9qsNSJVKHS/gcwFs82KT6xkgsxg2GB6BBEOzqveQKxfr9/f3U+5UtqFSFitofS/D7yw3dXP+2Swb16OcqdzLVAapFjbYYrHIcQYhvk8CEwNE5yZNRZtVUgYkvKCN4wDS2c6pDMvy2NyufPcLhxxM8OI9F+fYCEIYdiQ4T1VjQlHgyW63m9XdPpeK7NzGb6DGdQFyI5Bs3wbicE+na8hypCofn+Dz7CfGAiCJ7eQAGl5Wt91u3ynZDH8AZZl+hLkhAxKpXjXQM3SlPQE/HGsgk+MzgdZicVHsWlFfNQfJWY5RfuL0qTRDQI7zuLLakL4cweScjyijAz/cj58Nk90HmH3/7//lv1V/5X/5198dc83+x3/yv6y7Py/Lfr9/9+JBB6o8V+OLzFH4raEd44drfWoeSpCMT5/PlxQxCdgdNPI44B45ZjiXcwChpHhhzOCT9B8vqEslr4Mbo3nJYwgAPgq6ZXAy5woHRAl+YVasut/wJ17+SJkMkrm++9cK+6r5Sw/9fGQsjJ41tFHVRSmcgR7aabQDZKRQvjam3H53d3fTXLDdbqf5j3rkHOfnpp/HngMySM65XI8vz0veneA50sHinBdGuzE89qi7fZ+6bbfb6X8eglHZ1m1tbW1tbb/WGiS3tbW1tf0qM+gaLZCvbZ8cQWUWgMBYb8H3dn8vVH0tw4GEPF64+qVhqZw1nBipoXIxaIjjhb0XuJgXgKnm8gI1QbLr6rZyuWwJtg11DN/8wi5DlhG8sHrW6jRAoqFHLqz9c7arj3d7cCwAl5fQARvSUhXqxbkDGuREBgYZRlMPl9Hw3LDXAQb6loW7gWwGBDgePwGWA78y7Qi+yPiyj1nRZ8DsHJs+hjFl2JS+sF6vp7ZCUbzdbqfUFul7nA9Uc5vZXwy4Uy0I9FosFlP9M9DhfnK9gEueF3wO5TXccWAnlYAGe/Z/19c/0+b4nz934IK/W/lqXyWYYH82EKfc9OPxeJylEEjAjY3a26rP//Wv/le1WCzqn/qf/tV3Ywr7+3/5b/0EvWoOjI/H49T2bmvuazUsfWzommrLfF7gD6O0A/ydIAntwzgyzHa9/T1/dvkdDGNucE518oSjJvXzykEozCkcRopn+jvTZhjgjgID7B5wmxkcWiXtOYJ2JEjB/ML4MUym/xwAcP0Mjfnd7e7n2+3t7fRy09G1MlA0+t8BSwBLmzlglYEqPxM5nrbKQKLbz3OXU01leaz8pp3v7u4m9S9j1nOY28/9Tt+OAHo+BzL4hU94DqqqKeC7XC5rv99/9s6Etra2trY2W4Pktra2trYvtlyYswBLBSKLWBbLhpNeZHJNFrm51df3rRq/RCZBgoHwNcWgYYQXyYAYA8jRIp+yWC2Y9wRuZs7ePM4gjmtZ8WboYWPB7K3VTmdgSOVFa24hBnShoB3lRzWEvhYoMAxOcGxgcj6f63A4zFJJZF861YHBoCFBVU0viFutVlOahoeHhxmIMzgwNDc4t8ox+9DKWQcCHAzgHpnmIVXIhoiAn3yRHcYYMmAEeGfbJkixCpOXYFkpt16vZ9/tb/SDgykGvQmAPMbwQfsFbe+0B5nWIqEZ1/Cc4LFJeT1PGDQ5FQN1Muwx1LMS0/OC8+KOoFeqtT0XGjxnWzCmuQZqSMNAlIWMbcMz55Q3JHc6Cs8H//Mf/O3hfHpzc1O3EQwELt7f388CNfYzfMPldTBp5Bue8xJSOjXJCKrl/Mh9mLdcLs/p9LMDjR6HLsNobFOG0+k0e8Gd1dWeWzxXUnfnr3UaAp+XwJ2AqJXOnk8zWJftnAE5zzOkrTCgzCCJc/GiuPbL+jymOGexWEzg3Ts0HGDg2FH/Ml6zz3k25P8T7mP6ysHFDDQ5aEHaGNJfeTw6SOhgGmUZBUNfX19nwR/PpYxl7uMgnNvfdc17uM2dBok28k4FgiH7/X6a19va2tra2r7EGiS3tbW1tf1qM8Sz4pbPDJC9uDSM4dhUJmGGa2wn9sulrCSy2pLrepGd20u9yHTZWLx5YWp1lRepBiXX7mVI5b8bIKSa0gtOA7xfsh3VELrq8qIdQDEwxItz/ub+YHEKlPFC1TCOe2V7GrZbmen2t1rU28R5CZ2Pdx+4jxM0AQTW6/WUnoHt29vt9l0bGVg4FzR1dh5PQxnnFvU2+iwr7erUDgYGGD6xWq2mMhwOh+lvvi5wkDIfj8fa7/d1OBzeAVj3J5+hpjWw47ztdjsplA1CDScM3QArCXztj/a7VIi6PXxsqpF9PcNQ94nvncEryg3Q99jlPh6Li8ViUsQ7JUfCtWvjz9vgs0wj1WXCXENZ+9DxeJzlGR4FQLLu9jt2I1AeKyQTyjNuMW/JN5TjWhm0qKrZ/JXKT9/Pz4D0GeqfKswE/Fba2m883+E/nudpf9/L/ejdBpTLynueRx4b7tdRagl8wz6X8NggnPPcLs7ZPuoHt7uDh+mPzCGG5KN29fOc8UreecaL60qbEjR1WozcwWBgar92fbzzx88fP3vz+WvzvGNIy+f098vLy7uxmzmPmW/wgbwX9aqaz9+ee6xo9y4sjwXnls/npu9jmEybEXDw3Lbdbhskt7W1tbV9FWuQ3NbW1tb2WebFeC6eq+ZqLJsBKQvEqvd5T/nMINY5YnNhZWVWQossG3/zAnCkmvNC3EpTK+8ybcAo5zHlMpTMcniBa7gK/EhYm+1qYOA2RAGW9eRebnervgyERmYQ43Oy70Z9wLlW1gI08iVzqVz8VH+yYN5sNpMSebPZTFvTXa+EyKlYzSCBgwNscwakZB/b/wxmUl1nS7U4QAw1He0MJHt5ean9fj9B5MPhMCtzqiANCQ2kMJTIpKugfT1G07fcB+5/VLNWeCZQpm6GVjneGGf2tYT6Bp5u47wmZTW4MZj2dbFUMOfYSf+7VuZsqxGENojleoaTgHD+VlUzCDfKBW2gS3ly/uLengtHUNXzpX2V62SKlQzEuQ8MC62Y9nWsMHVwj+MSNFJ3v2CSshpEujzua/sRx1wbK64H807u6PAx9pEMNPq6rhf18Xjys9CA3D6ffkC9co4HRqPE5W/2K/dTtj3qdJfb81vWEX9G3e45H1g6GlduR7eLAzMJePN54XnIfjiaszIoWDXPM26gDHTOZyx+7Ocr7eoxa1hMO/ga3hHkehhMj4B01eUlmX4uZFCjra2tra3tc61BcltbW1vbrzYWSj+3xTuVrixoDGQSPnphnVDV4IH7WslrKMr1q2pSYQIvXT6+Pz8/1+FwmKCK/+bvmZ+06qeto3yWKmTKYYUrC1DDLEA5i0bn2zVotiorQQWwgTJ4YelFuFWYrptVYVZ+GhxZ0eT7G1aRizjLzzlWlAF/gLmAGQN0Qyv62v3trdaktdhsNrXZbGaQxxBitKinTKQa4W8JRu7v76dru3zOmWogir9lHQxPyMNstazrShu/vf30wr7dblePj4+Tzxim+RqoAtmG7u9OrQKYcFDA4zNB6+l0ebEXqUgMdrwFn3okxKdNrZ7j2OznDDQZFmUfup35OWEL7Y1C0upe+/MIDhpSU26XlfvlGHE/fgomM0bx/4RnHtO+lsuAGdDSVumTDtj5OlZoj6CoQRa/u+2ZSw2hGU9WWPs890W2fz43UuFPn7qfEtRmECfnElumgvA5qIgZO/TrKEe4r8X9aW/a0HXNQCLPBKtl7ROus/Ovu875lcE85p5s/2uBNcrNi1H9sk78yWruqnq368Lq8XznQvowx+TYGf3vkUp4tzfl8lyzXC6nFBxWiHNt6sBYcGCZ+TOfx4wJG885555+e7vsxAEk0y/5QtYM0HgcOCjqsv/www/TeY+Pj/W73/1uljaqra2tra3tc6xBcltbW1vbr7aETCPIYKDxc4pMwwZfzyorb+O06s6KIoMLw4x8IRLKo9zObiXoSEVpZRLXpvwABS84DS0BHSzyWDj7RUmHw6H2+33d3NxMb5YHHFhRlrAxzbleuY/bj7qwoPaWX9oTGJ0w1/W3stwKrNVqNYHqhI+pNnaeTtrTLwhyQIK245qGNPQBEBl1baonc1t6LtANKA06DD25ttW7Vge6TNQz/ZXgRr4oCV8ZqfIo636/r6enp/rxxx/fwfwEGIBx0nsYJNuv3af4bNV7Rba3dRsKOigyUqD6Z8Npj5cMAFmFaNiX80WCrJxHMhBlYGwA7bllpMT0z7SNAXv6mctPXziAgG9xPcpgX7u/v59y/ubcZ/hIeQyDs9394shsQ49XB8XIl+1xSPlRU1I+7xhxP+YcYGg48nM/HxIo8t3PhpxXDJg9f47uZ99OlbUDAwlgna/dCtXj8ViHw+Gdstpj0n3k9jD0z+cl/pK7V1xe19sw0W3H8cxp9iH60nOQ75Hltl86EOg5k3Zar9fTufgh6WNQ3ub/ENzPY3Y0N7qeBrmprAcY+xlGfwCPnWMbv/H/Cr4f543yque8cT6fZ8DYc46Vx/ZTt5Pz9vN3z7f4jQPWVVV/+qd/OksZZYVyW1tbW1vb51qD5La2tra2X21eyH0KIqdKzQusqgtY8Yu2rDD0PUaLMxbLVve6HNeAFIvxUa5iVFTO7XgtFy5m4GwwbYUx5UBtaFBAewAfrAYeKbQNp9JYVBo+5/0N5lLpmYrGVC/6xYCGRj4+4SR96v6jfzK1gZXM7iv3q+EX9yd9BaksgKX2FedAtiLZfksZst2oMykt1uv1TE2Z4CbL6vK+vb1NW8pTsc2x/swQNFNaGITZ1x0AwZ/dNlYM+1jqwrWyvSnTCJoknHR5ch6grqMXKFJn38P+nX7rfnL7jSA0fpvt7WuNghXZr5Ql5zuX01B65COGkLQf9XDfeT40NMyyJPhzuySYpa3wFV/n9fV1Cm55TnNAx8pt94fBa7Zntk0qX689S3IHSM4bbpfRcyPnNOrF9X3P9A9fm7by+X52PT8/T38nCJVzgq/JvRPc5rPh51Tn9MlIOZz18JztPjOEHgFb+4rLbOjteYc5zvO953XK5TRQlHFUNnIRu88ziJPX9jOEoKiDwR63eZzHhXM826xIBuK6z7JtALm8A4BjAcke0wRmnLrCkDjnWxtwuqrq48ePtdvt6unpaRZsaWtra2tr+xJrkNzW1tbW9sXmxS0QkQWh1ZZejFbN8wl7iztwYgQjDDPy/j7W5nQPXkBa3YVqCtUSYNJqNUOcVEcbDGBeUFZdoAwLWqAsxmcJbnLLdNYvYZ2VbYZ9Xsz7OEO/ERj2i7WsZDXUp328pdkwz6py6mqQxu/OOZyA1P2d30lpQd9RRi/Ac6vwSOnnvnTdHVRAKW6FqX1/sVjMtnUblDIezudL+hDfy3kyDSJQsh0Oh3p6epoUbFaRpn8b6OeLHQ3B7ePeOk/ZDG9pH/s+sMVqbvulx6h9M/vQc4bTt/AdpXqmzXBd8qVoHgeUlzyti8Vipl636tC+tlhc0gu4z0YqVqusSd+QIJ02Txg4gtoGiAkm/VmqTN1+o4BG1ft864ZeTgXidC20J+PK88soHYfL6zHke5Hje7/fvws2GeY7iOF2HAU60v/oe+ru1BGGkJmSB8t5PgFkBmasJLUPZyAgg538TmDA/eQ24D4uv/vQ16X8htXMP34GuR15zrjMo/GcPuxAJS/xY44ELhuOct/7+/sJjvoZZ/8fpZBwHyRQdpvQR4zzfLY4DdQouJr+xVxGe2fbZ/Ayg5j2fyuu3b/uR4KY+Jnr5PlvsVi8C6bkM72tra2tre1LrUFyW1tbW9tXMYM/g8dUXvJzVdV6vX4H3FDiGNB5sci1rdqrmi/+XKaEagbKVg85PQJpAFar1QygACKtCjaMY6FM+aycs4LIyme31XK5nJSugDkW4CxAE4gABXIrvhVPBjOG5yxcvdgfAVtDVucFNkhmMQucMFAyUM8cwt56bvCZcHcERwwQAIK0H9flvgaxzkWJjxqIADIM3lOxTtlSLcvfEjjTFlao87mVZQnD9vt9HY/H2u/3tdvtarfbTb+Tp9ztZtBxTYln6GIwlp9b4TsCxPRlBj6uzQ9u3+xPg2TASr5czsEGwxraO/3HW/wNWlw3VNqk/EiQ7PswT2R7WZlJQGq9Xs9SPqSqNdt7BM5oK3zFCn9/5rkMheMI+vl+hl/ubwMuK0E9DwICEwgyTjLI4MAhc6vL+/Hjx+kani8op+d1ByO4Z7Zd9puBrMf5KCB17aWTVZe8t7Q37ZJjC3Xy3d3dTFVqBbb9fTRPO/DCc3P0bDNMpB/zOeBnge/p8ZLg3j7ltvQ1ErImVF4ul1MedeZD/MdpGgySU33tcmYbenx43Gew9O3tbRZIc8DNzwh8FpjNNdL/PPcnEPY9GT+kleB35+b3zhg/291n+FiOfc9DOdY9vhsmt7W1tbV9bWuQ3NbW1tb2RXZNIZdqsqr5S9wSqBpwAhF8/VQJAVW8GLbK1Qs/QJqVZiy6q2paaHIdYMdms5kp9Kwu82KWe3uhmmo/4BeKZ+c/9nEYC1MgKLkNc3EPxELt5BftZf9km7rfUsFlM8Sygs3l4Xe3PZ9ZHel7Jug0BEig6v4yRKK+tKnb1aowtg+PlGcJoCirgTaA3C8SNHzHt6lXBkgMNvFvp0Fx2wOIKQsQ+enpqXa73QRa8T3gV/aZQaPVevaBhKKGtHmcv/t61/w+Azv2rUz74LnCIDmBK33h8Ydaz8El7ktbco4BIecZIuPbgCuCOZ5XXCb6yVCb3MKMQwJj9K3rkcGdBOwGRPRdgiH3idvXgaKEfNknGRhy6gnmPaczcB85RYwDY/gA92AuJm0G99rv9zN1qOc41zt9mOtm0M5twjGeo9KXfR0HJkYBFPrH49VlZczns9C/045WzBt2289cZvf5aFxYWZzPqRFE91jJQMPoeWRommCVMqUaN9vIgQinw0ClnsEt6oOS2c8Tw1cHiL2zAN/0bh/vJKBfHexxnUaWfUTAwM8DB2KcD/pa/mu3q9XqGTTN/4H4fm3eMPhva2tra2v7WtYgua2tra3tiy2BUUIXLwy9UEt1T9V84eMFeKoXWTRaTehFv0GPv1fN1a0G2ijRNpvNpEhm27VTM7DoNDSiHFzTUMmqKgNnFo1W67IgBUicz+dhOgbaAgUiX7SJVbWGuyNwwHeDAveDIUWm3DA4NPigHrnFHrBKe1lRlz7DdUcAmmslxDccpk1pX/fDCJTQHwANK13T5wCSTkXB9Q0zDNZGYwQ/MFQAODw/P8+UyKiTHZzwCwbpM5TxBvTU0UAo1coObFAfm6/FOfbVEUi2n1pdasBohayNvuL6QF9v707gnwo8q/oM2vj99vZ2eiljBnUM2hgf7isHXDJgRdtsNpt38Gw0LqvmLzrk76lKHMFm57S1yjFVwcxJXJc6Juh03zDXoSxNoOgUEW5jxoLbyS/nM4i077s9c6w7cIQfenwb0uZ4oxwJpQ3wnXbHwDt3mXCvbF/a1oELBxscCKAd/ZLIhM4uH6A12yhVyNfq7fZ1uh2PNUPpDPyNLJ8hHj/4fMJTfxlwOz0DY9rPA76AwkBa2sdjz+krDIf9jLBlgDaDX5SJIJCv6/Z2wJmvETT2fORn1aj/fs48TmjPBOVtbW1tbW1f2xokt7W1tbV9NcsFsJWrLMJSzeMF4mhrayoMUwUMRCYNRcLPTJ1wDaSt1+t6eHio7XZb6/V6AslAFCuMUCqyOOXc9Xo9A8Is6DItQsJMp6/gXgY+BjcJBigfXwAHLyhZfCfINBxFgQkgMSihvFU15anlGn7pFsb5VRdFmO85yjcMeDOM8IuFqKuVs04jYaWwz/cXZbCi1YDJII+6GmrTl/f397XZbKby+louG+dbEWm/puz4tbcj40P7/b6enp6ml+sdDoepv1A+r9fr+vDhwyzlgIFbAl2DSoPaT0Ekyuwt9HxuJWMqSWkf1Ineom8l7Gguoa/o3/V6PUv5wjUcSKB+mSeU/ssARML2BEojxZ/Lnsd5C73/TjDIqU2uBRCshLbynLFlv+U6Vrc656rvBazL/kmQ7HGcYNqwz+WmD1I1bYWm1Zl+Rhisuo19jP3UgQtS1djHAbjp99d8mnsz31DOfPb4+vYrrkNgjHYGdHq+z3H+8vJSh8Nh8kP6OQMNi8Vi1kaui+G2g375vPCz17s2qJODFa6f+9NtNwrW4nOUyc+SfMbnHFJ1yXee+eVzHHoeMUh2YDmDeL6PfZw+93EJc9PfDZMN83PM8PzL/20MpN1mec9fYh6/9H+D5La2tra2b2kNktva2travti8yHJaCsyALlU3hggJ5HycF0qGQX55mEGygd41M8xLJbLTbVAHAIwBVOZUPh6P06KffKHn83lSLRtsG3h5kZpgw0DGIAMzgDJ894KXNvRiOgGSwaPVlwYcbhOryKkDv7MwT7Bj1Vt+5gU896ef+MxgPtOJeHGPH/kFe9yLaxlycT+DHsBIgg/X1b6fbch9uKaDDPg47crfUB/z8jECBH5JUwYo8iVxXNt1ReGMX478wn3pcTcCK7nN+lPgwqpMQ8H0p4QsDhSRTx1fxK+ArpQ129oQP8EkY9GAzv1lxWmWMwNh/N2pVYA61JW24l74ldW9Bp4Gre5HQ2L3G+eTC9y5i7kvARMHI3IOYNxbkcw4sv8lAE5I57IBZvf7/bu5nOv6nISUbmfa1Ap4+z7947E5Apf5orIst/2XelB2P9MA4/bdVKF6LrsGKoGu6V/uk0ydkHA6gx05x1W9Tz8yCnSl73mMXeufrFcCeJ5P9uf0P54VDvDk3Es7GcbmfV0ez8fZ7tlOGTxwuzN+fB3K5fRJ3iGUaTwyoJHzp+s6Upnn8Z53Pef476M6t7W1tbW1fYk1SG5ra2tr+yIzuAM6sOBioe8cgamwAjB4MYwZdlVdXsrjBZMVWJzDsSO4ZZUuqlFUTE454cUjZUC5bIUx6lRyogKgWKxTNkCYt6B6AcziEPjsY/w77WTYZmjNwjGhg+GEoZmv5UWqF82jtuR8L5JToVc1fxmgoV3WySpvL4J9TSuQU6FInb2d+HQ61fF4nL3YyYv0XKjnva0ws5qS6ywWiwn20uduf+eWBfAB+ZbL5QQeUOyiTiQXMkpkv5TKynar9lwHKxKranr52tvb2yztCbD1Wj8b9LtOI2CRatUEOA7CuIwGSLS129FpYwyWmDsI3PC5t5V7G719fLSl3MeOlICGb7R1BrWc1iKDPz6H+xoKGwxb2Xx/fz9TM/tnAzn7vF9mNtr9AaAfBZhy7FbVBEtJb+GxSdkByfSrnwuun5W63O9wOEzPAd83oZ6DUobkjP8c14a9BtVOCeMUNZvNZrqmFfpc24EHfNbj/FrQyCpiA0t8xXMn/u/AVKZpsMLf6vMRVM7nhsdwQl1fh3bys5m2dMDMgNn+5Pbz/OSxRd9yrEGzA2Gca/+xz2UAk7rRXyPQnc8n2ot29dznwFIGTfn++Pg4BQANlb2LyXMBdeRn7jXKocyzz2PGdRmB6ZxfGya3tbW1tX1Na5Dc1tbW1vZFxqLHixoW2nzmHL/AFsNFK+Cq3qtorFQ0SPaCv+p9bubRQpSfARB+2ZbTAbCo9OLRiziDCANo51F0WZ1DGcDAwpnyAKuAFKmUTNjmxbyBKv3CdVxntz3l5D6GTajFUu2V/W6o4XbygnmkEDSUsK/4ntmfgCpDZL4MrPMFR1Z8GsaMALhhIOcYTgJlDWnJW2y/9fUBhqiLD4dDnc/nyXe5BzmRncaCFwRy/QxiOGWJIaC3gFMGw0fSe1jRS5nc3oa03qqevuaAhcvi/rXCkrFAeYGVwCHXkyCM5wPaDJBMWfhs1L/4jwERwM/Qh3JZFemdBAmnKKvT66T60O1IHQx8SYVDsMlBA9p9v9/P1I4jRbO/GMM5Rzp9Qe5OSEDlIMrxeJzBQ/oN//ccZOCWgRhUybQz7ZQqy1EwwsEvjrWy2HDeEHl0DimMlsvlTDnqOStBHMFCzPA+d97Y//zd/mVY7+CH+8q51q0eti/lfJMKV/89+9mBHMa3lf8+3+fmLpCEo94xYh/NYJXHl4OeLh/mPs6gB33NufyczxD/zXDXMN3jn7mJoECO7dPpNMtjn8Es+xXGvf2dnx34xOdyHrn2P1KOmVYkt7W1tbV9C2uQ3NbW1tb22WYoyOKXhSULOAOOVPpZQcT1vIBkwcx1q+YLqVSMGZYa+CRE5ndyK282m9lL5LzoNxz1NTabTW02mykPLnAGcMNxViqiBrUy2/UzFDTAdTvnVy4g+fnaNQz9XR+D91ygZ5/xPdWGXhhb9Zn3ygUwZXL6A/eDVayZ0oKf8+VGVm2mEiyVZSPofQ2s4ef+Tn8aVhucU1SB2wAAIABJREFU8B01MiCZaxtUAAkByNzHMCTVyIaB9tME5y53muGEfTHVuwYcnGc/TF/hGh6nmQLBfpGBEQNl6mG/dn/f3Ny8yw/MdR10cL9aMZoQD/POhxFIdr5uymT/to9d83+CKh7XfAFxCSygsk9g7R0Io372vEE7OxfwcrmctRvXRSnPsdQ3VapWuI/AVgJJB41SuToKAuZ4xP+Yb61kz+PzmZFBKcriMcv1cy7L+Zs2dTqfa/Auy2PwPprvraj3NYDQ9pWsL8f6eva5a5DR8wyBLsZ/+ghlt+rb1/D8ZNCc/ZfqZ4w2H4Fxzyn8LZXVXJNy+Nnk69sc6OQ74y4DkhzL2MzdEPajDABke7lc+dz1eHLbj/q26rKDwvNSW1tbW1vb17IGyW1tbW1tX2SGVJgXqMBkFjxeLKXqhsWRF7kGB6mS9JcBGAvgUUoGnw9IJi1F1fuXWVEW56BdLOYvjHMZWeBnWXNrvBfInO/yAhZYgPIzbW3gMQJ5eU0rsayYo00ok6HXqLypoON7wnz/nICQMhmg5Fb8NEOJTO9AH6Qfukz+zvXoJ9c38w6PUkgYOLpswJaqmikcaT+DYr8sykCe9vXLuQAihl5Wmo7gkeG2299+myAt4bT92mPYwNLHjHxgZKkU9vXtM/kzv5/P53d9YlVowkkrnF2u0+k0Sy3AOafTaQaencYjy2PIaJUj1/f4TOhnoEm5GJsOKpHm5PHxcfIhB4QMyz3P4keMD6A5fokK2lDKZTH4ZZyj0Ez1883NzeTDbiunaTDwynkp2/MaiM1zrYodAWYD8YR1Vp9mvSmnj3VbZHDU9Xt5eZmNrwwooWo24GOHgOdX6sU10wf9olJ8n/K77B6n1yC3x4mDVak+H+X7NUC3OUDnOSH/Z+B+XNfBqZGSl3PyniMQS/td+z/AfsfYod29UyR3Abhs5/N5lsPecwE+ig/lMzZBs59z+As+7LYcmedU7rler+twOHxyPLW1tbW1tf1aa5Dc1tbW1vZFlgsjL4gMfwAKVihZfQQ88QIrVVgGByN1mpVU3pJu8zVIN+Ft896GagAxAsmcb/DA/UcKRkMmG3Xj56qa1H/ewpsqWkMhL4KtlPSL8jg3VYEjhRV18X3zfMNk+spg1mDT8DMBvxVu1DshGe1Pn5KOBODBYh7j+m5XL8pPp9MMHmCpeDZQodwGxPlSKGALCmMrBYESfhGa293QxEATcAo8zz5OP0tQQ7mdtiNBKdfPHMbu96r3KTtGwYqqms0B9vNUDNq3DAez/3PMp29bEeprpXLdgS1SxBhuWslonzW0t1/7d4DqSE3oMeYypmrTwSuDZGAycOvt7W02x7ksOW8xdk6n05Tuxek0ODfhqQGo4ZiVsk4dQdm4hudel8ugPudz+1LOdwakPnbU5m5bAzYHHuwD+L+Dagb/mdaAL/s2PsB9uCbzDmPeCmP7MwE5Q0z6KlX6nkNJf5JqWYz7j4K+Lr99nueb+4bzmeOcjmPkP2keJ7RxPtc9PyREdpthnl/zc4+Dqvlzxv9f+Hz3BfVzbnvDcf+fgBo5gwueS10/+6QBv33fc+61AK/rS5k89lar1TCg3tbW1tbW9iXWILmtra2t7YtstLhJpSMqtmsLJz7LhSCfG4BZ4TNS5BmIcW9fc6TItBosAV8q/aw25l4JFgw2RlC0av4SOgN1K/v8kh7Od91zcThawBsWG7YBWXIrfwIjf1ZVs+2+qUxMdZehpIHENf/xoj9VryjW3Cdu2wTrua3Y3ylTliXho+Et0DqhW7alQQsgiHsCJJxP9Vpggf6ljsvlcnqxIwaQs59zrmGMVbUOnpDjG0U+Y2OkmHNZDdiqarq+x0bC7VQC26/pUysnDSytzMv+IghkP8A8vhNajnY9GMAY8CYQT2hp1bdhs/0N/0h/T+CXCsrz+VzH43HmNzlnpDI84VvOlzk35RfzV9bZcM7jMtvK9fN97D/2SQc6DIftH/YF+2TCfSwDKy6L+9TjCz9JP3dbe75zO197duUXfx+pU/MYg9D0MQflTqfTFNA0UB6lm7j2jKAvmVczGEo7EsQjWJbg3Upl18v3ycBZtsO18jkYltdPGJ3jzGPrdDrNApP2iyyHn/v2R//dc7yfgcy9Ttvh/nFb4W/2f4+bfF6l7zkQhR9U1aSizjmrra2tra3tS6xBcltbW1vbVzMv9gBUbLsFrnlRh5KUc3Oha4gM0OMFdlXvcyqjUvWWXxSHLAiBaOQ2xlh85RZigwhDV0NrL94Wi8VMlee6GHhw/Nvb27QtFuOFVLvdbtoCzaISqJk2gkkJ5ci9axUq7c8i2ukuDN2csoGyG5iOfIDrGEiMFt65nZ3yAiu4zt3d3UxVRjkM22hLQ9yqmgEjfs+t4vY3BwocfHBbj4IFCUYMdFC3OZezVXmfCgwAgR8eHmZBD6sUrQo21DZs3m63td1ua7PZ1Hq9rs1mM1Ot3dzcDF885m3nBDvwBXzUbWTFtBWzHovun7yXgxMehxzHOE2w7nZNUDoyj8MEVm5P+66/J8wCwhF0YFxRPpfTY8hwGP/iPvi0x3TOI+kzhlm0Bcfb//1CQ/tQ1SV9jV+UZxupVkfl8ufZJ24v5uQMPFRdXtjKXJO7RuwD1Neq+oTOnpeyr7FR4Mm+67nS5+R8YLMa3NfJvMNpnGfom4EPX4s5xi90dHA0/cXtkHMiZqgMJPX8wryAOtdt4jkf+M184GOpawZmOTcDKPTrer2u9Xo9zV8OuHheIIjx9vY2KdA9vyT0TnBvcyA2fZD+zBzcKNQNld3Gz8/PdX9/P+UlBwQ7LY+DTRkoWiwWk3q6qup3v/td7ff7q5C+ra2tra3tc6xBcltbW1vbVzMrg+7v72u73db9/f0MAljxyzkJWnw9gwYgcaqOWIgB/Az/Mtcsqk5efGeAYygKTHLZDIlTkeztyoYohj+5XdsLfYPP4/FY+/2+np6eqqpm+YANgH3fVE26DWljrusUCQZuI4VcVc22rBseWn3rxS2L5sViMYGmBFmGGgARL+K5/vF4nPr2+fm5NpvNDIwZOBskG7TSn/bRUcoKw0AHCnzcCHy4rRIku2wGtAbMBjg2/05w5uHhYbomQMl1weedc9n14SWR6/V6AsoEJgxGDLsMzyint97zGRDZKjqAl83KQGyk1uMafNnfKO96vZ6NUbfrqE3tg5zDeZnKwrsf7PNZVsqyWCymQJf9znOQ55v82dd2ECIDTQZzBlket4xtp+1J32KuRJlOQIH5BX89Ho/T77bb29vJl6rqHcADfNq/aVPPA/j2ZrN5F1gy6MSvHIhxW6RK0wDbASQ/p9zP1wJx+Dv3z90SGbRzUCgVrgbJDnrY332s/ddtinrVilf3AUDR4zTTWnhcOl2QAz4ZjGOuYR4krRFfpO15fn5+F2TBMrDhMntezz7IeYMxsVwua71e18PDQ93e3s5eSOm8xaNdPpk73UAfP/UcQTtk+9msXvczZDRP+fldVRNEJh/5fr+f+jyfofhA7lIiEF1V9Wd/9metSG5ra2tr++rWILmtra2t7atZLqatULSxGGfh40Uj1xltxfeiz+cAB1BYbjabmcqMewGLRgvbhEh8YVa6+b55HYMIL+C458vLSx2Px0ltZJBsuGwY5vY1iEmVUar9cqFrRV7mBM3ttgb8vheL8FRTchyLW+5nEGkAYuVn+kmqq93+hrCGbYfDYYIHhjy0W7YfX843mkA5X7RHvQyerKRMeGVlmts2025kf41Aa6rjlsvlTKHozw3zq+Z5n63szzzD9ieD8FR9pt+5bDYgk/sx1c4+1u2VymcrLvEhQy18AdjpvN0GYu4D94PVqFYn5xgwSPQ13I8oHt0m2Taue84jzDsjNTLtTdlS4e2x43F8c3NT+/1+ypHsecc+4zpbicluANqdufbh4aG2222dTqdZCo5r85fnfPuOlet5LP1DX2NOHVBVExSn7DmebLQVY4j+THVn7hSgTUZzVKp5ubeV3cz7wHn7YPpifqfOwHfqfT6fZylGeJ6lz2Xd/Oz0HOI+4rvbK9uU89h9lDnFfU/KQbvgp+4XjrffUA4HaOy/3oHkQBR1SIjOc4O+dH3yuWkf9d9TTexyum2z/jkm7PuG9PRFvuSP9s/nFn83xM9dBG1tbW1tbV/DGiS3tbW1tX01G8HNXKQm7OAYL+RTfetFohe6VfMXiaGy3G63s4V81fucxFb4WTmZMJlzE2Rdq68VZ1afUuaXl5d6fHys/X5f+/2+jsfjtEjkeG+LTUhnmJWLS9qSRbyVajc3l3yyqP/Yzl5Vk/L3Wl968Www4mPoG/orgaq3ETslg9va6UMA3qkMZZs94NBwnhdW2U9ywe2v9FPaKv3TvmT1LSlcUAED/wzoAaFcA/8Z5ZCmrQxwE1gZII5s9HmCaPuGIYvraHiFD3OM2zDzEDOeGQMZEKBuHkepzszjE+ahoPWLxnyvURAifdhQLmES/ea2M2TNfqB9nO4lx+8I3hkWWk1tlbL7xOZ5id/57oAUY9vpKdI/KfN6vZ4p+Wk37/TYbrcTQObLOzLSXw213TcJ2+yLgDKfR2DRUDnVv8xzqfLOgFZVTcCN8Uo9E0xSDj739dJy7mAckKoI9a3zpOec5y8HsvKFbih/cy6nHB7v9hOrrx1crKqp7xNqOngIBLev4Yv4idMxOPB6LaCSoH80BwOgs434G9dx3XLceYeE55YcZ3zmucMg3r7quSMDZA7IXauTfc65rjMAR99nG3nexa8dmGpra2tra/va1iC5ra2tre2rWwJIA70Eu/zsbZqZs9Owyuo9Lw4TcLCwA5B4YQ+w8SKae6VClXJ5MZhKJEMKK7dIaeDFH1Dh8fFxgsje6mqFr4HwSJVmdSTt4YWp4Rfw5ebmpjabzZTWwO2fC10rChOMOIVE1VztbBhfddku7GuNUpAYImVdKBdthfJxpOwGqFihm1BlpCRLAGb/tRlIoMxk6/L5fJ7yUwKMDG3drg5gZP2cVuIaRL4WyLDKL6FLboenLFzH27eXy+Xkvwk28E+Ak69pMGPfchlTXWcY44CT7+1x6XQI3mLP9fieOUwNxBgXfDlti8udfjOC1PYN+txtlADJIJn5BYUt/m3lPdfmfH53fzvYlTnC6VuPc6u4X15earPZTPDV8yB9vFgsptRAzLVATEO1bJ/0V8O+9CkDOZe16jKePdZoDwAjaml2KKDApq6+Hr5g/1gul1OqD/etgbr9ehRwy7n65eWldrtdPT4+DtOYeD7w8827CNiB8Pr6Wvv9fvKRTHviPvNYcZt7R4X91gERxrQV2w6Ouv88TxnyM3YM/L3Lh8DLaD5gbBpyU65U41Jv14fAjMeK+9115Tp5rINdo/Hn67kOqWzOcrj++T8M5chdD7R/Qmqu6fF6PB6HO8Ha2tra2tq+ljVIbmtra2v7auaFKoszbx1lAZiLIRax5/N5WjijPKuqGcxhwcT9ON65j+/u7qYFvEGuIZohNYt0gzWrCQ0hXG4DBaCPX0yFStYLfUAA6jIDCerq75T7GuikfKm6dfndN6lys2ra1/C231RZ5b0TXNB/wCf7glXICXqrLiCKvjLU4u8AZIN3ymd1LPk+M/gwakfXKYFLKvjczvgcsAYYaFWjc2mzPdt1xO+stnMZrcxn/HC8FdsjhWGOKa7jYIFz3xq+YtQr1YSjNrL5Wh4DeQ2PM9cz024YUibMy75zfwKyqEvujPD1GMNWYXtXhBWwbh+XIdtrBPU8v3GM5w+U7Qmq7ZvXgKYVyVZVuk0MyzxX8uVUQm6j9FvDQo6pmr+804GKqjlYo89zLFtdbdX2KFhA/dye+HTWnTZ031XVdG9AsYG2FcCcb8V2+l9+nhDd6Xn4siKa+TsBPOdkoODu7q4Oh8Ms6GiY6bbjmFFZMzBpX8o2dMDJfZ+BxVEb4B/2E471uHRwxH3raxv0ZhAjA3D5+2hcOTjDvMY9HbigDfy/C5ZqYHwn65pl4trUj/9pcjyPAogjIN3W1tbW1vatrEFyW1tbW9tXMUM2gzZ+zsWgF7H+HaWqF3EANoNkK+WAeYAylJTPz8/19PQ0LZ6BaSjOXF4rWlOxycJ/ZFb1GcTw5nTSLWDk8/VLf7y4/tQC0FDA7elFtUGqoWmqjg3NWKAadAGZDXgx2jNhGedbpYsBmP1yOENPl9WLYu7nchhK4hscB5jyPYA0owW4AU/WZQSODX2tXsSHRgptgID9vOqSuxgDYLjulMMvSATuOYjierrcVZfcsZvNZhpb+IDbwe0xSgmQPmAY5esYPFlpnko9lznLnr8n7GKXgcs1gsvAOe5RVVOqEcZfjgVUnqlW9XzhMrv/RvcHIKGmpEwGVigJmTNIQWFVpAMHHqeuA+VJIG546x0LVT8BscPhMAHJ3W43+Yz9znDT7e10HoAuQ9HsO+rtec/BHvsZxzk/rcepc5Dbt3wvj8n0LY51u3FP1ysBpeeU0RigHpSVQIRhp58bDuAlxGSO8/zCdTK9z+l0mu7jemMOpNq/nG6DdsUHcyzd3FzSPuTuGKusuTdtSZt7PHn+dkA25xeeNe57vnNeXj//xxgFH/A/z8P+jHk+we9isZjNQVgGAp2uyv/H2FdoO65N3/A/i8eY+8t1ybkkfbKtra2tre1rWoPktra2travZoaJzpmaCzeOrbos4gEEzk2Zi0IrM1mwsb19u93OFlGn008vfwKKeJsw5yQQMoylHl4AYgZrI5BsIMQLrjDARKa8GEEOl8mqasM1HwN8cAoQq6wS4rjcpISwYnakjs2AgcsP3CRXNeAMSE3b+/oJCw0SuZ8hoJVZhrVenBsk2ye8pZxrjRRhCTRHcJ46A9u4niG3Axj2eacuAVa4PFbrcQ1SvThlAsdk2bJfVqvVlMvWKnBvn07YYj/HPgWCfa7HtAFdAj0rKD1f2AwhKWtVzdJQuM6G3+kfI7/2dn0HkxgTOTfR5vRVgkuPNdeVfmYsGLRT791uN42D/X4/zWOp5jRo5HMUj7RBwnEHKYBjVlnSXgQm1uv1FHzAxym/gwwjdS397zLSZyOFq8eo54SEkW5Pz48ZHMo2cLv5HnxmUH8+n2dpRV5fX2eqf3zAc47nF6vRmZcdHHL7ef61n+ZOBcppUG+1LtCXunCO4TpldEohg077kedFfDfnWPtVQmU/Zwx4PSY8ZjNYRRul6tt+Rb38dwdSPAdmYCct5w/3r5+veQ3mE/eR5+zlcvkuaGxgbb8ZPQcJVBL0or2du51+9vj4uYB0W1tbW1vbl1qD5La2tra2r2IGk34pTEK5a2aga3jIAslw0NvfDTu86DN4BmDy5QXg6XR6l+83YZoVyVzXCzqrkFmYWzmUC+zMe+r2SaCSW1lZdCaUTzhbddkWTj0o82KxmFRwVhJSHkMKFr9ePHOcv/t+Bj2uW6ZVSNUrP1uR6Gsb/hi2GMZSpiyHoRsgzV8Z/HBaCqc2yADI+XzJXUleVlKXeLu+QUQGJUZBFsrFvQF8VlmnQtYQxe1OPmzGiO/j9ne98CkAtrfVW9me49ZmQJM//5yNwLZ9wUpX+0fCbl8PyG9g7BfSuX4JwvM6bg/3r8Ge/csQvOqy/X0E1dJXcv7IscK4xv8IYjkHu9vJ84DBLmARiJ6AKgMiCf4MEz13c86oLQ3BPWatUraf53yDEtdz7/Pzc+12uyl9kOcq7zbBMo1P1WWetdrTCtrRvG14T9lOp9PUF5SHtjV8p20cmCGtD77kOYWgH+3g1EyU3cHH0byWYz4BZI69a2PC6n1DdPdhAmIHvvw8xo+smPe87Wen29JzkX3GY9blHgUX8BH/H+Dnr+d8X8PPSj/LXEbnLXYwy89n6kawCXNAcvRszP8tPrWDqq2tra2t7WtYg+S2tra2tq9mVspst9sZkEmwMLJUH1bVbDt/QjXSCvBzbs8FnJHOAhUyZbViD2NR6EWZt5WyCAQQAF0SGqYyyso9K8oSluR2ebdLLiK9+E31H9e3gjMBUfbHcrmcFrEs5t1/7g8W1Rhtxt/oAwNaK04NH1JF54WxtzRzT1TPBsB5PNdKlaPrk6pll/Pu7m5KleIvgAf9eDwep/rs9/sJIqNMp83zxYvuS9eX8UPbORCC3wOUUYmOzPVAXcoLxEbqOgBJwrHtdju1PZAy4aSvQ33c7lwvgfXIT71l221h8MfnI7DovzugYv9g3Dt1gQFVQhznHDUwo4/dpwRpRm3juSGDNShh85ojsOUy4Iu73a6enp5qt9vN0mNkcMntQb3dZwBQA1MCCp4HDJHpvxzHDjhQF3zBylpfi3nnfD7P5n7DRwN7UnEAa5nPaYPT6TQLPI4Um/YTrm8QN/I/Pvc8wty5XC6nnSgAbc8FDmB43NNuQEXSjVB+g+6EkLSH1ckc42em1cVue7eL65rPogT7y+Vy9hw1wPa8iT+S95u/5/zge9An9hP8lvGSu1Po53wW5tzgfvXxXIc+YCyP5lnvVjLU9/0c2PG86GeNx7H/h6LfuQc+htFv/OyUPSPg3NbW1tbW9rWsQXJbW1tb21exVMx5OzWLtE8pkhMiWyWVLwu7v7+ftur7cyvwAMkGcMBmYAypJ3LBbmWjFT4s6KrqHRS+pjwFaLEwdeoDK2u9QDcsqZqDMK7vNvV1rGwypEN1aeXl6+vruxebWZ1omEe97+/v321RrqoZjKMMCbpdN0Cc62dznQ25DJINmAwFDd4NJwy7nTPbcNmQdvR9sVjMFIWADdKoGGABIkZq9RwvhhUJkkkt4JdKojB2OzGOaKMEz95abwVj9jV9RQBmu91WVdXT01M9PT1NMNnwlXvTdyOVtP3L/mlYRFn4svLcZpg1aj/uRbky/7FBqtMxGLwytnz/0+mygwE45oAZEMeQiS/Kk2CXeWYUcOBc/DpVs9QLkPz09DR7yafnNfdTpjCg3dIvFovFpIQcKT0NMA2HKbvnKM8lHJeKZgc0GG9WEQMuaa/9fl9PT0/1+Pj4LnjDXOs+NMCzL+E/+LXLO1Li5pzhXLaU6/n5uT5+/DgDyB5//t1jwnmSE6Ib7lMOP388rgi2UcbNZjODtG7z3LExChK6Lel/5nG3F38jGLdarert7W0KtNHm7pMR2LePec7EfzNti8G6/dTBF9fhWpAxn1EjiEwZqubPlgykeHcAdaV9eQY5J7vVxPz/4nmIXQEO1rqOi8Viesa3tbW1tbV9K2uQ3NbW1tb21cyLYYMQwwQgRSqiWLzlNv4EvAaDgEBvIaccVkP6BUEGSCjY/LIjzk8wl8pIQIyVjiMVs9VBboNUI2O+r9syX7REW3E9KzkNTK2ATNhmcG1VHucYvLAt19uiOTfbwW3Fwtl1GcEK/54Ld0ObTDkxyoVMP9AGhphVNVuAp6rL9zMs8N+t7vbWetSRBDToN4Mt+5brx3egCvUCIgNk/DOBkQxQeDwBF1xH2ib9MpXZfjklADVzt9rvEipzXQNP97ODA6mCzD5PlbB9OMegwRM/pyLfAC/N9bNP+nhDn1T18uV5hvK7XglUAaLAeoCwgxHO12v4DETe7/czwOb5hPvzcwYuqDtlt/8ABT0GqbeDVQ7eeO6hTb3jYDQXGWYS6PKWf/zJIHY0ntxvHOu2z+eTQXIG8Uh9wfEG4w4IJRT258wTvn72D21Hm/sZY7UzASGXzcE/ng0G+lZjX+v/0XPO/eP8yrTNKBUGdcdyziFYsVgsJp+qujzTUem6z91HOcYdaORnXzP7y3UzvHcd/Pf8f8B1zCBe9qWf9Rk8yt/dVlU1BYJGfeU50MGZTm3R1tbW1vYXYQ2S29ra2tq+iXmxZlBlyABoMcwEnqEy9sI9lXQGyKOtx4bDViECID4F9wy4WUSzuMdGqmQrpbx92ao4YEBuiTV4oAy+nhe5nMtW1mxHFtaY62J4YshgBRftanBbVZMiquqyEPbC1yrA5XI5y1Fq0AxozH7KfvDfHVRw2geDZNoD4GTYnAasMEA1CLLPEGywujVfzua0Fpk6ZbS4p/0MefwySG/TznQuTrWRoINxhlLQICoDDfgE13R/+/72I/rRCusEr3kO7VN1SbthnzSUcn/QLtk3qR40pEqwbPBoKOmglAMKaYZ7/t0g2dvSrSA8Ho9TPXKsUW+utd/vJ5DsLfEobV9eXqa2APba9xzEMMSlDxJ+4o9uS483UkTgUx6vVge7Hz1Xc22rnBPa+n7e5s/fj8fjzFddfs+tmSaBOnMMKnrKxPxrIEtd/FzCJzwuUkXvXRAJFz2nWlXuwMsomEGb+lnA9Tw/0b60uyGjx7d9OdW9Hrc2X8+KWAKJCd493hhTmS+6qqZyG7QyRvziUq6HKvhawCCDIC4zzwYHNEd+5DJl3T3vjNpvVDY/nx2EHfWFx5TV/vQxzzQHaVxHj7nRTpG2tra2travbQ2S29ra2tq+qbFo81bcqgswZDFmxRMg7VNqXa7pY7wYNlQwZErQm4tE3ydBH3/LBaTVU1YJWhlopSnQDghgdV0uGA0kvQi2CsnqN99nBCvcD6MFeAL0BLH5wi0bqRxY3CaMYWFtZbYXwtgIuDpo4C3RwGQroV23fLmU2wR4YIjJS6wSFNgHHYjwlxWk/hzfSwBq0MP3+/v7enh4qA8fPszq4TQVqQxMwGHQ6fQGfkEXbWP1MXnEDcwS+iUwM7i1X6GKxMdRbBtu+tj0awcI6H8DFR9PuXIXQMJew6wEaN6NYKOuOQ8ZoJPm4nA4TNdy0MbBKENl6uO8vgbCpAIwSPY1mWdIWYMamTFt8JsAzfOf1fz8HQg+SmthII6/397e1na7nb309OfMfcCc5Ta3inXULw6I4K8OlBkSGrwyB1Ln9Ge+gOn4MOfSToZ2Bqp8dx+8vV1S+diPRu3keSrraUjuZ4KDF7acD7m+nzOfgsj2DQfuXEeXkbHBeMmgKmOX9C3Mzzy7qKP7g/YVeZ0KAAAgAElEQVT1/w5uN9ePMgOOU8Ht+c8BYHYN5LUAyfThqF/yGZGQ3Cla3NYJhrMfqD//wzj44/95DJ8zkNHW1tbW1vYtrEFyW1tbW9tXtwSULBANKlgYseADGjkfLAt4wxFA1EiRyLHkI2SRZvWxF28oNA03vVgdwSODBkMr/uY8nc5VeHNzM8vZvFqtqqqml7Wlss0L1FSOebtuQhugT0LkhAKuq9vD6l+ggVMLGISlCtbq8BG8oPwG1C6DgYFhMnV0P9PefgmVVXss2q3Woo0T6Bi+oH7zS5YM6lPlmopUf+bfrYY0DDIEcFu5Hzk2IYbhyOjvVqrTTgnTKZNzZbuc3AOQaVhk2Ef9nLKBvkw4x/0y9y3fR9DSbeYxzO+GVQnJPB7cXtQzx4GhoP3Pfgr4JXjAmMeffE/D2vzufiLH9m63m32R1gKQTBu6zs7DDXjCn6suQRPq4lzMox0dzAGpsqZ9mIOp+2azmfo7r/VzUBm1f9YpQTx94euOxqXnenyEcWiFP3XyrgODz+VyOc3TwFMHgWgLg2rKwYsP2aUAtK+a79ZhLBjKpv95vNJXrq8VvZhhYj5THJhMv/ZnbnMHZjOAxTM5fSyv7bLRLwSXqi7BMo9/z90Z/HGgmLKm6pc+THhu0Or5K/OJL5fL6TnulEX5fPJ13G6ZB9rjl7bxPOO5mmvav0cAPZ+PCczb2tra2tq+tjVIbmtra2v7psbCabVaTeAkIeD5fJ4pLp0nEWBTdYEbuaA0JAQkAwhYgPE3L9a8GLRylmv67wbVfjlOgs1UpXqhz0vSUCR7kZgpILwoxAzgvDj1MamstHIsAS8AgDYC8DqFwv39/SwI4HQHLmOml+A4gx8rD3lZHKpM+sqKVZ9Hf9D+gGIvpLmO+zO3uZMGYNQWVTW9fNGw4nQ6zUCd+ykh1kixllvdUwVoaGx/MGAwwLBSzYAh75nwAQBl3zYMoiz39/ez6xs8GtIZIgMW8SPKbrhmGOb0Galytb8ZXtHHWdcRyB/BW7+U0Qpxq0YNqPk9YbNBMvCX+cUBLM87bmOPYfsL4PHx8XFKcfH4+PgOrjKuPJe6P2hjVLB851zKDxgbqVYNkgkUGUKy84CfHx4equoC4lJdOVJs+nN83oEZ+p/vo+t67qW/0ue4NnM/48kwH8W8YbJfjMYL41wmyp27XF5e3r/8kPHMve0L+Ao+nXOgQS59aBjM2EgA6qCL4Sdj2b7tcUS/nE6n4XOSud729vY2PXc9Tly3BMu0O+dvt9sZsF4sfnrRY8JtjkmwSht4DN7e3k7BALcZbUN5HbjIl5OyU+Dm5mYK/NJOGXz2PL9YLGYplex/Hk+uH894z9P+nvO12zPHQVtbW1tb27eyBsltbW1tbd/EvPgFTgJycgFcVbOXiAEjACXkVvWLebhH1TyXMEpgQxov8EktkVDCECsXvlU1LcS5RwIcFtLeas4xQPT1el0fPnx4Vz/UbwmsUn1pEGvFZrY751fN03SMlNdWyqHUA3azoPbx9Gcudp3jNLfvu2ycT1ssFosZvAFO5RZt+ti5W1MdSHtZ5YoB9QD9Vsu73ejn8/nyMsHz+TwBZmChX/5oWO++S8Wuoc0ItBkGGDxVXfJPGyQzngzNrEjjuExHwr2c2sPBGO6VPgpIH0Fk189w0FD77e1t8l2nz0h/MfzHL4E6lDfradjKfRnTTleS+URTjZsgmeskLAI88mI82sQvwCSwtN/vZ22cL7DEDJE/fvxYP/74Y338+HHW956nUkGawSP7vdWRVTULjNgXDW49zjOQtt/vp7HI5345pMvoso3mJ8pIeTwGMdorAWbmIPd4zLHv69Gv+LjTiDAfMfcBbulDQ10+dwDxeDxOavKnp6dZ/3lOsd9bdbtYXHLxux4OihAcAETSth4f2R5c37mvDV59TM5R+AVj0WWnLLkbIceUf/ec5bZxP3uO9VxvkJpAOcczQWyeM7Qt5xn+Mudzfz73jpysm9vGfzMwzmeR2yH91Tt6HCTJdrz2/Mj/Gdra2tra2r6FNUhua2tra/smhhLILwczrDP4yTyouTU2zVAQ4OaFNYtgrsHi8ObmZoLVm81mAgYoqazK4ueqC5ixythKL+5fVZOiCSBqxSPXZFFs9ZAVs4DqVHu67a6BWqueUgFlJTHl8RZ8cuUC/VO1W1XTAh8IRhsBoblOLnRdBiAiC3yrH4HI1DuBoRWGhuIuq+9lZa6VwfSV280+aBBp5Rz+YChkhZnBvdWGBjFO3+A2Ic/sw8NDPTw8zBTE9IfVyPi+wYr72PW1yjnhU6pCDS095lIlmf07UvQDigikEJxI3zJwBBg7eAC0Y2zml0GcjTIZwFsF6PFniG+Y73aiTcmJnAptX4u5haCS6+eycg/SRDCvGdZzPeYzg62st8e1+yfHsvvRPuTxZNBJfZ6enqbjDdvX6/XUx+kjhoFZtufn58n/M1UK13AeXV+X+TJ3iXhuJDWB6/j6+joBQ+qWYA8fABLv9/tar9eTmpdnjl+KyPGMIeo8mk8zJ3AGLww4eTbw3CBomfNQwkzqutlsput5/HOc2ywVr34uGvrmToJ8D0AGuUbPePeHX8jpQFMGFjJVjcengwYOMDtA5meCx4bHv/3VueUdtHSqH8/jPsaf25/9PMux6DHo4BnHZn/jvwQufvzxx0k53dbW1tbW9i2sQXJbW1tb21c3Fl+bzaY+fPgwLTJZwOXC3wskAxIvHPk7i0NUX1Ykcc00qwQByev1epYjk3uyoPWWdCt9UomZqkBAGbDJ231Rgrnehk8vLy+TKs4LTcOezB+a2/dpfy/a87hUVbEgBfh7e3oqCa0g9eIdWM8xI2AFUPEL8AyNaXMAieuMz1TN04xYWZzpLoAxBkWj9vCXz7XCL8GiQRv+adUi7ZFwJ+/rtri7u6sPHz7U999/X99///1UbgcODLkM/nzthJ74GW1nKEEdaFsDW+fHNnS5pjRPMAyYoT1QuWc+V4NsX4sACvVxag3KYJg5ChJQZ7aoU08DHQN2AkWpbqY+uTPBYNvqSkNIwGPWl/szf1gN67FvYJTXyTkIeMXfs09S3elr2Z8d3LCKmznKsD/7N5XW7hP7qD9j/BqojtScLmdVTf3gfNUo363e9XOGXRP4uPvBRn2Xy2Xt9/tpfvQ1nVvZoNJzjV/0mYDeQZJU3Ht+5W+0C/ermo97BxHwbfup8+9mEM6+lO1A3Rx49fPGMJmAJG3toIADavZhxhTn2P/S37lWjgnPEzxDE4B7lwhtTLkdLDEERtWcwfCqy04R/ufJYIh3YPiZ6DIwDvBDfvf852ex2w9fe3l5qaenp/rhhx/q8fGxQXJbW1tb2ze1BsltbW1tbV/dDJLJnVk138bMdnADQwMGQw8DD67z/Pxcu91uUnMZsqYZ1qFGRg1Lebz4c75MKxezDAZYLPK8+PUCvaomhbK3qwI4RwpGFpJ+eZehAkCORarhmkFlvtDMSmtDCNKL5EvwUinFdQ3aUSTnVmMbZaAvgE4cC/RIxWLmpaRtElgbABt2Gh643fzFOfSflY8ELu7u7mZq1qqLQpv7+HOumQDEwMVtcX9/X99991399re/rd/+9rf1+vo6KSGtLHadE4pbuWxolCpYyuK/GY68vLxM/oDCPsHk6GcDEYIyNzc3U97t0UsWRzAlAxGM0wSNBqgZ9GDs3dzcTHPO8Xic9e8IHluVbN+xutHzlqG90wk4MJLt5Xpxnl/cZwCPOWiTENn3ZTxaBToK7IwAreeUzGPtPnCAjOuRMsi570fA2HOOg0C5E4HxAeSjnA5sOJ0RL7jDdwla+Fz7mnOBux4Gd4xB5jfGugGtA0hWEVM3W85Pboecr7iOAxr4ksG0g2CpYPdzjDpQT851P3B/+4X9mfz0nvccfMvc/34ecA/7HmPkdLq80PNwOMyCGB6vHuN+9no+8fgdBX9zDuEZhH9zHT8nyOefQToCK8zpVTU9w/EF7pHjn37K+dwAOZ8f7ruqmo2DH3/8sX744Yfa7XbD529bW1tbW9vXsgbJbW1tbW3f1FgUA2hR3Gaagar3L8/jMxZ6VodyLauNOZYFMlAUqGAwwn24lgESCjNvYU6g6nqxqDMkMQS3WtGqsapLjuLcagsA8ZZhb2+vuiwiE2pZKeatz3xG+RIE0Dao9LwYTYVnbkEHPnmbNtdO9S2/Z78bwHO+oVKqslznkVLT7WoICiAwNANWGHb52qP70PYJF4C4VmbaH7g39zWw/fDhQz08PNR2u51BjRFgS9hiBZ3HieGW25s+teLQPmIFrgMZ11TNGaygDKS5ATQabDpgBCR1ezlI5DZwQGWU7sLj7Xw+TzlwUZjiTwbDmdaG71YyeqeCoWOCLANq2pX2sfLaqknnWE/1O2PD/U3b0G7UO5W/+LwhvuvIOLMfGST7Wgmw8AHmY4JJaefzeeazzoPr3Rl5juE8ben2Jgc1X7vdbjZ/Zw50+6zHD59Zxes+s09V1ax/PQ9iBpbZHwnTq2oCn/gAfmbQ6nq4DVLJm7sz6NvFYjHtxDHc5HngOrkPPB59f8Z1WtbR4N9pMaxKzn43SLePZ0DE96QefrZ4d8+1AGcGaGlP5hLgO4EEXrzocYuv+JoeL8yD9EuOv2vtnc/Cqktqj5xD/Zxoa2tra2v7ltYgua2tra3tmxgLMxZaLPhZKBsIjBaIqfi04stpDU6n0wwes2hFfQxE9ovjWHQB2sh16q/cApsqSS/wgdWp/DPQteLJcCShE+dlygq2M1N/2ngE0hLS+rpWLLvtUegB3w1hre41oPNC2Fu4XT9DYsMsX49yGu4YHqHkThie5s+t5HNggnqPwHGqBHNxnqpD7uO+pazU2Yq/EUjGT8kl/t1339V2u63NZjMFExLcW819DfihlPN4dH8Y3HqsAmISwl9TvnJ8qqwTJKNITthikOzxw3faNaF1jifDZaeOoQ5W+l8DySNVsSGyv9y/Cd6siPTWd8ZJ9inH5os6DYU9xjIljOeqEUjG5xjfBtgOQjmdgP0q5zHOyTGKkpTjDbc9T97f39fb29sEnT2mXHb6n3t5nFMWp7XIF+bxPHAbehxYwW9o57HA5/gJSuxUImfAjjoZoDtP7ghwOxWK02XYx91GPBcNoQnYJGgEPj4/P892guBT1NlphWw5ByyXP+XEznHiPrLS3M8KBxcBtX5GMtZHzzU/iwxZ/SzzXJKpZ2wjtT8Kdc8vtCVzBmA5QXL+D+OAMP+vVNU0dq2WpwxWcbt+/D2/j8B4W1tbW1vbt7YGyW1tbW1t38S8MNvv9/X09DQDtiykRiDZ8CEXulzTOQCtgGKxeXd3N734yV9enDvnIxBnpGByyoIEGKfTqR4eHmYgGTUnx9Mer6+vs8Vhwi/DTr+UzO3DQtcwxwDk7e1tgkW+P8CGz9zubjMDD8Ng949TTLCYTViTyqiEYAa1LiNfbhdvMR5BDtsIdrkeXMd1NXxIFZ37aKQ8NIDEpwyrHeTgO8A8062QU/zh4WGCrrQBPxsIOictUI5+J4WD28NqPYNaw3/Gpbepj5ShBluGcowzVMkGyU4n4xQhVjwnjLES2OAvAxrug2tfjDGgt0Gy64c54OQdCN6OTt2t3nawi/Pof4I/fFnlDEA8HA7TtT0mqmrmN4bcVvYmjOV8q8I5x8riDCYRnMjgG8fb/yl3Qmy3B8EErmGlL9fznMd9EvC7f0Y5kg+HwwwmAjPx9wSyngN9P/ujX7iHD2dQxfMI96KcBpFWmGddUM1nIMLtzvxhtWuOIc/11OXl5WU211Amq/4TJHs8Ovh6f39fDw8P7wJNOc/S9p6D+LsDJIwFfMYBOoNgB+ZcRj/PDOn5PyHn7QxY5bzG/OV52+OBYJnHa17fcJxAiudKw23/TF96rnAf5HPTftbW1tbW1vYXYQ2S29ra2tq+ur29vdXHjx/rT/7kT2q/389ADOat/c7DaRWPgaJhhgEAUBD48f+y9y4tlm1ret4X13XJzHPZEhJVqEAlqg4IYSR3CmwjWxgbCwtsUS4wbrjnH+NfYDDYbtgNScgStgySwG7YWEYgqSE1qopChVRqVIlzOHVO7Z0Za624u7H1zHjmG2NFXnZmROzc35sEEbliXsYcY8wxYzzfO745WprtVAXAJsAD7ugEv1X3X2ZlZTntYk3QZvlzjsmEGydZ1V1eRbbz+dNlO3JLM3FF1FnCOrtJ902qAZg+V07kDY9ubm5mE+Xb29sZyAGMAkcz3UHVndsLoEI720VmZ16639znnILEgCMdhE45QLCAJfuAJBzHBvXpgiM/+Hq9npZDG1gbtNDOBjwGFnZLcj4czMCgqpocmPzfDnfKRl91W2f/8r12eXk51efR0dEMehrqASCpU98fAPGE2gnlE+TbCer/GyQbbNE+TmuQqQHcD7j+0b2U9WGYboesc6GmG3rk5s77NKEldenxkDHGvzckNrDinsugBW1BHwMeOsjCsR2csHPbQTWuj3GU8l1eXk4vQPV4OBpD3b/TaZn3CJDRIJ+yOGczKUEc6KqqWdDRct24jyYkZjxy+R0MoexZZl8rwRWPDej6+usXQfpFrTyXDJVdbsNSu9vtch0F/1zeDJRSh4biPgZjw8HBwRQcXiwW072WwNz3DfvvS19CPWUg0eXl3nWbcF6um3rJVRJuS9+PriePty6f3dqZouT09LRWq9W94/Hl6/AzNNvILmTkYIPL7gAo13hxcXHv+dhqtVqt1qdSg+RWq9VqfXQBkm9uburnP//5vWXSuXTaEMpuNJx+CZQMGoBVq9VqBu0MGKvunKq4mVkC7eXJnJPJY9X9HI0IKFBV9yZw3t+TcbuPmHQ6Ty/HpRzOdevUBp78pxMul537utIhhzJfZ0IjXwNuqZywjiCfYQVwAfhDOfyyPYMnv0QL+EC7Gk5nMMLAM93ltJNdwg5QcG7Oh7txs9nUZrOZQJWBh2GdXaPAIl4w5xcRul/RB/wSSEM2ZNCKs5M8yoActxPX7kAH7ZTtZwhm+GMnsKEtYMtg2qk1fF3p0vSx3XcN1fk5v3z/26kJ7MfNmRDZ8NPX5+u2i9MOyHSdup9yPl/HCCKPxgX/32VhJYX7dZ6fMjqQtQ/S2gHp/phQluOwiiODe+nKv7m5mSAy/3fKIo9l2c/4nV2pX/ylL6btLv7JxazPEHDyC+4S2gO1HUDxmOn+6rpx/eCYHwUPGBOoa0NMX1MCWIIs3A+AR15CS907rYlzHuf9zXEMLd0GuVLA7ed3E3gFAvmgnZonnwm+vqqqzWYzrcIxyDactxjTHfjIL48DHMvB2ITBPMsZ23mGZqoiypL7UkcOAGTgjrIzzuTfF4vFYgpU+f7mOjweuO/YnZ3jr+vZ9UXZeZ747wpeBuv2arVarVbrU6lBcqvVarU+uq6vr+vLL7+sr776qk5OTup73/tevXr1alqyz0TTeYxHKQBwuXniyUQLuMSkarlcTpBkBAoNHFiOCngwJKgaL/v3udM9aSfmyIGXk1IvjwdsZi7PzPHIsV0PnowmqONnrscOYU9eDVOYyCY4sots5KZKIIMoq1MB2Bnn47A/n5FyBFhVVVNuVa7RLmTndyXHLKlHEmxmCgsgk6HFzc3XeXU3m82UlgWo7dzKBv+ACKAwL81zblrXaaZ+ACQnEMhggUHy2dnZVE/ua+7XbmdDFh+ffmwXOHXspe9+2Zz3MygHphgCOxDBOdwW/qId88uifF5dwHcv0eda3G8Mwrn3uH+oD0PIFPfHbrers7OzmUuQ/p6rEvhOH/A9zHa+f2hjVimwjwEw+3ncMghL1zvBDVyvGZyi79IHPR4lHOe83Gd2B7ue0qHL9xGoRAQvvD3AE9iaqUPcri7r1dXV1C88Zri9j46+fjEr12Qo6HqifQB3BsmGyByT/69Wq6ntT09Pa71e18uXL2fj42q1muAsfcBO2ISwo4CEnz0IeMmxuD7DUcYb+gLXmatEPGbsdrt68+bNdK20lZ+J2aYeL7kn/Ezzs9R50RM4sy9O9HT0Z3m8Mod6rarZ+JiBhazbHPO4P2hPB6sIRlAWB2Tz2cz53Y+4Pu7TvEe80gptt9sGya1Wq9V6NDVIbrVardYnkSfJuXw7HYiAC0+i04UDBOM7wGO9Xk9fmdMTZ5fzIeMuBTIyGXR5033s66FMOcm2EtDm5wkt7X42TE1HnJ1m6bY2OOLL+XMBfXl+l9XQ18uK2W7UxgkuXFcjV+Zo6XDWPW0HQHE5+TmB4+Hh4QQH7VpM+OBz8Zmdjhz/5uZmcrlmbm/q22AvIa1znKbrGucprjIAstN/GJCN4BvldrkSKBI8MLzw8UaBhGyThFSUwz/bGTdqd8pmkM72dvCle5C29JJ7ju18uNzTm81mltrCTn73t4Swo/6Yrum8B4BJy+Vygm+W4ZTrOoNV9CPqxmVwObNcBltAzjy22zfr245eAzLEMR2gSkjMPUhw0Peqg4IOtnBuVpiMoCNBHMO9DBRk2RMk+tljyOcgHnI6iAyweAWIUzNwzmxnjuPg23a7rTdv3kxjVTpK2c/HcTsTVKN8uIv5zCk2qFvOk/e+XcgeQ7M+/HLa7BeI4/iZ4yCbz5f16/qkbQxCEyJzXrvL7fJ1ewFtPd55dQTPF19XXmeWYbSiwX3Q1+Jg3Gh1Qv4t5Lbz9fpc1B3jjoPPVXerohokt1qtVusx1CC51Wq1Wo8quxCd4gLYiYMnJ1NVNduePLFA5BcvXszcZF7+TK5bgBQ5bwFcwCAmnV6eXXUfoqB0Lo1AuT+rug8qKGtCJ0/8Pdn2MZwOhP2c79PpQ+x2zHqlLAlFOKZh1EMyiEyIm/snwM7JeeYGtcPPbmJfF/tlrlSUUI6yASRxP1Pv9BtAreFzXiPw3U5y3H7Oael2wo3Pd7sHDZK5fkM3ypfAmnZwWoR05FLnrlM+A6oZ+BqGJCSkDRKGsI8hsu/tBEVuW7cRLzjbbrezY/s+Nkh2AMKOXzt1fS15L3jc8T2fkBYXqwMYCcyoa++b98E+GEm5gbO0ha/PkIm2cz3mce3Q5l6xI9l1b+d9tpMd/YzFXPP5+fkEKJ0XnGNQDsa8hHd5n47uRQcIRgEm90PDTMb1HBe8WsMvRMuxwkEZzud+NQq+AEi90oQ6cz1ybI+HHs/Oz8+na+WY3N8OCtJn7Mpln3SyE9DimUGf8cqPUftxXTjyPR74+ex28b3g+slAmMfYkcva94SDH35mun2zz9LWDrR5W49NPm6Wxe1LueweJ5DlY1keRx0QyTZyufwMyKB7guVWq9VqtT6lGiS3Wq1W65PKk/AErXZnAdSYuHqyaJjG9ryY7MWLF1MKgaq7PI9MOHGxAZ080bPDx6DWTjqDr3S+GVwgJp4GOr5mJogjYJ4pMhKE2JmUsAYlQOb/lMFQKZdH+xpGaTv4XdV9KGsZxPl6kB1sPj+gK4ERv6c8lM/L1Lket3FCH9cn5WAfg0indkgHrYFoVc3K6DzN5+fnU/5MjmWH5cnJSa3X63r16tWsjyTI5Jy+ZuoYYM457NgHagPE3I/5XTpyXY/pRKVstNnIcTpybwLvDHHSnec+R7vxxb375s2b2THtUPUqA9eJYaSd6yNoa2egz0/ZuGf5vx3/ACRvb5ibQST3J48LeW8ZiPE74CKpTDiGy+UyeGzg/qqqWb+hPQzZ7Sx1v/TLzBiDfJ8R0CC9C2X0veJ8vwAyi/7qlSQurwMbHqNc51yXA4p+plg+//X19cyh7GcX5XJfMRB0//d57ZCmbpxCxA5/30uuh4uLi9nYnakNHBhxHne/sJXfOX+8x1B+NgDdt+Ig6486cHDMQUzKd3x8PAvMuV294iL/bhiNGb5/3H5uY4+fzqMMwM2ghYN3vl8zoEsf5th2euffGL7HkYM+DmjZ1Yz83LCr3cdwsKLVarVarU+tBsmtVqvV+qRKF6knT4ZRnqwmSKuqmYPZOTyr7gDJzc3XeUvTgWwwCbDxBHk0qTVMSvjhpdp2lXlC6UljOj9zuS+ibAZxzsOZrtzRxNGwPR3L3sZ1CowZgX5PhN0+lCFfOJiOS2Cl+4NhHtCAyTP5q+3CSteh3XMG0LS129tltxOSdjRcMXzGOUdduT84WED/cP+lDNvtdgYHaRPq3W68EZA3uEiYDSyifwCjABD0/cwnawekoSDXMgqa7HPVoYRL1B3tRLu5TyQQpC4MvqpqSi2y3W5nYN+QMZ1/Hj/yPqOfZz8iqGBolG5m33uGXHYiju5/g1iubVS3HrsoQ6b68JiWY2ne6/QTXzvtkSCZvnFyclK73W42rhmCOfjntmS85Xy+x7nGTMXCfZupLXBzjoJKI8jv8zl44rY0IM2+6uvI/pwQ2eNHBgkMJd2XcBNXVX355ZdTXyMP9snJSZ2dndWbN2/q7OxslqIlU7N4PMsy+/oBs8BM6jzvCx+D+5bPHPjxfeW6qZo/By8vL+v09HR6+Rt9JYNy3EO0m/Pcn56eTi8AzOCf78d0JPse8LjtwO6ofXwfZp91GbgHeU7475e8p+m7uWLDfRYwzJjiIEXWM9dJuziNDMd/2zjdarVardbHUoPkVqvVan1ypUOPz7zc1LDCIMdw07kbnSP45uZmmnjjYDRITriDgycn/uxvd7Khl6FNAhx+9pJxgyrDKia0rp+q+0vaR/Dbk2Xv52NRTwlhvY1h6ggAGzCnq9H7kOvTkMpLlKlD11HWHXVht5zLkHAsnZKGTk5rAWw1aDXoomyZRsP9M+GfQQLtSJuyHY5kQ4arq6vJhQhQpr8ZYlI2H5tzGXRn4MXXQz3gwjeEo50SlHBM90G3XfYzy8EFys9++wI3dpcC57iv7UK1u88gK52ihjjpirZr122LKBvX7fP7uvJ+yvNkOo3sOwbnWZ8HBwdTu11cXMych3a6OlAyGg8yaOM68+oCOx8N1OxQHQWhGFsYX5Ah8Tk2EQcAACAASURBVKifOFhA+Q0aLW9HfSSIdIDRbZoOXO5v7sd0YLsdHfTx71x2juOVHunUTfCKCDgBl3lB7GKxmBz1dtf7GWhQ7HL6fuD63Ccc4PS27pNV9/OY273uujTM53fuM7jl6SeMd37u253sctAXeDbn/eSVFPksNtTNZ+4oyMS1eGzwuECZRsFe9xHq3X2T8QCYTh35PPk855gOqnqFgPungxkZaGq1Wq1W6zHUILnVarVan1w5yfMENx3JOWG1UwhQYNBxcHCX0/ji4mL20i1AhCdZhlqeFHvZdaYBYFJrt1vVnRPLE1BPgFlu6omtwUICLj6zO5cJpI/vyW6KbZ2j0tuy/wjsezu7xLJ81Bnt4esbXdOoL7heOCbwCBcdwMbnzs/pI+y72+0mEGKYDUxxvTNRt/M3AUTWIZN4HyvB09HRUe12u+kzwzPa/+TkZIJTbMP5DXsN+eizbiffVw56GCanAzEdoOnQNmyijhNQ8jl9OvuRHYd8TqDF8J4v+uPx8fHkQOYlhxkIol3yPnZ7eCl6tmO6pA2k2Jc2c92PgDh9Il3MHkMSOI/6IYEC+j/3FtvnqgmcvIZ4BqXIwJ6+4v7m4/v+HIFp6m65XE7Aj+3pcwmS05FMcM8BA3IsI45DqhJAcsIyH9sg2c5TxuHj4+OZyzWPZbCYQboM3vCCQY7hFC7UYYr7jkDP2dnZlN9/tVpN/Z1ULbiyE0an29ZgnLJzHsYK2sfA28EfILJ/7+txsCFXElTVvT5IW+AsJnCW6Rh8TgJJwGTGRT+fuYb8u8HPhAxUZjAnryPvQfdnrt0yYM5nk/ukA6Lun+4jHvP8LKKvZj/lu9uG+ncfabVarVbrU6tBcqvVarU+qZiY8XK8fDEaS7SZTN3e3k6uUk8a7dADUgFAmFQBEnEhG4AlGAAApBtvsVhM7ijnGObFWkw2cVr5hVI5kTec4tx2Aeb5KSeTRy8vr5q7oOxSHKWoAHimazGdaiN3WjrdDFwoFy+Hc/moY2CBgVo6OdPBl+7zdB6zHcDCANpu0ARNhgq+hoTd1IlfPuWJO+fMdB+c8+Dg7sVVdmyOrhvQsNvtZi42pxdIt6P7raGEnYYG4twDbAt8sps/ryOdtG4L16VhkX/nvgbgsquwqqbcxqwaMBTNlwM6uOOl3AZ9hlHZdwytDWkyIMR+mQ6HoIS3c393f0qno9sjfx4BekBygmPKyT1iAGZY6DECSMv/fcwRHEzomC5N90Pyb5PCgC8HNnxe11GmtnCeWevLL7+ctXsGTxyssKPdfcNwcrFYTGAOOG9nKaL98lmRINnpQNLdajDqe49+5/NSJ9wLBugG8txTmcuYe9mrFjzuVtUsXQLnHfVp6s6udfezhMfUh0FsPms4H/duroTgGB57DZOpU+cfHzmPKStAnDE04Wq2p8dvp5FhLPd4RJ89Pz+fXZPHT+rJ5XCQlP7nMvo5yt8dtK2f9+7/3BfU2dHR0RR8aKDcarVarcdQg+RWq9VqfVIxKWNZvyfjTJr5P5MnfsfEK2Eykyu7FXM5vCe36V5ke0MfuzINNnNSi/jc4IRJNSDHLtV0SWaZ01nHZNKgKaGPJ60HBwfTpJT6tHMb6G3wTbkpC/sBJXA+JUx22UYuPCbJTmHgbQzdXHfuMwmSDakBD5kn1w4+AwpDY5zUBtlskzm47Th0vaaLnmPYMZ/uuKxv4Ob5+fnsc7sdE+I5OALUc9vg+KQ/OZjh+jRYNogxYEsZio2WkLvfHh0dzRzYBm9+OZ5BMtdNPzcEBvAmrEL7+g7txTjhOqB92R+Q7PzWpBdw//RYws9Zj6PxyHA4YRrKJfz7ghAOInGNbHN9fT0LtviYVjo0HTjyeZHLhZve8Nn3Acf3MemfOd7x/e/+t3+3Xr58eW+/DGxwDj9Hjo6OJrBXdZcHGzBKLmJfh8fiDJplHWf/8rMjg4O+Rz0W5OoK2pt81O6nhrYJeBO6Mj6mc9b1lv2NY2c/5r7wWOXAjsca4Knv/3yBHO3DmGtXvAMV1AvnZwx2u1DX6Tw2xOV5tVgs7gV8Evxb/M73tgOKXuFxc3MzucWpBwc0/HeC64Cy0i8Nkh2E4/o9Zrm8DhTy98nJyckUjGiQ3Gq1Wq3HUIPkVqvVan1y4fRdLpfThAsHHss/De7suKma58W1o/nq6mpyOGYuWL9wjgkhADEn7EzYMh/w7e1tnZ6e3nMC2hnLRLPqbql/HouJqh12nJsJKrCSySSuZ0Mz4KmXsBts+s3tfM5+gDqACmWz29Nwx4A6HWzAmVS60xKG5rZ2ySWsNgg2EDYkBDQxsc9yGmpku+5zJJ+entZqtZpcltQx5aRtE3AbPqSL1wJkjICa4SD7GmDzhVsZhyP1x31AjtKE23bD2clroG/oMaqjvJ98/TjVKd9ms5mulfttu93WdrutzWYzQW/SGzgI44AS7mA7MbNOfR3p4veL6agPXzvXPALJlN2u1JHTlP4zKjf3t4Fu3hd5P3j88/beh37hYA/jkZ25CUctAzbfGwZY3AOMbzjIDZbdX3zfuJ4N1tPlCqwbXa/7GP3WsNMQmfMbCObLASkb/YKAh4Nqhv7Z9g7oGSQ7XQjn9DPIwB15jHU7ZGCO77n6ZJQj122aKz18Tl8T97OfaVwjZXN70NcYE3P1jNuH4wD47fqmPF6JQUDZdZLBoKxLt6dTbIyCcfzs33kcpY75m8X5yLkvDXn95RU4djzf3NylFGKc45oNkv2598+63G63Uz87OTmpzWazNz95q9VqtVofWw2SW61Wq/VJleClqmaAwjDBEzCgKGAKaIaDM5c+GyLx3Q4rQy/OTflGDkv/DsibE0WuxZNeu/w4D/A6HUv83q5HJrKjCaHdW0BmT8DThWWXrYFKust8rYAPPsP1hPyCKE/Ofc0uP5NjfuaYIydgusOZNNP2TOABRwQSmECP0g64DxqQerLOz1dXVxM8wFHNNdmB7r5CexugjJx+/hqBWn42jKYOqu4cw4Yadn9y/fR3w2M7Iw2b6IsJyjgfn1FWAyE7C700nvbZ7XazL38ORCb9BnCG3MBOf+FUE5wfeMo5HUQwcAcGk3PbjlDgFOU3rHJO66wj+nHew/QJQ0UD9H0wL4/t4xoqMuYYKrn9KSfuVI93hrn7AjrZ3gaHeZ86bQK5wNNtm9DOIDlforbb7ab+5bpxfaX73X3PLnsHOhizCQ4QEOJcbhMHR5wuIp9PCAcr+3PfGXb6OgzhOb+DTYa2/twBTMpmQJ/u8NVqNdWL+0a6nP1ssGPY/cTf87nnvmq3fdXdGOaVN3z574AcQ7n3+Ozo6OuUWIx5PFfs+nY9u284PZDvpVG/dHCbe9eBzFH95Xn9HHG/8nPR+btZheGVFhx/tOKC+nCQ3OB5FLRstVqtVutTqUFyq9VqtT65PMlPN5IhLADNYIA3vwNTmNSluzehgJcT5wRrBM8MCNP96gl8uujsZvKE29vYpTgCOfzeAHUEevk9ADSd2gYXdvIaJHsym8uhPck3cDSYWK/X08u2uGbcnAZOduwaTBtUjhy5CWsMiakbu+QMX7jWrON9Lj/nGWU/By7s1nbaFbuiHcQYOajdl9O5l1DMfZeyZnDCwMbuXa4JqOX8tYbJTgWSrkUHTnKJNkDFzjnfL7Q3zlKcx35hWgJmp74wnHf6C7tYncYg+4nvP47Juc/PzyeoxBjkdBB8H6UoMIBCQCfk4E+mWnGQKEGp79XReUbQ2P15BHsTqNF+bwPJPo/BNtskhKyqKQDg8dMuTQO7rBvXMeUD4CVsz2AFv+N7jt3plncbcAxfd7qpR8GtdOYCA/NZ4zrxfeyAIs8F1x19xSCasjs9hMcqyuD9nM/fzyjuSwB4jpWsMsnx2GNs9kPfD3ao89xmf3/5uZvBFQcJ3eaMXdQd9x/3tMfQDK66jNSRAyG+zz2+GCS7Dlw2O59pL99ztIH7HuclCJr9j/ahPulrGZh1bmXfF61Wq9VqPYYaJLdarVbrUZQOMwOGdIcZBpCv1rCBZayAKI5jgGJIiNL5lxPQdKUZCjIJtcuqag6xPPlOh6SdiZ54ehsvU95Xh3ZzXV9fT3UzWjrtevBXVc2gjescIGgI4SXUgOTlcjmV2/Wbk21DJurf7rN9LjfDU/5POwAm3X/Ii+mX1HGuhBbUF3m7Db32pU4AQBr++Pzuu3aI7YP97lvp7h0FFOg/pIGgfd0/HTjBNY67mvOfn5/PHH/5Ui9fk9vW5XY57Wr0vW3nMc7ifJkdsBp4wv5Of+H7zXVqQJauSWCTHclcQwaCDDR9LxvMcN5sb9cN+9iRnPc9x/Ix7U61y9X3wUgGoXaGjs6R7ucRTHZfHzkbE9wzFrOPAyQGsD6ngWwG45yaIIMrGeizRmOYf055LEu4bKDHdbJSgXvF+/m543vAkDuPR/8CODtlAv3cY4j7EHVsGO2XBx4fH0+pi3Cv0r8I4nB8jk1f5jicx8FR2o02zP5Bvz88PJwAJ05pO3757pURlkEy44rHTq6dcYm+4LHDwTiP49SDYXIG6KpqNs54rPEz3kECvvLvCQfO09lNfXocZr/sQxyX/XnGcR2jAGyr1Wq1Wp9aDZJbrVar9Ul1c3NTr1+/rh//+Me12WzuOXzTVQMIGwG10YTWbldP3J3qYeQo836IyaVdRQBDg490Q1fNl7u7rJ5MGzywnc/D9dtNlw477+tUEJnWgeswFDcM88TU4IN9DHuce3m9XtdqtZpyR9qxmw5jju8yGeCNAgDp7k2oDYgEiCb0N1BwW3qibZC8Xq9nfYPJvLfPYydES/g1EsfDrZdtagCa9QUIAjZxXQQRDN24PuCx+5L7JP2SujPgq7pLHZPAjPrg+IYsBwd3+WOdr9kQ2XmI0xWN85ht7V4FvAB29kHgBJN2MlO3dguPgG3W5z7RLg6a4PzMPOyjNqW/j6Bw/kzfzO0eAkgOprzrPu9zTOqTaxmNMfyeazZYM8zzsQ3SEiZnu/i8hs1Z56MAVz5nquZw0sEjO1Bd5gyS+ZlkOUBBWeyo9TMm+wOf02fp0+QNN1Q2wPSqjXzRoQNJfiaSvsfAM4Mh2RdcZs5/eno6ne/8/Hw6Jm2WefY9Drp/uK85pUfVnbOX+851zXYOPtgtnsFF9wP3VUN7xrh0I/OZ7wX+vnFdMaY5YOR+ms8ej2muZ/rdxcVFnZ2d1dnZWX355Zf11Vdf3Vtl1Gq1Wq3Wp1CD5Far1Wp9Ul1dXdXr16/r8vKyXr9+XS9evKhXr17Vcrmc5QWsuptgGrJVzR2sADx+7xcPGTDYnen9DQAS2jBhBJQBCAwvXA4mhbm0me3SvZznsgxFR9cCNNznYqTODG+Y7HItfG7g5ms1kDUgtJN5vV7Xer2eYCjHtdMtnYCeoHtyTF27PQ2QvB/7Ahk3m80sT6RTSOxzjPr/R0dHtVwua71eT8Ayc7caRPhaXX8JpEYQ0lDEENYutFxmnYDNy8OpL6APMJN6AyRn3mzDkVwefnh4OC19N7x28Mb3qVNmcFz3+3Qi4wwGsmb6BwdSRrl06V/0dwNmwy73b4MbOwd9ft9/I1cr9TaCaOxPeShflt1t+VC/9LHf9vPo//m5oe5DGo1F73JMBz/c/7i2qnndGaLvA81o5AgfBWt8fzLmZZ05lQb7Ov1BAl3fw74OQ9p9QD8DZ1VzJ7L3TaBJHQBGs665jpubmynvt8/HPen89eznII3HXgfQSCNFgMj3lI+X//f4ZIjs4BBloo7sGHbwkPry/Zr3Ncdxv8s2yYCkn88jR7UDZZzLruEc/xzE4zMHnm9vv06TlM9xAmu+Nso8urcyEOWAxfX1db1+/bp+8pOf1Jdffjm91LPVarVarU+tBsmtVqvV+qS6ubmZXDNv3rypL774YppEGoxV3U36nFty5FZk0psvFEuXkYGeYd3IaWyHnJcp+8uQjDLhwuKcTBANwOymHEEa4Cdww2kqDIntgLILkLrzRDTrMmEiZaT+eMme4SYAkVy7VXeOZE+SDVlGy/Mt1zMywOP//p0n1DjceMkX4CPTRlAu13GCgMViUavVapbyAbefJ+yUzXXDF9dtkOy2S3FuBwacKsB9xnJgAuhgF5yVLmWDCeccNog3GLVzmX5uRz0OZtKC2DXHfoDk7XY7cyEDkrmH2N5O0XQg2mWMDJBHMNnltjOTOuAFgA4EGMqN7lWPF+mapM7po1mWvB9yX7fdaNsP0afYL8s1AuGu04fc0A9do58LPmaCao+NI7jrPu8+zIqEhNcjaG3AnMAycxv7uhPi+/w5Ric85HociPA9OSrn1dVVnZ6eTuktHNzhvnMgh+vhfIyHTkuSwa0sE/sz9vMscTDIKwsMk3nOOqBiWL1vBYHvG19H9qccJ/0Mdf3wO/evLIO3G90fGQjNz90HOKb7xyhwNSqDt+dvq5/+9Kf11Vdf3StTq9VqtVqfSg2SW61Wq/VoYuJtEMgLf5ggMlk0kPWS3ouLi2niDbxj8lp1H6ohO+bsFPM5vcSXnJEGb16e70ngyJnl/1fNnXMGAEymq2qCAF6ibNdcTlI5rq/bk2EgJe7IdOw6r6khCPuzRNuuvYSmPhefZ93we4Cvl03boeu2SXiRLmrqZrVa1Xq9nkHofQEC1+dqtZrlSOacwAdf2+Hh4eQ0d30YYtlFb/BsUE/O4lF+TfZPoOL7xvnBnUMYuORrzpcrorOzs9psNrXb7Wq1Wk2Oc9zDfDcM9f1rMHt+fj71B/qH4XA6kYH0mbLC90+6aOk3VTW7Vh8ngR0CIDnIYhgPxKLcricCSeyT/dH91H1l5K7lOO7fFr/Ln7/tSoj8TZVQ1kG1kXMUebylPzMuOlBF/t4MLvgzP5dSCXc9Jtup6jGJ+8iAlWDEKHDh+8LjjsEsucnZPtO8OLjhIO1ut6vXr19Pz1eD4gT7HgdcFgfhcN86AOiVLL6WUfvyrHCKnKx3l5WyeBuvYEiQ73qg7t3mfi456LfvhZEjp7Ovz2Xy3wGZVoPv/vvDfcC/z6Bsq9VqtVqPoQbJrVar1Xo0AY52u93kKDZssIvPE3wvF+fFWQAXgyxDxHQMVs0ndJ7E+5hVNS2BJW2AXxLm7e0i4jzp5DIgs9Oa8/jFacBGpyQABjrvpt1snJNJbqZWYBJv55lhR8LQdN5W3QfJhsnIxzJMoNwJTq+urqY2oy9QjwY7drIZzLCEGjhLvWSbux0ODr5O5bBcLmu1Wk0wmfZ0zlyD9VxC7pfXGTRlWwMjANa8EDChM/k0R/3TMAiwsNvtarvd1tnZ2V4w67I5OLDZbGqz2czyWXMf4CDOl+EZXhie0N/s5nXbUS7AtEGWAwMOtvgeMmCnP97e3k6uynQzp2iHDE64Xr0EPp3DbGNgPQKICYIyiPIuSpj8vvs/J32Kcu8D8QaDGRyw8t7invIzJh2ruVrDsDbHmVwZws8E8DjeaHzyuEw/BBKiXEniVDAOPF5fX9fZ2dl0bK+M4RgO/jHu7Ha7WXDM5/QKCbufuf/8ucfoTD/DGOBnk+9vty1u45ubm2lMMnB3sM8Am+eg73mOw5frPesjU55Qt3z575Acg0ZKl3K2oWEydUYf8d8e/ruG49ll32q1Wq3WY6pBcqvVarUeTTlByiW0XvaZDkIvkfVS1QSbTNA41miCx6TMy/ARE1if1yCZcthdzOTO15EuMkNDT/ycozYdqwaSCaoMjA0QDYj5HRNp149zChsC+3s6tKlzw5bREnM7vQzqOC/HAUQChA090p3qY9qFTp5jw1b3NTsDgc8AZKfzSMdX1r1zdwOFvT8ww3AVaA24du5rAxTKxr5u54Q5dg8CktOpi7Myy11Vk5PZy8OBNTgZd7vdvRzCCYgBKYa9o20zCJQQ1/dCLiPPtrC70V8eD9znMqBiF6XLwbncNobcI3c2x8dpOnrBWm77NuDjMnwOSsfpxzre6P8OpO1ziCLDPPfTzE1P+qWbm5taLBb3HKbpEM7UFgm1Paayv+Gmz++UBnkdIycyENgvquQYDpBQvnTyXlxc1GazmcrpunJOdTuPCRJlu7ju+e5xy9fu59CojQk8O4BLHbCixfXlZ4ZXGWQAyV8us+G8g7gOHrp+sg33KfuM29SOZ9e7/0YxCKef0TdbrVar1XpsNUhutVqt1qOJiSg5d4EwTJaAMV4abJADUBqle7Abjcmk0wakQ9fpKnBVMZljKTApDdL1kxM/L0XOF/Gl05D/82UHbL40zts4f23VXe5FQ7Tb27t0H/zOsDiX0iaI97aGDwZ+XhJuSIG72iAaUACsZB+OS10irtN5PO22pX2Bsi9fvqyXL1/Wer2+B4UuLy8n+I0Az0AUIAjgFBCV6TsODw9ruVxOZVitVrVcLu+9cNDLqwHNQHLqJh1qBwcHM0DiPk9b57J24IqBlZdcA4YMq6lnQDHthjPcwRI7GNnPQRWnrCAwYVduuioNnhPgug/YRWhAw1f2BddPLjU3YHEfdrkM07nXac9RGfaVmZ+dvsDbGG56nxFY3ve7hIntQrxTji0OJFTVvb7h4AHbMn6PnMt5j3EOwKXHWp5P9LUMYGS5/TzgnJTdYyl9wuO/wabHFM7rFR2cz/2b+5TgKfs6D7DHntzPx6ZsAOl8DuV1cw/6WeR71tc8Auoj+Eo5+HvC423ewy5XjskjCE1b+5nkZ9SofKP+xt8wPpeP77GLIGtVzQJ7/L5TW7RarVbrqdQgudVqtVqPJiAdkM1pDkgnUTV3+vklO0yC04VsV7An4EzSPMEDBvASMJxO3g+obZDsSX8CQTuRcVp7ko2Y8DmXMNeLyzbTERhIIJ87XZGevBsyePlsum3tSDb4TddW1R00Z6LM5NapHLz82UDAk163iesRkGyg6fo/OjqaXvj38uXLevHixZTr12lQyHGdTmuu/fr6egLI9IV9IPn29rZWq9UEHtbrda3X62mS774FPOfFVbSp68WAIgEjgALHHZ8bSOAE5Hd85VLrdI3b4UZdkefYwY900tMf7CrkKx3u1J8DQH7BngGt+x3l47vhG3XhFQwGXYAtuw59HjsUqWO2dd3YlZhl2Xcve9yxC9PHoA2yrffpbRCZzxog3dWVAxR2qvI7g0TXW8LidIXa5X95eTm753km+R5npYT7TTrtkcdFj4FV88AiP1set93f3NfznjAQZlzj2glc8Qz2/e9zUR6uK+8xQLKfR1l2398Z6EIOTHG/OiDsey5Bu8dA/y2Qzx8/Ezmmg4EORLifOW0PzyeD7Xy2Mw5wvf7bJMeRUVqoDDS4X/YY0Gq1Wq2nUIPkVqvVaj2qPOH2hMqTf09W7eQy7LQL0g4iO5FHE1QmywBkv8Herl4moiOQlMf15JJj++Vs6cgCZqZTya5gu5E9wfeE1ZNgO5O97Nm5N3Pi/VCKC0PMBHf8LnMKuz3SEcq+dpaP3LzkAPbSbJ8fSPvq1at68eJFrdfrWiwWM0BIzmGWq7Ms2VD+5uZm6EgmwJHgl7QYBtmk4/D1cX5eAkgeaEMf9yvDGMrrdk0nJf+3qxjZ9Zt9nnYwmKev2mGYoN/lNUQmnzLXCzAih6wdxL4nfB0ZUKGM6Yjme75cz3An+6rBoUHaCDiPAHA6Mt2P2fYh4DuCvwmX30fplN1Xhu+a3DZ+Dhgk7wuK5TFyjOd+NEzGOcq97NREXi3je5Vz0Oc5vgMqLovLz/OSAN8oaJHjj78Sovt6+dnjQd5DnJ9nBeXN4AzHsmPbz/p9gD6fdQiIbmdvys8Ol8HBTjud98F06nEEa/m/25/nkuvXzz+7mfO8PEt4hnr/XE2RaYmob+/X6S1arVar9RRqkNxqtVqtR5MBqN+Gnr/3pMwTupzoeckrE1HDIE+mgZT5ohxPxBI+J3RIGOGJLGkByOcIhEi3r13DHNPLZhOsGVDbSZxQy3U3grRZT3yecCXr3/VeVbO2MBBP994IZCDKB7S1O9YvejMgcN8hRQWAw2X38W9vb2cvy8J1nBDA0DL7qPshE35yHgOMEpyTR9kvTcw2oi4NZAwrnBbCn9kxmH3SucddJwZJhqhcvyEt7cv1uKyA5GwnX7fBkfsEfdj9wg5ml8/fAUEJeCljOpDdDwzOE5BZ3Pf+PxrBX0Oh3N6fjc75TcBvQrHnrKyfTwm9fXy7fLMt3veYVXWvz9En7dK1e340XnlbIOaoz/lZ5PvPq0s8LmdwxIET7plMs2HgnbB95DI+OjqaOWlzdcfoGV5Vk8uaMtolTHnYJo+BM5cyelWSA21+/nM8/8w15H2azyND+UzTU1X3VslkQOvm5maq54TmFsfPMSH/xsnAo4G2oX8D5Far1Wo9lRokt1qtVutRlYAu5YmzISviZyamCX/Z35PJEdACKjIZs4vT5zMIqLqbhDLhpCzn5+f15s2b2UvIqqqWy+U9mMC+CbJxZdsNTJkvLi6mOmEyDpQABnqZM8tiE2glgDRwzzfUM+kFCrKfIQ0QMOuZ+h/lo62qCSIzUcaJbBDvNuC6/AI7jmEZ4ACd7RKk3Z3r0n3PbQ4QBuBR36vVagLJhpSc37lS9y3Hzvo0PE6Y7KXUCZLtTHOQxPeE28b78hlQhnr3NRkMOUey84sbCgHu7apm37xOQ2QDfrej3X6jnKzpMM50N+576VwcwcV0iLpfue78swNLI+g8gpHvowxCfFth8qc+10Ofvcv5R9t4rOM+4vmVfZcxBgFS2S6DXgay3B9eUeDAqM85cgSP3Mcew33P+f0Chs9Ob4NwDRtiO42RwelozPHYc3FxMYOhlMdjBcehLh3kurm5mYKIHMft5PrgmjletrOfnb7f8znquslVTB7zOZ6V44EBsZ8LHnOdtovvGTAg4NxqtVqt1lOpQXKr1Wq1HlWeQKN09BmYpPsqXYu5jN/7JphLSJcTT86DAyvh5z7hpt3tdjPYB0BI55avYTThNShONycu4HTAMulmVxC4zQAAIABJREFUIsqSbINf6nMElkd1mM7pqjuwMJpwM9keAXy7z6pq1gcSTNI2I6e1IQYTbUQ5DD4SeCQUID/3CJbwkjwDY8Np6iHhJ/tn3dEO7p/5UkE7gx1ocH+hLr1NHsvtky+pQ9TNwcHBDJDYmeiyO7+yobVTuSyXyynHuK+VY/oaAfQGJE4z4z5I246c7naY4wr0mJFjxNugY7qxDW0Sxvu72yid1XmO9wWr1EPu9ymdvh9DhsmPdb6PfSza1AEl5PvMqV1G15zjGaCXe8V52tOhm05iO1r9DHP5HFDkeJzTqwZ4/viZ6XNzPezr+4N7LSFyXi+fs1LHLmfgOHI9Uy+82NPAljLlOT1GZJAv2yPhvtuHz3gOU458r0I+k/38dNn4v/8uoH/ZMe7+Qf36bxhejvpQQL7VarVarU+pBsmtVqvVehLlpJdJk91KV1dXtdvtarPZVFVNLiWcqIvFYraUFdcTxwUw2WVlwMhnTGqr7txQdm0ZnHqSO3KRcS0cy6CYfQyFnJeSCSr7sk+CMJSuNl+f3VS4un3M0Ve2TTpZq+7yIhtI39zc5c+l/l3fBiCAWOfBNgxkn6q7FBWjl07ZdWt3uPuQXbAnJyfTS/XyXOlgXi6XU+7l1Wo19RWOS5+jbRN8O42J28DbGEwYUABlyd/s3NfX13c5nO28rbpz0iaEpZ0MIui/3E92uqcLfeSOHoFuIDmuQ14YSD9nuwzk0I/9OdebgMT9zUvM05lMHXP8hGnp5uQzf0+HpOs5t3F5PO4kyPpQGRp+G5ezj2Dyc4bfFmUfBRgdLPA4njDYQY+qu4AXx2cf92E7he0K9kqT7AsJMJ1+gv0Mbg0tM3iZsDwDbWy33W5nn1M2rptxwC8kzHHd6SooCwGnw8PDaVzkObPdbmuxWMxgvM9Pne2re58b2WnuOvS1e1+PlwcHB3V6ejp9ua58fq+QcEDW6XtGwSuetzyfXr16Vcvlsg4PD+vNmzcNklutVqv16GqQ3Gq1Wq0nU7oIEyID1Lbbbd3e3tZyuZz2Y1JVdQdo7fJM4GQIiJOKCSsTNSZ1LM+326qqZpNJzpmAzm4myublx+lSdV2MgPfI2cak2MBytL0BO7/nvHa5+rjprDQY45i+NurYaSkoP2U0BDGkB1YaSrIPbZQQOV2sbO9JPc5wvjvHZb6QzhCZdudFeavVqpbLZR0fH8/SoQDA7W4GLDhQAYDGrW53upeSU78uJw7f7OeGmMAfyuIgh/uEocooNzjHtoOOtuG6ATkjN7DTR1Ae7icDqoQpXEc6tCmrgyEJevdBN+5pgyD3jXRh5rENoBln0l3oejNMJgiUDnKXO/cb/W6kUUCJsj53V3LVtwccj5Qw2f3NsNSBEkNRi/7HWJyrZ3IFgu8XPh+BaB+fcSefCX5pnmGny0XZ/DzzPeR7gWv12DwqT1XNUgz53PmZV1Hg1PZqH54J7MdLUPnyyxEpo9vM9eDAsOtqdM12TyMH805PT2uxWExlYPw1OOY83tfnJ3CYfz8gnomnp6dTvf70pz+dlanVarVarcdQP3larVar9agyMALieGLMNt4OQGOQyITZji4DHoOcnEh6ks9kLyeNTAY5pkHh4eHhBAGBfrmk+CFHmpft2hl1c3MzgVjOvQ8oG9S5vByH63R9JnwYwWR+b8DrJcB2V3MOnOA4ku1QG0FkO+Ds1vJEm+1xeBkm02Yu9why+OVIx8fHM0ey69EONc4JGCDHNfVoqGNXMSCXPsKxrq6uarPZ1GazmfqZ+4TdfwQnDP8NQdM1nm3M/xOsp7vdoDr7UwLfy8vL2m63sxfljaBwgi/fZy6f9+O8wG4DZurKwDj7aPZl911fl88DaLbzOut1FLzhM9enfzZI9/f8eXTst+khCO3Pvs2w9rnLfYUvg3wHCavmbuCEtnncDDo4uFJVs7E4Hcm+PyhL3vsevzPQ6fueYC7beQxyENXQ2at5UD7nfA2G0wbJBBYd2OMaDJJdl8DpxWJR6/W6qmo2jhMEZVxxHQNjR+7jbDc7uO0KHwFxp11i/Kfczm+fjnC7nD1eZ58wTL66upqcya1Wq9VqPaYaJLdarVbr0XR9fV2bzaZ+9rOf1W63q+VyOeWgNWRkWztOq2o2qcMBeHt7O4N5Vk5iDQEMqw1HAdUGv+kMcz5ap0pIQG3nV0JProdJpyeMXspqOMEk05DaE0wf165QT5ZzWTYTeNdr1d3LDHGcUT7nc7Zj2TDdrlgDAdrMgMNBBcpK+gY7koHJdrZxTQ4WAJnTMesyZp3ZgZ7uboNCgMb5+fk9UJ31Tbvf3NxMbu2E8NSjv6eDPUFz1jFQmJQiBvK0pV9K6b5sB63dw063sd1u74FnO8idxoHrAECl9sFm9jGQNiDPIFHK4M11n+5I13N+tg/C5pgxOqa39XfkuvC53gf8PgS4GyA/jtwGHkMyb7uDfLmN+yfHqarZ2MF47LF29IzyGJEpY7KPuY84RznlMeR1ENNuXD93OK8BqwNfjMPOzc6Y4/uV8Y6AZdXdKhbGfQexPG5cXl5OOaldzy6396NeHLjyeVz/CeQpkwNV+Zww7M+2r7oLjjkoze+c+sjbZoDK+3WO5Far1Wo9lRokt1qtVuvRBEjGyfuDH/xgAsmeiO9zNmYeROcoZnJcNZ/wM2H1pNVOZSZ/TDCr5k6qBM+euOfL4TifnUxMKn1eJp526XKddkoa1roeEj6ynx3aWRZArpfb3tzcTHmmKSdgmIk2y7Y9GeacXtoNyE/g59zI6QyvqhngtZPX0AXYm6kxDGvdx5y+wc5lw2Yfly/cz+nmo84uLi5qs9nUdrutzWYzwVtDAAMV6hwQawDrcxv0u34S+huY+/qyDxp2GKLYre0UEn45H7CfL4Pz0TY+j4FGBnV8DS6f6ym3cZvl8VzH1L2djKP+5jHBjmg7xa10N+f/c9v87j7kMtOO76sEmRl8an16ZRswNjIeebw1WHUwbLR6JB2vzu/v9AzA29GYkP2d/pqrAtxvnMvdY0QGQx24A2wnLPe1O6WOvxtgU2a/r4DyOojo1D8e0xmzHYQ0EOZZyjV7HGQs5roIXqIc//1VVVMA1uO9/6agbl3vjLW0d6bKyLHGY4R/dp9riNxqtVqtp1CD5Far1Wo9mnBQ4uR88eLFbNJo5yqTRwM6u6FYcm9QZxiVrqeceDPpBkIbxORSfS8t5ssTfPY1xDIwcFmq7iaRBpiAbG+XoCAnjelstQMrIZbda5QhIbXP5evj99QNcn247l126oV2NfBnO79gjZfdub1ZvjxyDnuSni7dfOkZ18Hk3xDZS5MNFe24Pj8/r81mU2dnZ3V2dla73e5eHaZj0YEOg+Tj4+MJ4tNuVXduQfozruEERukGdl5g7pHs+64Lp5DgpVbsly8BJL+zAW3mjKZ9U9RN9mn6TzqPEzQbkI1gr/smP9uRPDrvQ+5ml9sO7ryeffuMyuaVBdRTw99vr/w8YhzxC0QzJYLHLQfEEnIamPKddwSw8iX7sQMvvtfRqP9yPgdwsj86+MH462fJqC4Mpg2VHXTkHjdAzWd31dfjEqk2fL05lrLvyBHuAK3HP9zMOJqByIwZqXRbUxaDa8p8e3s7Pc9973PODADZ+Zx163Ga8qdzukFyq9VqtZ5CDZJbrVar9SQyzGPiWTWfVPslb0w0AXp8VnUHNBNi5qTMbltAmHMwG/jmxB5HKvsksGbSmsuccQ0xyWSCm2kbAHiHh4cz55XBrSFifo0cnb5eg0a7cQ3Kc4Jup7Dr0WVynRmk+nd2bCVItmOPF92tVqsZ6D45Oanlcjl97pzBhqlci1+q57r08nK3mwMAXCOOc/5vgIwrmd8/dL30H+rSsNRQh59xO282m1n/c1Bj5D5MOOrtEzAb1hjU8Hvn/qbPJ6jKfrcP8ro8/m5wbtibTl1DF38fHT9/l65++p3b4SGonPUyGldG23Juuw6zbCPo967Kumw9vrx6gnzqtPPR0dGUXz0DYA4eWn7mOW3S2dnZ1Hd46aWDrBl4GQW2RrCRYzp9kT/nWHb1el+ufwSS/VK/k5OTey/s9P4cz9dTdTcO5f3vFRikkbi9vUsF5TIa5jJOEbza7XazNBh2ENO+7OuVNq5vzuGgVZaP6wSe5wqpUd3mGOlt7abmfK1Wq9VqPbYaJLdarVbryYQrc7FYzJw+hrcGPYCg3W43W0K6D6ikc4tj5GTdeXvJD2mY7G2BlJSLfRISZ7oEyoDrFsDApNpLfp02ICf2nrB6QunJZrp0Dc1wTAGy81i+PgPOrFd/ZpBgqGx3NuenLrkuL50GFr948WIq//X19fQypfV6PQODwGLgSrrG3X68mMguMZ/bgNnAgXJvNpt68+ZNnZ2d1Xa7nV5A52u3u8zLu12/WYde0k39A60duEgA7cDECBa57e2M9/1k96PvPfd3O/ZxCfr4dhW7P1gjyM0XbsXUCAr72Hlf+DvbpRMzU4Xsgzmpd4XHCbOdGuBtdfKuGp2z9bhy8IsxfrVazdyn6/W6Xr16VS9fvqyTk5P60W/86L3O8S//939Z2+12ei460MdKiAwCZT/N4Av90wDVz0ZDYf6fqzmQx3Z+l88/xgscv4zFTi1UNQ7SMK54JcToGcKzykDYkNppO3gu8Plut5s5yAG/DgJlvTqYNwqwXl9fT+k2WK3B8Xe73awtRql3aCMHAt2mDt45eN5qtVqt1mOqQXKr1Wq1nkRMxvON7enUy+WhVXeOwt1udy+fbdUdbBq5thI2+lzOgeiJnidu/EzZvHyWCawBA5CSYx4dHdVqtar1ej17yd75+fl0Tr/dfQSO7EROaMo2+9yO6VajnoCYvFDOwC6dxj6uJ/jUC/s65yeT6tyf7agv6uzg4GCa2PO75XJ5z7nH0m/Dz2xrp36we5xzs70dq5eXlxMEvL6+ngDybre7B3cTwNDOCQ3S4ZoO88vLy3rz5s0EkjmXwb77HuU3qDRothMbZ7wd9e47hqvUpb+yzZzW5SG4OXLiJjQiIDS6h0d6CCL7Xh/Vd/7ubUGot2kfTM5reZtj+33VAOnpxDiS6Yl8z69Wq3r58mV9//vfv+c+fhf94Ac/mFIksDpit9tVVc2eW9nPfV+Nxm07eP285brYju8eR/OeTOjsczpVBOPRYrGY4DJjEve+g0mjMcIrhRgrfa7z8/MpBQdjnJ9DVfMAklcl2ZHstjXUzjL57wKeEZSL55JfGpsvK3TbODjquvTfIH5Wk5//yy+/rO12OwtQtlqtVqv1GGqQ3Gq1Wq0nkR2rpFhATl+AK8iT0wR3VTVbMpvyhMwwGBB8eHhYq9WqFovF5CzzcQxEWU7LZy6P3amZK5mynpycTO5aJsdM0p171qklRtfjySyTYudYtvtssVjM9gXYshy7qmbQEHd0vjSwqiYoDIygfbh+T2oNWAyEXRaDd+r8+vp62sfuMuoH2A1EJs2E0zBQRsNOwIWv02kjDIDtJq2qevPmzbQ0m3owbPe5MlWGwYTBDU5qQw0gMrDAvzfQcdmyX9ze3s76kSGGl14ndB254Px5upcfgrCGPAYmdro/JBx/2f/TCZhy7lfDGTsKXc595f+myuDVKKjQMPjbI/dhpyzxC0ANkhljl8tlLZfL9z7f9773vZmL9+Liorbb7QzQVs2d9/sChwkvWRXD88EuXUNXgkW80yDd9h6jOb77teuDFSd+nuTzz+OXV1TwbPQ1jdrH4yH3v4NUhsScm4AhwTKO478X/Lzw+O0VHF75wsolnlt+RwB17vbLVFm+ngyGX15eTs+Hn/3sZ/WTn/zkXoqlVqvVarU+tRokt1qtVuvJBET2xA5QxGfpOM6X0tg17Am2lRM+JsheigtEXq1Ws4k55zVErqrZZNgT6oS4gAaOwzJoQLLzM9/c3H/RGb9zXmA7TjOlQzofj46OppQOo+XHTGoznYHLzzVwPE+InZ6Dz5Ahy83NzQRXqFugK1DU7mbOZVBBG+52u9psNrXb7aYv3NTAXrcDX3YZU28J0ClXXp9zLlfN3Xie6HMMggdACjsA2Y5jUe9cCzmS7RR2GhbqcJS/lHoCAKW73IGUdOCnCzCdjvQ5b/+QMtDi8lEXD2kf9H0oLQTXOHI257V9apDLdY5g+Iemtqga54n+kGv5WMf53DUCsQai/mK7k5OT+tX/4lc/+JxH//ZRff/f/Lv4W1/f969fv76XSoKxKvPW573r+4F89ABaj90ECv0CPMCoj++0QKMVAvR7j++r1Wrm3KbcAPOEyKMUNL4uP3dyFYAhcv5NwZgAwGZ8dvDK3/3i1hyTKFumzCKNhfsLwVe3YVXNxlRfk53IXM92u60f//jH9eMf/7h+/vOfT6tkWq1Wq9V6TDVIbrVardaTyK5Pv509nUV2U+ZyXIMaJp8GmemmzFQWBgKLxWJKq2A3lCeCJycn9yCjYbLLYleyJ7F++VJVzfLPZn7fdHalCzsn3l5+zHfq0uDbP1fdvejJL6dzW3jya2dtQnKcXMh1BFQASNsB7HqkPIYbzhNqx1cCZD5zu7v+AaEGrVU17XtxcTGDt87vaQDpPup28kv17LJ3f3Vea85liGyntc9p6A3M9+9cFgckEjK4/7vvuh8ZGhvofChkNMimH+8DqYZe/H+0TSqhPufNNti3/8cU1+D707/7FBD7XcB8bv8xjvM5KwHyvpQWfHmlymq1+mjlWC6X07MpAzPcmyNnct5L/OwxkX19bVV37yPIoBdibDfszHPxbHDQyiCX8jOe+h4dAWZkgG2HuEGyU09QHgc6+dz5+v2eAn/3cznrdRTA9nPq9PS0Li8vp78dqmr2PHVduy5dZo9tBBR+8pOf1B/90R9lV2m1Wq1W61HUILnVarVaTyJPyL3U0wCW7UYTVcTkk7zCTAaR0z94UmmnlB2xeQ4mqoDFdBv7zfVVc/Dt4zJ5zIku7iXSHGT5cqLsesiJpsueqUJwobGkGWWu5Zx457ntjE6QbgDNtjjOq+7gA+0GxHDdjybSXI/z+WZ6hKwLrtvL0H2eq6urWQ5ivpxrerFY1NXV1QzgONVKwgPDXk/+AdWkpxgB7c1mM6XoyLQmhpH0CTtd7SDkuEDpXPbsvuL8pL5HRkGXvN4EHCidw3ZL+hj77uWRmzI1ukdpb///bcf5lOJ8I2D+UFqQdz32qP7eBuAf2t77fNdh8kMAmRUevCSWlSzr9XoaJ46Pj+vVq1cfrTwJGN9H7iteDeE86SOnbd472Y8ZIx30yzJmAGoEuh30G62E8FhnAOvAo8d1juXVE7isCWhSFo+XXAfHcdCV8df3R7qhvTKHMTrHecoD9PffDa5rO5R53uxzZbdarVar9RRqkNxqtVqtJ1M6kj1pz0nWaJk7E0wmxny2b0Jr0GmInI5Y75/5khMkG3Sn89K/z2W1dqPihnU6BhzQHHcESa2H4BnnB3qkG9YQ1fvnsmHXB9fn3MY5wbWzq2oMkg2b7bzOtry9vZ2loHjIJWsQ5Hp333J+ZK6fXKDUw+XlZa1Wq+kFUX6xomXXu8Et5QMk24lsgE86i7Ozs9k2IwgzSkdh5zDHpE9xX7huXA8AjUyRkiB5JLsis/35GUDDufeB5BFEyt9lH38IrnGuh8r/GMB0VIcf45zvUgfvomyThsl3MixMF/JyuZxSIfHz6elp/eg3fvTJyrKvrd+lrRykydUGmf84+6xXJfhYjB3Uj++5EXw2MHZ6nYeuK+95Byb53EFXlzfTfbg8GXzmpXsZfPRxq+Zubl8741zWm8dU1wl9yzmc2cdlpn4oq6+p1Wq1Wq2nUoPkVqvVaj2JRm4vT8ycxiKX7noSVnU3KWSCu8/tyLYo3bD7yrdvMml3qH+XsC4nxH7hGRATtyrHyLKky9qTTCaw6e5KEIIrOd2r5N/1+VxHVk620008cllR5lzSy7Wm+9p9wCkkRoCVbfnCNe5+42AB1+YJvnNDA4QpG6kknNID0ZbOjencovRJg3oHNTiXQbKv7yFnZEKhTJfh/7tN7ah2u9iJnBB5tGw++8Qo0IMMqpx6ZQSaHgJi6cQ1HMu6yrJ8Uxfwh2jksP6Y8jXvO/9D+3r/7zo0RjmOJUjmJaX+cnqLT6FRmhnfj+8DkdmXVRMGyT6uYazH03QTU1f7UlwgB/48DlLP+czLoKafB/lOhYODg3sBTTulq2r6e8FBQlIb5XM6QbIDolmmHFfTOWyHdLZd9jEH5tzvrq+vhyt2Wq1Wq9V6KjVIbrVardaTym4mQ64Er9Y+188ox2D+7IldTmBHgJLJpMvIy7xGZbYD1vAqJ+Q4QC8uLqafq+6/xG00cbTD0xPYTE3gl+ql68kvb/PLB6vmk+Kc/OKUztzVI4e2r5N9nUeUzzKViT9nWfKofXxuO8VdD66DrCs7nHOJ9whIZkqNm5ubKWVFBgQANQbV2Z7UrV+2h3ONdvBy+ZFr25Aiy+57K/smYJy+aVg1UvZna98+1Ftua0gyCvB8KEy+ubm5B8odWMljf2p4+jbok27LDz1HQvq3QfPR9lmO7xJYzsDZCO4xFrGqY7lc1nK5nMaWh5y131SkvWGs8RhRNW6/fWLsy+er0y2ghL6j43sMyaApv08Xsscrg+GEvgbVdoQzlo/STXBOj9eAbuciZqzeF3x2sNgvjeWZMnrBImX3OOw68N8pPg99yy9y5Xeu09EzttVqtVqtp1CD5Far1Wo9mdLxlakl0tmTk6cElp5QJxxgUuYJnV/w42WmHJvJm8Fp5mBON1O+HG4E+ngpHiCZCS3lPjo6mkHLkXMw3b8JRy8uLmq1Wt1zMnEMu3ApH9sZGri+2B9nXsJlXgjFdtfX17Xb7abrSBdzQhvLAJ86S2DpQADlcrqOqrpXLo5lwGuQ6rr1l929lIP2I42E8yAD0IHKlAdoQD+tqun32+12Bs150R/9z+AiHW9un7wGw3u7v+3QSzd73mP+/0NAafRZ9tvRcd/lHA+d623BF373oYD0faHvu4AervNt1/vQ/owB+8ZGa9Sub9vuc1fWw75VKtyHzo88esnex9KP/88f12azmUFkg+Sqh/t69ikHUpzWwS7hkd4FIvv/XonhsSmduXyWK1LyWeWcxaQUoc49dmUQLJ3BXJ9X4VDO0TX53nK7k2fZ46TvQX7OsvjLL/WrqhmwznrleB67P2Y/a7VarVbrQ9QgudVqtVpPrnQrJRgZQY90XNoxuc8hiYsJ2JduIL4DJw1hWdaaE0aXxRNKT2DzzfNsy4vWnEMxtQ8WpVO66j645rtTX4zSQ2R9eolwbmf4W1X3YLKBLaADSJ1pP0YQmTJmvQPX7RRje86fx7m9vZ3lwh6l83DKCbtlKbeXgTvQQPBiu91OL7ZznmGAj1NoALsNgNwuXjp9cHAwy8WKC479E87jOmdf2oLUHA6msN3l5eWsrdnX99HIyYv23WcPQdR3hdAfKi9Df4p0Fu+qp3YU7quX51pfn0KjcZtxjHGDPg5IJCjlvPrcjx+zTUl75JQ5GZCsmsPkdwlIJDR+CBS/a4DD23Bsv4zPL6zL5xP17Od+jv2kDOH3duaOnvd+rni8syN53zN39Ez0GMiYijudcdiQ1wFtBxPzhbY+h1fWjCA1z692JLdarVbrOahBcqvVarWeTHb2APYAboZf+YI2T/a87JRJX4JST87sxK26m6gBDZjMASozf6QBpR2z6Yxi8kjOXMugEuhod2i6qwzH+E6uztPT09mEle0pWwJ2L+e1s3oEeF2Xduzxc0LpdDRnWx0dHU0uW4P4hBk5mXeKB7ZnQk67GRzgTDacMNTHSbzb7aY8mdSPQTptly+so36urq7q7Oyszs7OarfbzcqVOU3TeZr1A5RwewOR1+v1BBAACnkMrpU62+12Uz93XXt59fHx8QSaT09P76VGyRdFpfbBp7dtl/fDQ+3/NiV44lqOj4/r/Px85iT/JnpfwPqQW/RDjvfQMbI+R2DQ/3eAx9t/VyFyPmtYxWDH6MnJSS0Wi2l1gIN3PLcyz+/HkANN77Lt6OfRNr4n3rbt+/SLfH45fc3ouZDO3ZGrl2c27eRnvQOPjMu0n5+BPPsfeomon4l577K6hvH04OBgSm9yfX1di8Vi2s/X55fk+XngMlB+p7dwedj+UzjfW61Wq9X6EDVIbrVardaTyhCUpbueMPrN6aN0D5742zXKdglLDBGr5iksWC67WCxmLrWRoxiYC7SkbMA3u8k8QbZDKkFyTjK5Tk+QKafdcYbQVXc5jkcvlyOlxsjFmk4uXLc+ph2sbg9+Rw7pTJtgl6wn65wjX65kUdccizyVWUcG53a72f3rVBPn5+dTP+A8DiJwrvPz81lf4rhXV1f1+vXrevPmTW23273tZ3cdx6VN2Ob4+LjW6/XM2U0u1vV6fS838q/8+q+89d76zb/2m7OXKN7c3ExpOC4uLqa+5P7t+rm4uJil8XDZfS9Y7+KUy/ty9P1dNDq3YWDel4+tvJZ9dfNNAO5DgP+h42Zw47sMkZ1/3C/Tc/qdTHFUVffujYODg/rH/+M/rsPDw/rhD39Yf+av/plvVMbUu8Dkqrf3p4eCDN9U7nuMKwk+PUbmOJAO8dvbO7cvX8DclNsJ6M8xKcvoeez9R6DW1+Ky8tx22e2+Nuj26g8HpjkefZF6SYe201tkuVutVqvVemw1SG61Wq3WkyjdUyNXnJeyGhKnk4eJJpNWPvdSVkNIuy3tFPKLeTxpzAl8vrTMsNaA1f/3BNDlT+CdDkunZrD72st7DfkMk9NlzDb8TL36Oka5Qfk95fNEmXJzLa7fzDuceX7Zj99ne9hVnH3F+SbtBswJtqGF80cD+p1bGGcz9eecyL5WgNLNzc3sWD7nCADk9buv4jQGhAKz1ut1rVarYSDibfriiy8mkEy9bbfb2Yu78uVdNzc3td1u7znt+TmBsmXX+kPat5z+Q4GWwZMugRCmAAAgAElEQVThi8/3HOQA2Mc83ofU4+cOkR0gy8/cR/K+dGDSL7r0WOwc7zk2cI7NZvONyu+UFowvmdYCuV+9a1t+yjZPt3EGnfLZz3YE2+iXbE9weRSUQ25ngqseh5wXHzhtB3kGiX08rzJywC1X/jB2598z2ddyfNy3QiPVALnVarVaz0UNklutVqv15GLyhkOWyRnANB1Kdu96AshEzZNRT/Sdr9juztw/Xbc+ZoIqg80sC9DWsKKqJmBqefLq5bijF9MlGM5y2Plkp65TVlBG52b0NgbrI/hrqMg1ke85XzZHWUYwNK8n98n0F9vtdnoBFYAFd63hrpcxI7tx/WI8zlVVE9B1fbqeHdAAJtB3E3YYILgdRufgy0BruVzWj37jR+90D430C//JL7x1m3/yP/2T2f1k55wDNSzfz1QtDwEpwzzqJF2c73Kctx3bou9R/qdwIj+kjw3wPrab+XPR6D7c9387WR2k4/8A5QzO8bP7GLBxt9vVb/+N365Xr17Ver2uFy9e1Hq9rvV6Xa9/+fWwzDf/9GZa4cAY5y+vEEg917bkOTEK8PlnB/JGzt+q+XPHqY48FjitEc8sxmrG+1FZ/OzMwG9u4/7DcU9PT6dnV65IQU7rtK8e/MUKIl/7c23nVqvVan231CC51Wq1Wk8uw0rDNsM5AwDgoR1adtMyUWNJqZ3Ib3P7eKLnCa0nq+nWHE3yuCY7hJ0v0vAhoUbVnTvLDjg75zJlg8GucwZTl3bT+doMiA1LqC/K7u1GaQ4AyaR8yLy6CXAM20eQkWtwfkvyVG42m9psNjPXnlOT+OVUntgDkcl1STkNJHA5OxBhOG/I7ralLkdAed/L7gwNDJLtivzU+uKLL2apVYA2tJ9TRZyfn9fh4eEM7OR1oGxnpz2hv3wKqEpdug82gPluadTv/HxIRyh9nHGOn7kHybfrYyPAIj8z1pB7/ebmZhqzFovF10D5l9fDcr9+/bpev35dZ2dnE0hmrNtut7P89t+G/pyQtOq+K9n/Z/xFjLVcN/XLeO+25PniVE/54lenEvIqmwS4yM96P6v8e8YyP4tQ/q1B/xq5irMMGcB8KPVTq9VqtVqPrQbJrVar1XoSXV9f19nZWf3hH/7hbHLnr5Fr2JO7zDFrJ5GdR0zMRsuDnXrg+Ph4yrVsuLgPMjOJBCwycXQZgZAGyV52u+96AajpKE6XrqFpuqZHLrp8WVtCz5HjOtNdcG5fn19emC/+8zETqPpcBAf8wiFP1HES49Djuln6TBt6GbPbynmrMyd1unDZL/ue+8vt7e2Ur7qqZo7GvM4E6VmXtJ+h1mOA5O9973vTfUEwwM59wIyXl9M3M5UL2gc8Rtf+seV+l470BjHfHXlFy2hVhmFsjkt8xud2vzqdRcoBPQdbCF4RjFnXGCR/9dVXkxsZmLzb7Wq73U7Br+fmsH+bcgzNenMbJFz2M5wxirEpnyEGyVV397/PwfdRagneG2CY61z5ozZ3QOwhkMwYlCuTchung/Lz1WVoZ3Kr1Wq1noMaJLdarVbrSXRxcVE/+9nPqurrCfQPf/jD+sEPfnAPnnlSVVVT+oIEtyxpzeWuTOz9Zfcu0Je8tMvl8t757F6qupt4kgZgVB7KkfmUc9lsQslcykoZmSgbSNtl7ZQdgHWDb8NsLx/25/yfenee4Jy44lr2BDgnvYYvfE+onJN82obrT4i82+3q/Px8SqPhHMkc07maDS69vDkdXvuA78gV7v5g0HR0dFR/9r/8s4Pe/nz1x//DPz78/B/+9//wHhjj2klzYedv1dw1l4Bon3P/XTUC0OkMTciXzvFvqixDw5znKcY/8hx7NYaDfFXzcTYdoaMUO9Y+t7ufL35O8KK43d/eTXnPKYvhsV3IjHe+576t/W5U7pFDOZ3MBF4NUx2UyjQjDpqmw7fqLv89bUQaJoKQflknz9pRmhwCvQbJONHR6Nk8+hvFQDmDqa6fb3P7t1qtVuvzUYPkVqvVaj2JLi8v66c//Wl99dVX9eWXX9bBwcEEkv1SGzt/nQ7BbiAggUGVJ/6GrukuchqN09PTWiwWMwBlNxvHqrqbILIcNx3BVXM3s1+Ml25cp0YYTVxH6T0AFM6b6ZQWBieewDK5pg6cExSRYiFd3f7uegU65+SX83tJcDqmq+ZpPrx8meNdXFxML4hzjmNgQKancNDA50vHF/U2ai/DJgIVTr3C9fByJer2c9F6vZ61uUEyQOzy8vIeDOFnxOfcJx8DIu8DuvvyLn8M8OJzuk831Hl+4v49PT2t5XI5uUB97zro4ICIXa8ENUcu/BGgrLpzkHr8cbnOz89rsVjU2dnZ7LkCNB7lRd7tdjOQ/DnpXRzLjB1s4/armq8qAv6y8sZBSfbnOUxb+hl2eno6PRtubm4mh/Mo8Ojg6fHxcV1cXNwLnvIc4/j8HZAwmWt1ILVq/iI+979Wq9VqtZ5Sn8+Mp9VqtVrfKt3c3EzO0pOTk9rtdlV1N7Ey6MOt6wleTg4NWHOibzjpSdhogulciDlpz2PatWqlU5J9KZ+BgGGCAeXoe4JOJqaG3s6xa5DL8UfKfJHpyE1ImG7vnOS7vkbKIAETfqDJZrOZQenz8/PJoQdMPj8/n7WtIbsn3HaEZ85kl9nObO9D/ThthdvEDmXD52+7AMl2BFbduT0JYvhFh8BluzQT8r4vCBndB3bto3SVfkyN3NCt5ynfy/nCvHQke+xxG+eY7JQXzvPNWOLvGajK++Di4mIqD2U5ODiYYDGpe/jOPQWM/JwhYj5b/Hlul6tfeF4fHBzMxiEHB9ie8cuQ2Ctwrq+vJ6A8eqZ55VFVTamdRs9vv3R2u91On7ntfY4Mcn7O7d1qtVqtb68aJLdarVbr2chwMVNaGCzum1DbXebJGJ85fyHH8YR/9HNOIn1uQ13DWGCmXW4un3PQ2jFbVRPw9DmRoSdffls8Ljqc1QZudmAl5Ki6e5kQ9eL28DJg55LkOCwLTud2AulcHmxn+dXV1bS8+82bNzO3K049w+TdbjeDhkD0dAUnEOd6chuDeedV/dFv/OheP/su6Ff/i1+dfv6n//M/ndXzcrmcucMvLi5mbs8RRLMj+UNgcjryKUvVx09h8TY9FdxpB/TDGq2+YKUJIDnHKMYfxlMHnzItkaEl/XjkZPa4mMHIi4uLe8+Ng4ODKT856RG4rzhmBsA+Vz10fQlpDXOr7oCw00MY5NIm7hsch2NdXl7Wbrer9Xo9W4lSdfds9mokPk8A7oA4/YbAAM9KnjV+pidA9vVlUKPVarVaradSg+RWq9VqPTsZfCK7PUcu2Fxib2fyPpBsl1dub9eTl7EaRDL5PD09neU3djl4wVvCLk8emUymk9MT5YRp7AOEYFktuZ4Xi8WsLhKQ8/np6ek9N+/Iccw14/71MRLmJmh3nfg4QBwcZEDkr776aoI7BwcHE0QmhyjLwBETfr4SAr3NhW7wBGDI9vwuC+ByfHxcy+VyClgAXXa73ayu7Uoewa8PgWFuJztK+T5aQfA5yePA5w4TP1QJkcl9b5ic/Yc0PkBmp8MZ5ZX3s4Cxy8DSgHmUi91jsMEg29uBzH2Uq2y+i9q3Uicd3wbIzpfvOuU5mTn0UycnJ7Varer29i7FFc88v1zWgQn/zWDd3n79sldEfyTA4T5rMI3y/QKtVqvVaj2lGiS3Wq1W68mVblE7iOzsydQBI6hiN6SBYb4tHRjrY6bL1jDMqRHsjubYXv5fdfeSpQTJdr/alcQ+I8dzTiwNQBLe4kg+PT2d1We6pgxDMidjAmhfs6/d5Tw5OanlcjmlIGE750EmzyfnoWws6X7z5k2dnZ1Nzi2DZCCyXzyVgIYv6sTtYQBEe7r9sq4NnL7r+v73vz+BE+A/S/G5h+zSpL9lECP79vtAMd//GRjIzz61XPbHBrvfVZC4T6M0M3Z5ZnAhg2aZr9b1y3FyJYfTupCrnZd4OkCWwdCqmj3fXGY/8/wS0QwuftcFzN8XnKIeeX7YNe72SSDt4zDW8By9urqantN+4aH39fN937Hz7wq+/I4HBzU4hoNk3+VgQqvVarWejxokt1qtVutZKN2yfpFeAr6qGrp29h0XZ9pyuZztu1gs7oEwO8uce7HqPgwFBFxdXd2DjgAH52tEQEq/6G6UvzeXVlMGXzcQmd8z+V0ulzMQbOeTnXNMul23BoBMoqkDJtIAFsq3WCzqxYsXdXJyMi3PtvsYd7Yd4jjEgDJnZ2f1+vXrOj8/n0GU3W435dMGaDLxNrhxewOJLC87t2vZ1/4c9Pr/ez3BjJf/7sunLk79qf/0Tw0//52/+TszuOsvv+yKdjbUSxDzNjgycjgbHj2GXN59y+s/FeR51+OOwNjnKq9G8YvMGOv8LDFAzhQYTlGQIBmHfdXdOMZ4xMvwGOMNCTPXLecw1PQYZMhoWNkQ+WvlSpn8nX8GInvljAM/KIMMHr8uLi5qs9lM6aPoUz6fAwFOOWHYnY5ln8vP8iwXz1gf1wGL73p/aLVardbTqkFyq9VqtZ6N7Fy06wdnmJ06mVPwIeGY5WcmZ6vValruzPl97nRKAwzOz89n8NmuNmSA5mWwhh3O21lVE2wDIgI5DNMpi8XvndZisVjMQB7XmSlAKKOhipdnZ65Pu+mYzB4fH9fp6Wmt1+s6PT2t7XY7297Lge3gAyIDicl9vNvtZmD94uJiSmdBn/CknvoA0AAxR3A/XbG0hyf8T710eLfbTbD7ZT09SN6nly9fToEWu+kByW6/0X1dNYcyIzjiz5x2IKH0pwYr+1yGWc6nTD0xKtvnmgrD7eE0Fnynjzj/MUE/w2ePAc4Tz7G9aoPxcASS6ePpvM+6t9vYENJBkhxzW1/rXfox9X9+fn7vmewVTtRz7uugJ89bp0ZxXxk9n7Oso3HD/WQUFKbfOZ0K8jsXWq1Wq9V6KjVIbrVardazkB2yTLSYpDn/LW+7Z2Kfy5KZfPnLMDpdRHb85AQ+YZchwfX13VvenQ4DsZ2hp89tR9wIjCFPTj25ZNLL77kWYDJvnaecXs7tSW46oShLuqfsSEZOrWEgmyk0AC28KA9Xt0EyqRKcI5Ty87mXDjPptuuZa8pAAPJknzK7X/han3KyzrU+J5f0SOv1egaIq+76lNvQjrxc2u22ehv03OdA/hCQ/L7OXQMdB572HftzhLfPRXYUA/f8fDDsy7Eox88MTHpcrpqvYvBYRuDLY1b2Z85LmTmeHcc4p71tjr+t91M+E6rGqwm8vdsLVzgBYNps9HeI73UHKRy05f+ksAJocx7E3y8EFujHfiYxrnb/aLVardZTqkFyq9VqtZ5cuRTYk2+7bL182ZMrT+icPsHux1yC6jy6Ph7u3ISLD8k5gX1Ndruhd03J4WO/DSgauJPaYrVaDV8wyCSbOnC+5pGLzpCd7wbOueTX6UmAwEBkXph3cXEx+z1uYwBqOqGZyPta/fIj5132cmaDJAcc7AjHqe6+RB0dHh7W7/2d35sc13/iP/oT79xu30R2Ur6vfv7//Ly2222t1+v6wb//g09Qujv98D/4Yf2wflj/6v/4V7P77Pj4eAIemZ87U8fw/6r999nHdPsmUErQ97EATcPkTyOPzRk4y5eXVdU9oGwZ+NJHj4+P68//139+2uaf/S//bNaXc+WEU/QYJPsco3M6KPK+QY3Wfu2r130vqnNQIT/P55ADZg89x/3iPP6fwVwfm79//LcNKzrYh+fixcVFu9VbrVar9eRqkNxqtVqtZ6HRsmDnNgYk+8U0dv2S+9dQ2K5du4SAx57sMblzCo10A9t1aZellyMnBDg5ObnnIM4J6EMTXC9z3TdxNRw9PT2dwLv38UQYYOoX+9iJnHCN8lTV5Ia6uZm/7M8pMfiy63i3281yIHMuoMxms9mbYzRfkkfZvVQZ4cC20mlo6O4Juyf1uAV9jMeSl76/rwD3j/miQJzJtMvJycmUwsRA/Pb2dgoW8Ds+fxcX5seCyPvSVHxsgPcc0lx8TlAyHZ6MPU7n41RF+8Yxj3F2JecLWatqemkpYxYwjy/354fy8Y6CdB7jU59Tuz22RvWa43lu7wArQVUHKP2uAK8yYh/3K/pg5uDP1VIOqvGcdwouH9fvW+gcya1Wq9V6ajVIbrVardaTi4nabreb5fbFXeaX3QAJFovFtD+TLuBbQhRgAZNJgEE6kj0BBaza2bYvjybnGqWnSEiWaRcSiNu5xLGdyxNQZwDMy/XszHPqByapOK49yWVCnA5g6mxfbmU7fHOZ7m63mxzIm81m5kbebDazl1cBmZ1XOetwJLcT14rcvsByp7BIRzLA2zDdk/V8Cden1r6XBb6LgFuPCZJfvXo1cyPTJgbJvrcMkR0MeCzwSjkeco7u26/qzp0/Ggfedp7H0ucKmkbpApzagvHPY67HT48NHmf5Xd5zHOv09LR2u90sj/wo0LWvT73Npexr+1zb7rGVKxl4FpKSyp/7ebIv8OBnth3oXmFRVbPAAud3eis/2/3OAafs4e8NpzjKQG+r1Wq1Wk+lBsmtVqvVenLhuOEFRlU1A7iAAjuBq+oeLLu4uJi287GrajYhA04DGJhYMvkDvBpaeLuHAJ8BsgEDnwE97bytqhm4TVcwk0qWcS+Xywl6GCTz3fDXcAJgenp6Oh2PczMhdp5qjr3vGt1OtOHt7W1tNpt6/fp1vXnzZgaTcR972TGOZfImu9xun31l4DpcXwZKOLS5DoPkH/3Gj6bj/c7f/J2Zi90pUx4TylZV/dJf+aX32v7L//fLKcc0KUKOjo7q9//e708uze//xe9/otJWLX9tWctaVlXVH/z9P6iDg4PpxZHu89wHDiTsc9l/CiVY2vf7dzlG/pyrCgyRHyt1wUNO2KfQx4To+9IUJFDmvvd+mRPf6YZGuWx/92//7nSMX/n1X5mO9Q/+u39Q5+fnsxQEhosf2qc+ZNvWuysDOvkMd5Arn5kO5rKPn5MOLKAMLHglTB4/t3Ofzvcn7EvP0Wq1Wq3WY6tBcqvVarWeXDh8ttvtzG2L89W5bKvu4LInbzc3N7Xb7YYvT+M7P7McOp1BgF27j6vuYATpHEbLlPNcdgDvezu7U3FwHqCoobbTMaxWq1qv17PrJC8yEDnd25QHkAxoPj09nZbXOt0A+Ro5xsgFlWk+eBHV1dVVbTabevPmTX311Vd1dnZWZ2dnE0AGNidIJhWCna3URwJHQ8kEQVV1DyI7EME+7k8+juveE/nnDHkuLy8npzdt4EDDY2q9XlfVHUyhrel7Dqp8aPqOb6pv2pbpnDf88Tb7HMmf2qX8HPrqY7jMPTZyjzMWVt3d0wmQE+hV3a+zUcDQqTPYd+QSfSoXemu//Gx2oHh0bzIm2answGYGif08w1nMs9SBjKqajck+DgFltnXAOQPaDZJbrVar9dRqkNxqtVqtZyO7TB96SVLVPKWCc+sm4Dw5ORkuGXUu5aq7vLSkOPCEL91LfB85WL2dcyD6830OI8Nvrssv7Ml8i550AkmYJAMVgbTOrZj5h7l2LwV3Cg2nIrC7jxQao1zMzo/sMgATDZJdNh8n3Vi4W/MleSmc2wZLbD9ybfq6mMDb2Ww49RyVy7OzLR4TJv/whz+s9Xo9tTN9mEAR/SGXg6OPAeE+tgPY/XLfsTKo9RTaN1a+y/W/q4v5XbcbObG/qUYO5FHandvbeQojjwH50rOq+/njq+4CIRZBGrYbtbNhY8LKhsvPQ/sCwPzsl3/6WTx6L4Lbuer+PXhxcTH1N6/QyL6EnFPez93z8/O6uLio169f12azufdy31ar1Wq1HlMNklutVqv1bGRQYEiZoHbkTvXErGqeEoOcswAGT+wMPQGal5eXM/eP011kTsSECSNX4j54yWfOU+xrcooJb893AxW7h5lkbrfb6cuuJ9eZr9uQ2LmWSUVQVROQxdXNNvuW7Lp+R6kt+F0GEXwtvlbD3X3AMHOm/rn/6s9N2/zzv/XPh0AnXcrkRXX6i+cq6od6dwDmsUHy7b91W6f/5h/6Qf2gtv/rdkp1UnUXuBm5vb9JaoZRUOZtEPhd9LZ9DaDeZ7+PpX0g613Kku7hfU7Nffu9C1z/Jsol/5njvqpmATHgMuPEer2uP/2f/el3Pt/v/u3fncae3/xrvznl7ycQQoAwy+dAn/tdvxzteWoElN2uo0CXA5wORFTdPfszOMxxFovF9O6H/HvF/YZAGymKrq+v6+zsrN68eTOt8BmNNa1Wq9VqPZYaJLdarVbrWciTcANgT8TYrupusuaUDelsdQoJjpFOZ+/rNBQJLkY5MQ0UDIvzhUwPgbxcEu9lsZeXl7NUGt7OeZP9dniu1/ADeMe5KPvBwcHsug2RDZKr7ibLpIgA0gKxXQcG4U7xsdvtarPZzNx+rlMvRed3AG6+nCc64TXfDZrSSXx0dDR0cznFAvXsFzo+d3n5tV/OxD3y1Fqv17OgzujlZFX34eSHOJTtOP0YEPlt2gdfH1sPLXt/Wxk/BCY/xvX6nA4yMR7Yfc84w7jIOLVard77vIA8r6ggD7nzf2dZnRLJz62Gyd8OORDL/xF9zCtl2MYB53yme3USxwAWO4USaTGAyRzr6uqqfv7zn9cf/dEf1WazefapllqtVqv1+atBcqvVarWeXEy+l8tlrVarWi6XEyy02zYnaFX3l5kCou0GNmC1+9f5Cb09OYL9Arqq+Ut0cL+REiJhqMtnwGcntJ23TDZxKnHcTJ9BfbkuDG4BIDiAAR/pUmWy7LzEmVfYOaI5lwGtl4tTb+nWdt3aBW2nduYttdOL+js8PJxemofb2MA/j7cPJI9e2mhxzQD1b4MWi0VdXFzM+i/K/vhUWiwWs/bD6Z55nO3QG8Hk90nT8DGg9NvO8V3Wp4bnvr8JDh0dHU39iEDWKMWFA4jv21aG0kDk7XY7BMkecxxERIzvCR9bz08POeudPov3JWTwxduTwoK/FfzCUQK3mV+ZfZ1LvqqmPogbvtVqtVqtp1aD5Far1Wo9uQ4ODmqxWNR6va4XL17UcrmcgObp6ek0OfdS5kwxATzDjWbAjNNnlH7BL5qzS9KgF6hrV5GdzAbJI7hJ2XlRExPLTJ+B+43z+WV8DwEbtjX8cF5iQ3bqjnNwfqDrYrGYOfjy3IbIdiQbqLtOvb9Bt91dTmNC+dw3EnIDI0cOTCbwXgJv/dJf+aW39sVf+fVfeXCb56ZX/96relWvHtzmD/7+H1TVPCiQL3qq+hq0f/HFF7X8teVHLSP3tL8cLKmqWR+13ifXLP0h+9I3hZ7vCyOfwjHocz6GE/tTKh32AOOTk5NaLpdTf8ognYNljDXvkgbg9//e70+QmGDe9fV1XVxc1G63q/Pz8+mL3ztA8bbr4Ofn4l5vjTUCu8irjzKdScJmxjUCpDzzrq6uZimU3M+r5kEMjsczvQMRrVar1XouapDcarVarScX7k9AcjrOnLsXZ49fZGcADHRMBzKTPUO0hMc5CWTiV3X/hUx+mZz3Gb38Cccu5QC8Ov8zx9vtdvfg1yjXspd0Hx4eTpPc0TLsfXlyb29vJ0cxoHa1WtVisZjKNMoBbdeyJ8WUJ53IrgvnMgWoO10J2/r/wGa7oAHJyD/nCwHfRVynU1x8biKYki9dtBOe+21ZHxckn56eTgDQL0K0gzpzjtP/aZNMI7NPhjs+zsfSCBymI/GxZUD5FCkoPqYMXn0f02foR8vlctZfnAqJZ8RoDBuJsZzx0i9f9XjqbbKv+mvfNbWev/J+8bPXEJnnulcZ+VntVCuMu5eXl1NA2QFPnytXJvH/BsmtVqvVei5qkNxqtVqtJ9fl5WV9+eWX9a//9b+u6+vr+mN/7I9NjjO/TA7nqt3IiIkZeYV5QVzCV6d4yMm/3cFM5DKnMsdkUgiosEPN21E2IJhhKcDCbmI7hfMt8Qljq+Yv6MO9RJlwGvu8zjOKuxi4t1qtJlALIHf5OI4nv875SE5mloEbZtuxzDHypXhOb2HlNlV1r234Tp3tS4WyT36J4OcoQFn24wykOJXLx5Tz2tLXDLLZxv3MZSQI9LayOaCT98aHKseL0Tmfk8v0oSX677vP+25jfUideBxm7PcqiNVqNQs4OiA4WuFxdHRU2+32refdbDZT+gDGV8auvDdGKzxcR+6jDqy9i6O+9fzlFTaZ25jxJ1/8y/ZAYbvs2Ye/WwyR3Xe637RarVbruejznC21Wq1W61uli4uL+vnPfz5N3o+Pj+uLL76YgWTDZCZiCKeyIbKXm7KNna9+wU2+SI8JX748xy94wpWWDrac8BnmZlqOq6uryf0LtE3XkSenCZMNsOww9TVTZ5njETgLmDFEPjw8nJbSUiZDcZeN6+ZFemdnZ7XZbKbl4AbJhunUCS/Ps8s4c+amC5nzApVJE/LL//kvf3Af/MW//IsfvO+3QTjVq+4DUaeX+FSObL8ckuCFgzB29bG9U9Lw/V2UTnj0TWGyl7L7eM/l5VcPObDfBpH3Lefft82+bXOb94XJmc6C4CEQebVa1YsXL+p73/teLRaLKUBCMMLjA316s9nUH/z9P6hXr17V4eFhvfh3XlRV1U/+r5/UZrOZvhizGNMNf/O4Hqe8csSu+efWP1rfXBk0YlzK9mZbtuE77yvwCiuvEDk/P59B5O43rVar1XqOapDcarVarSfX5eVl/eEf/mH97Gc/q8vLy/riiy+q6usXdBmGOrWFJ+92uOaL5QyDR5CMCZ2P5XzFltNtGI56WbQdnpwXtytlIoWAwW+CNF7oYwE3DE1yWe3o2nByOp2E4cyLFy/qxYsXszryUtyczPqlgTipWf4NlMGZTD26fHZFO2cubQzYr/p6Mu7f23WNK/B9nMffVV1eXtZ2u50B0ay7fY7bjyHfowbJBI+q5veqc946l/LbyvcpXZ/7XnL53PQh1/4xHMmjVDPv69bO1Qoeq3kmzBUAACAASURBVHCyv3z5sl6+fFnr9bq2220dHx/Pcsh6THaQiwDWi/oaJDNOGSYDklnRQhkcmMTxnilXuN7Mldv6vPS2MWbfyg7fH6Mc/qenp1Pfawd7q9VqtZ6zGiS3Wq1W68nlCfcIEAItWa4OFMW94xQR6QbeB8e85Jjlpj4usJLjGDYbiBpO73sxntNyMHnMF8zZbWyHU+ZHNrxlPwPphO584fqsqlm+Ybt97aDiPP6qqjo/P5+cwX6hlVNZUI9e5pt16bQWWRdsR91Rb9Q1zlanvPhcU1J8LBlsOQiTKSDo/59CmcpksVhM/amqpj7iMvM9XX5PIerrQwHP21y/32Z90wCEU+8QTHJ+ZK9KYUwAODuQli/LIxDBShf3MYJffpGeV1BU3fW9fGmfV7uM4PHn1r6tb65cHeHVFv57xM/PqhpC6Var1Wq1nlI962q1Wq3Ws9RDy+8BA0AvJmCe7NvRyHFyebyhbH4BInwc7+cl2OTrTecxcIG8sPmSOucvzly1PpfBFbAvncjA2uVyOZ3P4M7l5zOnlMAh7Tyg+XNVTbmQPfElbcIoH3Iek3ozxAYQ2UWe+Y9ph+Pj4/ozf/XPfHC/+tn//bMJuH/xl7744ON825T9auQU5R7bbrf1e3/n92q1WtVyuazv/8Xvf+PzH/6Fw/qT/+bfb/3135oco/QB7m0c8Pzf98RTwrlcts7PCZVHZUyn7vu6dJ+79jmR33d/Bw4zEAY4dmoRQPL19fXkSvYKCLcZ/e3w8LD+xf/2L+rq6mqWy90v02MstQuZ1SbZF/OzzJfcao3kMcBpUTJNFts+9fjXarVarZbVILnVarVaz04GC1XzXINAU9IpsKTZL0FiXzuGPSnzcTkWoAGQwKQunXZ2ddohizMugSgAFohsJ7CdoZQ9nUcjF5NzKvrN7gBSUoLYtWv55VWGuaSNcI7odBTzAivqzqktaA+D5GwbuwwB2QAi1y91bBdiOsA/RLvdbgJP3zWNUp/k74+OjqbgDPfE9+ubg2SLJdx2w2fOb8qTucGfUh6H8rP8GSVk/RDQ+pw1gsipd7lWB/3yhaBAZAeUvK3zzJLChe0Mgv0yT4KQzuW+2+0mYOy8tmyfL9EbAeQGfq131QgU++8bb9eO5Far1Wo9J333ZlGtVqvVetYaTaYyh6thZe6XS0Sdr9iw0qkZnLrBkGKUFgO3LAIokwvZIMTwgXQTmbt5lL6CYzhncEIoX6P3zZ/z2hLaOrWHIbLrLh14duuN6o5j03ZAaoAPjmS7kRMk70u/kVD8feW2+i5puVzO+srIcc59QX8YvfzxY2i9XlfVnVPU0IT+xc+Ivpt5kh8D2mXwad82D+lT5Z5+LnLw730d1yOAjNL17VUkdg9nQM0vQdtsNlVV00taDZK32+29tBYGw5TNQQ1/z5QrDznTW62U+1H+TcPvu0+1Wq1W67mpQXKr1Wq1np2AmbyECzABrMA1ZuUy0czta5crGi0ZBWh4e0NOf8fBmXk92d75Z3HV2iXncuT5ceLh2LWzOl2auT9lGwHqLINBcr4t3sfItkmwtg++4z52+9gtzYus0jl+enpav/bf/NrePvKh+pP/8Z/86Mf8NuhXfv1Xpp9/+2/8dl1fX9dut5vlB6et6at8/lt//bfq+9//fv3CL/xCHf6Fb/5Sw1/8y784/fyP/od/NME7O+F9r2bqg6r5/fxYMNllyc8f0ggif27O5Kr7MPl99sm0FSkfjz4L4PX4lfll/QJUxiHKxwoUp7VwX3Sefj7LZ8wI8n1Obdr69KJvEdweOZW7T7VarVbrOalBcqvVarWelZik4zizO8xuspF7p+ounYTTP7Avx3cOY7sx2Q7Xo51xObnLJd25/Prw8HAGHgxZDbg5h8E4+/slU4YshsC+xn2QnPPlNRnC4KB2SovRm+PdPj6eXYWWndUcI18I6NyobLNYLPZ1kdY31HK5nJzAtKXvKbu27RDfbDb1sl5+1LKs1+uZs9Tgr2p+P6J8QeBj5hv+JufZB5S/7ZBoX9u86377glAev6pqFuDi2TB6yZ7HsKq7l5V5dcft7e20vWFyOpIZoxyY3OdGbrXeR6Og98iRPPq81Wq1Wq2nVIPk/5+9d4uRLbvP+/7VXbV3VfU5M0NqhoO5MEPKHMuUDDGCbAO6RFJIERQpUArEGLKCCAJs5MFPeZAf8mAgfnAMPwTIQyQkgREFkgLLAmlDJC1SAkUnooUodiiQdETRM2Lm4hkOMRxb5Bx2d127Ow+jb/dv/2vt6q6+zKk+5/uIQlVX7cvaa629h+e3vvUty7Isa6ukf+Br2rH+ISWwJeeq4G1ErOQJ8h9dJeik/eW81GJfcp4xR5NgVMD25ORkBRozy1f7C57SzaZj5PMxO5ixDrpewuIMaxmZQUhC5TIxuoDl07lUPu3HTOG8oGEJuOc6JlwSnCFI5jVEvAE7retRVVWt+Ai6kfOUfg0YTCaTODg4uBaQrGzaxWIR/X6/ue/UVzNwjIiWSzRiOxek4sBPCRhfJAZim5QH07hQnrQJCCu1n9pYGceapUL3un7XgESORhJIzoNxcjDnRVaz2z3PAikNsFnWRaU+rL6p+yfPKLIsy7KsbZFBsmVZlrVVIkjWwmiKkDg5OYm6rluwgpnF2TUc0c5WjYgWTNBxlOFL1yzLw3fFOgisEp4ohiK76zSNWlEBhBPMCFaURY61EDSJiBUoy3MJ2gqOUDwPHXuc9p3zk3V9/Ft1LpeqysB6z3UfEa1MYkFC1b3+Zp3ZkXx9qqoqZrNZA8pKbks559WPptNpHBwcXHlZ9vb2GjfodDpt+kKGKxGxAgJZTsZhbAN46YrAyN9vS3nPo67YibwNYb+ez3xmZcdyHhiTOOWfYFhtzzxkOYv1t8CyFtbUrAseO++v/9bod10PHdH67aa02d3SRSJg7leVZg1pEM+yLMuytlEGyZZlWdZWSf+on06nMZlMGugp0MlF6wSAc95wdsWW3GMCVjpGadGkklOX0tR/gmQdmy5j5nZycT/GQfR6vaiqKuq6bsFkTt3WsekO1rn5vcA1YYjAu7JvlQmqqeDMLJbbM++rvwW1db4M90plyxEYOg/fCZNHo9E5eot1EVVVtRKTQme6+iRdy7u7u7G/v3/lZRmPxzGZTGIymURVVU2f14ANwSQHTOjoVzmzk/RuKccz8PvssL4pgK0LImdXsvoOn318JmjATp+p/OzW38xk1wCDXOsEypxlQYeynO50GKuv04Hc1RZd0UFWWfdqhMt1ic9d/XcwIlYG0izLsixrW2SQbFmWZW2VBA6YkaxpyYxciGiDCwHhiFXXMac78xyCuYKdBFE6BgEE3cR01OpFQEKXEReBIkgWCCm9CDgYi8Hr0PcC7YRopX+A5sWs6EBlmXm9OW9UbZIdUzkqQ+8qK+MrBKDlutZLdcfzWVevg4ODuHPnTuzv78fh4WHMZrPmtzxoovabz+cxmUyuvCzD4TDquo7RaBTT6TTqul4Z2OF9l+NUOFvhLJXuieuGWyWAtg2wexOVokUotgsHtfTs1L6MUWGb8hwazNLCeDlCSM8UzhDpchbzWUTwrDJvGh3Q9Vy12irV003p62+2OBCuZ23E6f3ierMsy7K2UQbJlmVZ1taJjjL9zbxhiqCBrmVGTAhyRkQLyuofvHQ2ExILXuhYBBX8jS86mgl+84JmOSpD7j0CXb3z+5K7WdfLxaQi2qCd7s7sINY56Bxm2RmtMZ/PW8fQP4Ln8/nKgkHZ0c1FA6uqatrqnT/9zqY9X/mdV5o2t65HBwcHsb+/H/v7+zGZTGI2m7VAIGEbc7wPDw/jD/+XP4zhcNjK89brrW99awz/2mbZ1oPvH8Rjf/6/z//K52M4HLYconSjUswTpbtf5S5tW9KbAXRzuTjYc1NAEQeC9HcefOJAUVVVK4uFlpzDdJ7nnHi6mykdQ/vruHnwLi+Il2eUXOQZc1Pa627L9bReuX7438mI9v1lWZZlWdsmg2TLsixrqyR4pExhSY4zuoZLjuScXRwRzSJNAgfKKiY80zRSLjLH+AtFQugYXFyPLy7+RYisc+ZFzbRNv99vxQuwPvgd3cqCJSrPWf/ozLCN4IXwjuc8OjqK2WzWtMVsNmvVh/7By4WqCOsJodU+2ZFMKdrA/4C+PsmRfHh4GIeHhzGfz1uxJjlvmAMDi8UiptNpa0HIuq5jOBy2HHUXkdzJdJSyj0mEmRGrTnsqRy9k3Y1+liHyTejreSCKsyk4UEUQPBwOmz5SVVWTfa9nu1zCPKb25UBeyc3MBfL4jFG9lgbseC0R7Xq/CW1g3Xvi/59hH+QMLMuyLMvaNhkkW5ZlWVsruskYdxGxmhUc0QalAhHM3aV7MU/FjogVgMscVjqDtYBTdtLpXCo3wRXLQpCs65SzjkCEottYEEdRGoIvyr7V9XBBQjn/jo+PWyAnZxVnsEPQruvIzmbWl9ppNpvFbDZrYLKOrXqjg5piPq51PVJ2bMk9LmVXe6nNCfwFAS+jqqoaRzLPoT7Fe7o0+LFOGT5vCg432e88U/tvgiOZbZ7BLp8RR0dHrQG3wWAQ4/E49vb2Wrnver4RAi8Wi1Yblp4LevZyIb0cZ6FnBgdCuqIBtrnOrftT6pOMltr0GWdZlmVZb5YMki3LsqytUpc7VpBSea5VVbX+cZXdicvlsgG3OaYiQ2TFZjBDMyI6y8Ep04TIchXTSaTyMZpDYDVHbAiQdEVSECYLEmsquQAOQTJzZOlilsNY0Do7rzMo4vRy1p/On6eUz+fzmE6nDUgW9Fb9EBZxIT+VVS7UFz7xQuNmfPi9D19lN7uvRRAXESvggn0r90NJwOPo6Cje/bPvvpJyycVKlQZYGKuyCWDJ7uQcNbHpfut0VdvcLfGZw+cAP9O5zgX2qqqK8XgcDzzwQBNxoQx3tZkW++RgUyl6Ij//84s57hzEy056Xhd1nQMKlrWp+P8PNs3wtizLsqw3SwbJlmVZ1taqBBHoTKQjmQvw0f1LwJHBaAkmS+sWoMtTUAliBby0j9Tr9WIwGLT+kchtCUdULkG9DHXputY2zBWlCKy5YJ5iOphvms+V60/XQYjMXOjsSJ5Op61/CDNOJLvBWe95gT5P771aMYZE4sBIRLTuLQJFvUr3wmUlkJwdyYvFIqqqWhnkUbk3gS0cXNkECt6PALE0mJThMh3peoZUVRWj0Shu3boVw+GwFVUhacaCBrVy/A8XIKPrmFEWfJVyskv9ouQW36Q+LOu6lJ97hsiWZVnWtsog2bIsy9o6ZUhFECzlGAs6BZk7mKMtmDVM53IJEJegqpx1dV03r6qqmmgIgk/GOUiCzTovp3Qrg1bX0AXK6TqOaEdb8PrpFM6OUtaJIDghjJzOdBxGRNR13do/l6f0D1/9rkxk5vFmOEO3N/OjrasT+zFd6RGnDne507lYWtd9dlVSH+YxuVAl3f6ML+gaaCi5T0szDq5KJdB4L4AgDibxxWcQB/BGo1Hs7e3F3t5ejEaj5p7nzAaBY7mS9Z6/y4vo5cVHWb9dz56raoPrjiNh/8kzbXI5rHtXJQe929yyLMvaJvlfZpZlWdbWiRC0lMmZp9vzH/gEwnl6dv5HOSMmtK/2Y/wCgbXKpzxXOe4E3uh0ZASFjkMIlwGvYh0EXPJ1ZBCs7QTgBAcJW/SZ1yGYRjc2IyYEtulCFgAaDAYr++v4bDuWU9uWQHLJkax2oHv7PHr1M682GdoU+85jH3jsXMe6lyUHO7Or1U7ZYc9FJdl/1g0cXFSPvv/R5vMzH30mIk6BI4EyF1frgooliNwFAa/iGrrcqtcJHs+ry8CoPPtA97Dy2CNWc9NHo1H80N/+oQuX91/9o38VEdF6DvDFGBa+uup6XRtsWjdvBkTOf2fAvA19yroerRtAsCzLsqxtkUGyZVmWtVWi+4yOZDoi83TriGg51uRe1L4ZPOs82aGo7yNOITBzlnkcupFLDtscRZEX2hPEI5zW98oIFpjOsJXlI5wV5OX1E7oQCOd4CbmjWe+EvQTJAjx0JeraSjCPzmy6GUvXJcdpr9dbyaM+S4rs4LlLDu77XRp8WC6XK/dFzvzObvWI9sJ81xU7Utd1M2NA8Hh3dzdms1krnqDrPi5pHWi+Cm2jezQDyU3Kw3ubzxoNouUBCPWjnHO9qUajUfMcZDwOHcml50Ju35vm5uxyJG8yKGLdG1Ibl9resizLsu62DJIty7KsrZOcucfHxw28GI1GMRqNYjgcNgBXUQ6CsovFYsWdWFrYTQvCZcjK7QSIS25mue6Gw2ETa1GKjdCxjo6OWscQlOG2ctrpGvQbPwvs8m+Vk87qDFzkMJbDlOVU+VWPOW8051FXVVUE1XmRQble1QYqI2G6XKUU20ltf14IzMX9VDbVmeMxTjUcDhsQTCileqODnfcHIUYp3/oqpUgE9cnZbNb0MUFl3l8cCNF1rdOmQGbd9qUZAxc9z1WKgykXKQv7iI7DASE99/Kzc29v71Ll/o7v+I7m2JxdwedFyYWedROgW2nAi7NaWM/ZlW3du8oD0TnT3rIsy7LupvyvKsuyLGurJLejnIgCx6PRKMbjcezt7TXwU/AoT3enqzYiWqAj4g1AovxNgQq5igUu6TDmtH79zTiJDHjzK+c7E2zS5cyp+/qN52QUgaBNPn92ZROo8/r0qqqq5YpWPRIWUYLDcv5qPwJlOhizG5nn4TEo1dd3/fXvKv7+8qdejvl8vgKz2Z4qy2AwiLqui3nM96sEklV/vV6vcXPnxSB1j9FxThfqdcENxVw8EU/EF3/ti1FVVQPR5KTmbAG1t6JWzqvzlP882/A+5n5nwc7rUgaU1CbXLEgfcTrIo+cI729+Px6PL1X2Jz74RDwRT0RExOd+6XMxm82awT+VjRnZuk5eV2kwbpPrfzNFiKz+rPuM+dIaZCwtOmndO8oD0RGnC+u6vS3LsqxtkEGyZVmWtVXSP5TlSBaEJEyuqqoBGHmKfY5nIDSVs0vwWeeg20fbCRLnf+Trs0BKdiNLgnFc4C/iFDjJLasys1zanyB6uVw2Dj0dJ5eT159zkllugnK5riNOs0iV01xyZMslSrBYcsoRlAt4l6JIsitZ8GSd2zVPedfxSuVRH7luB+1NEkGy6ov1xu8YiaLtc6b2dUsDR4rjYOSM7iX1T/X1NxO40D1Y+m0bYgg2BewS+0COO9F9mgfWLguSqfF4HIeHhzGfz1eeRblObwI0pvLgIvuzfudzWPclc+Ste1e65yKuL0LIsizLsi4ig2TLsixr65QdriUnXEQ0YHWxWDQO44hYcfHomBHRAr+lqd8ZRDOLk+47bksnIv+hn6fa0/EriK3t6UTm8QSXswNTTrW6rovxGwTOzGfmwniE7ARxKpfgNY+txc9YfrlZec7s6hZooou75Hi+detWqw3X9Y8ctaBysv6V57pJRMb9oBwBwUEG/Z5zaHMG+JspDqqsmwVQikuJaOf9RkTr/mZf2gQ8lmYe8BwacOnK882zJi5Shq5ysXw5Bzufg9dQii/hfZudyBpMq6oq6rqO4XAYo9HoUuWnxuNxjMfj5nl0dHTUDCLp2XveOJNtU46V4WCNfr+brnbr7ojtn+NlLMuyLGsbZJBsWZZlbZ0IAiPaYJLuLGbtzufzxlksyFGa6iyAWcqj1LkJkwmGBVa4GGBeZK8UK8HjCCKzvBnaEXYJ/BI0y5EpwEP4R6ewjkWIxHJlEBZxmpPMbGlKEJlxIoxFUP0TegtS6lVVVbzjp95RbPtH3vfIufpHFgcbCJaqqoqnPvzUmce8H8V+wsEX9d8cH8B7J+K0/3zp178Ue3t78cADD8TbfvxtV15ORmn0+/2ViBduExEreaLs4+zPhHf5fj1PmQiQ84CMtmHUC8+bn29dLtuLqmsmBWNzBDLzYFMevKvreiXKRy/9Xdd1fO9/+b1XUnZqNBrF3t5eK+5I9cd+cVPjHjJM7vo+//dsG1zu1vWK/98kx3VZlmVZ1t2UQbJlWZa1VaJDsDR1WRCVObiKY1CUBF2u2dWVp6ATLpXOK/grgEHwpH0ITgmRS+4yguSceVmCUfqd4EnXyOnleaozp/vnbOISwMrn0jshdUQ0wFh1rmvJgJqORQ4C0FF+WbHsdGlT+W/rDWVwpfZi31U7s3/SdZuhbJcb+Cqk82VHco6V4MAMgXfp3soO0IuWiSCWYJugNkvlJOS9aliUnchdwJrXwTITFHMWgV7ZjXwdUqTRfD6P2WwWw+GweebktrypcQ/8b0RuHzuS709xBpP+tizLsqxtkUGyZVmWtXXKwCO7efmZWcoCHHJvad/s6iHwpBOz5FzMbuVer9cA1i7XY56mzu1K8Qp5ij4djnSAZsdkaTp96dh0GxMmyzEpAEhXcc5Z1j9o5USme5p1loEagXeOJLioBBMZT1CK6ZAT2mqL90125GfYGrG6+BPvM8LKrj54WamvMg6FzngqD4Dka9BsBvXfHD2zabn4ObtH8/OmtN9VqgSMeb7SwBy34f45h1rtzbbXfa2ZEdcp9jX2vZsKj7PoQOZ3XERWg5T6zbq3VZpRZVmWZVnbIINky7Isa6tUyjJlPqYgJrN6T05OVuAG/wHOY2X4G3Gam5xzeUtgjBBZrwxT81T5DF1LKgHZdZBuHbzLUFuAohSjwQXWspuaMJngrVSPdCmqPVS3apOnP/J08drPo9f/5etxeHjYDAwowkKO8H6/v3GExdd/9+txfHwcdV3Hw+99+MJlu2nSIEwpk5sDLxGn9wABMvsmAd91ZlDnBf4EkRVjkWNocvwJXcO65pLb7yqATQlO59iCq148KzuPSwMCeXvCY5WL9UNoy2MSKDOu5rrFgarSoN1NV4bJGujLg3tX3Xes7VRpoMqyLMuytkEGyZZlWdZWidnEAl50H89ms9jZ2YnZbBbz+Xwl7kFQQxC5BHXWOXpLEDY7gvWPe0Y0ECJLeVpyCf5mcJAdf6Xp8qUFwjKcyuCHzmJ9zlEWgvX5N70iVvNneV2MGCg5Fy8jgnm1GYH+usX5zjruYrG4VNlumuhIjmi75Alb+RvhITNy6QS/LpCswQLC4NFo1HLH63lR6scl8Mh7qMs5fB7J0c188lz2HFlxnUCI9z0HkFRWbZOhcWnfPEjAWRIEydfpSCY8XVdv9wpczf1E/fk6ok+s7Zfb27Isy9pGGSRblmVZW6Wjo6M4ODhowQ6BCi20t7Oz02RmKqNzOBw22wwGg5hOpy0nFzOVFXnQ5dxjHihBRgZOOTtWwJbHY4xEBsWMx9BvOm9XDIRgMPOJI6Ll2I6IFljNuciqDy34xwUCM5AhzJAYEaBtWA8EfrqGi4JeSeBT5Sk5Ki8i1cX9JNZlRHswg4uxZQeqsnDrum7uSd13+u46pH5EwFnXdZycnLRiLjQ7gTMXMjDu9XqtwZGLwjnuw+fMeSIl1p3zMg7bDILzOUtlKUHjiHKUBD+XspKvQ3fu3Ik7d+7EwcFBHBwcxOHhYWuh0vy616T+nAck7tXrtSzLsixr+2WQbFmWZW2VlstlHBwcNLCrqqoYj8cxHA4buNrr9VqLL9V13bzL/XpychKz2awFkQRDBWrzdHf9wzw7LUuu5BztQLii83A6MvNGtS2nLfM3xkFk9zJdwhkk83iE1NmxrBiLXq/Xcn1LjOfQObPbuStuQ+UncHr7T749IiK+9umvtbaV6BzVvqxjXls+32VgMuHMC594YcX9zfP0+/149P2PXug8d0uvfubVWCwWzXWdnJzE66+/3rQ3r7c0UKLrzlm4AsiCx+/6mXddedlf/OSLzSKOEdGASvW7qqqi3+/HcDiM2WwW0+k0ZrNZa5Alohwvwaic80LIfP9Lm0LMdQD5upQBpM5H8Jyd6NqmlIXNmQbX0fbTfz2NO3fuxDe/+c349re/HXfu3InJZBKHh4cxmUxiNpu1Br44UHavwdUuUH6vXadlWZZlWTdHBsmWZVnWVun4+Dhms1nMZrPY3d1tHGiz2axxHEdEzOfzmM/nDfSVU1KO5Bw9EXEKRgaDQQyHw4g4zQLlP9YFVQhdci5yRBtEEtYScBDsSnnKOB29pVeOyxD8nc/nMZ1OIyJabuQMaTOAzQs4Capld3aOwtB3JZc0r41AOcOpDHx0Dl2jwGdp+wzBcttuqhKgkWNd13KT9e1vf7t1jygSRvWdI1NyHTMuhi8C5bqur6XsOeOcjvbscCcEnc/nzcwF9v3cxuxzF4VylwF7pfiQq5bOsbu727qH8zZqZz7zVMeMMckDRNcFv19//fXGiXznzp3Y39+PyWQS0+m0mWlScpzfi7pXAbm1mdz+lmVZ1jbJINmyLMu6ERJAnc/njZM2wxHm8XLqdVVVLXCm4xFC8FiCqxmwZdCqfF3B3t3d3cYxR0ekjsn8Z8ZDMFZA8RhdMFNQaDqdNtP0dR6VkbEcJQCrutR3JRhIBzchNafvaxu+MlxjfTGLuHQMXa/KSFjENs4xISVgfR7RLc6M3y736U2TBluUsarvuNCe2ii74zUIQ4CsYxA2XqeTVmUoDSDwvuT3OQ+5a1CCA0Pn0U3oC3qmMV4mIlr3vO5RzoDQoEC/32/6gNzeo9GoNWhQVdW1QuSIiD/7sz9rnMj7+/txcHDQ9GX1XbrJLetelvu4ZVmWtW0ySLYsy7JujARuBVBzZIPASHZQZjim/ejG1ffMTRV8JpQSnMmOYzmlCZLlBBV0YZnz4mR0MxPacn8BdH13fHzcgHVJjlGVh3CQkRECuKqjfr/ffM+F9UpwmPvnfGW1BaMxvvrPvrrSlroGRhEQCqqtCb64n+INhsNhMUv6vP1Jx37qw08Vt3npt1/a+LgREbP/ZxZ37txp4lVy9jDdsIPBIJ744BMXOk/Wi598sVmIkhEPgonT6bRpL32vcrDNBNfVPwTt2Re/8z/7zisps/TKOU0qqgAAIABJREFU77wS0+m06ffqkxGn9wL7Pgc4ItoLA5buLx0n6zK5xNukPKjG7PaI0+vMdTYYDGI0GjUDW4LR4/E4xuNxK3ue99pl62z//9pvHMaaZSF4rFzk/f39ODw8bPpyjvC5F9rNsrrk/m1ZlmVtowySLcuyrK0WXYUCDjnuobQ93aoCt4LKXGwu4tRlK8in8wi0ckq3thHUIPSNiCaGQw5b5Rznxc0y7GK5suuZZdvZ2Wng6mKxiNls1oJGGZjrnXnCgnIEdsPhsOUMFqSjU5hlyk7uDJL1Xc5iLblEub/OJfe5cnIJCQk6S4sLnlcZsK/brqu/dYkuadaX6v8yx14n5QXLuclFyTTwwIxkgu3cP+nqzy7U63CkalAh95eIdruzDnVvlzLI6fDvAsg6xk1VbhO2HfOtJQ7W6JmoARlFAh0dHTVwWSCZi4ReVb19+9vfbgbd1C8JkQ8PD5tc5Pw8IkS+ye1nWZZlWZZ102SQbFmWZW21BEYJ5SJOc1HllpQzVjCKAI3wQ9BC0CQi1sLI7MQjUKMzjmArgzDmIEe0M16V5Zxd0RLLlN3KzDcV6FFZq6pqjiU4naFcVzRBBsMZ3LFtdN5cBwSCuoYMo3I+NUEyF0YjlNbvrB/VwaZiubqk8m0Ke+mgpUog7iozckvT/yXGw8jJnsF+hrIlcbDiqsV7K88EINxmlrbuZTln8/Oi1HY5QkW6G1Ayx+6cV131w9kY+jsiVgC7XP1azFTP0ePj4+j3+80ipszYjjiFuDl7fVMdHBw0gx4EycpDzn25tGhgqb0yXLdz2bIsy7Is6+pkkGxZlmVtrbLDMCJaUJR5nYKsAkzMgeWU+MVi0UAWOpJ1PkEXgSw5+nQuwRRFL0SsLtpGwErYQwes3IDZYU04Q/cwfzs6OmqOQWCp61KWKX8jTMsu4QyI8gKCJXW5qwWR5RwUcOQ5+/1+PPmhJ5tjPf/x51vXJ0ey6jmDQALl7/rr31XuPOeQrpuOzSzFb0REvPypl1vgVW3wyPseWdlv8P2DeGu8NSLeiGyQeN1d+sbvfSMi2q5wthNBmQCbADGn/xO2MZ97Pp/HZDJpQUi9a+BF5ykBTt6P1yGC9nWxI9SXf+PLjZM2D/iwr+pd9wQHKM4LG6/KkZsh/qbH5LNEsFeDSHpmyZXMZxKfH3Ie13VdzEhmTE5EtPpRRMQf/+M/bp457/ipd5xZ5lc/82osFouYTCaN45ggWQvqMZ6FefhnuZDZxpepW8uyLMuyLKssg2TLsixrq1VyrkacLqzHGAeB5Iho5cByW7mRBVfk0tTfOZdVC00RJAuWElBnsKrzltydKo+cfzl+gLCEmaW6xi64J+gtsMMFA7OzNjuSCY4Zs8GFASNOIbaOQQDZlZGs8tI9TdExmV26Gfax7Jd18jIuYZ2y+1Jl6WqLrHXu75LUH5gHK/CZY0EIm5kjWzq/6lLbqv3UpsprXqc8+HDVUh9Qfzrveeq6bjKg5cRlH8lu9tzu53Ull9yum+qysSB5IEP3vZ5xGkiiK5nbaRaE7kc9L1j3+q6u61Y9MTOdMyTOe02TySSWy2UDkg8ODpp+q1gg5cwrIogQ2TDYsizLsizr7sog2bIsy9p6ZUBJ2CiYIzBGoEz3MiEroyoE1gielGt8cnLSQGQ5HfW9IAyhnZx8Ai8EySxLjnbogox01WVXpT5nSEQnovYT/CnVneqUQJIvAfN1CwDml8R4D0ZvZHAriKny5kiG7GZWputwONygF62Kju51ytEb2jfnWa/TeYA1RVdxKUZA9aN2kkOeiyvm/pMXf8wDM7lv5e3Y5tch3VO633nOszQej2N3dzem02kMh8NWZAIHPvSejyv3/zo3ftc9elGYzOPx3uzanvuVcpB17/OVHcmDwaAZwNJL9xXLNBgMGkcyF+nMA1Lqm3nwokuExvkleMxIi/PMjqA26TOWZVmWZVnW5jJItizLsrZaXU5dTucWLI04dcxygS3mhzJPWPvS9UqgLJBc13UDYCLa+bdyMNM5LGVQTId0nmKes0sJ9kqgk6CQzkI6kiNiBfCUnNOsAwFlOVsFklUWRXHQaU2XM8umdlJ9d0UUPPaBx5rPirnIUhnooKyqqrjtefXo+x89cxuCbcIsgt1nP/Zs7OzsxHA4bKIrvvF732i24fWdR3SE5/NmsCbHJnNkpQyv1XY6h5QX2iuBVh5z3e+XEQdnzgKrWY//xOMREfHOeGd87pc+18pL5kCFriHfU7k+8vfrrncTmNxVf5tCZD7PMkCWk5iL5OVnIp+DPAdzlr/n576nKcPLn3q51fc52KNnxzMffaYVDSSoq7rm4BQBsqIsptPpirM+R1qcR3lbO5kty7Isy7KuTgbJlmVZ1taKgJMOuAwu5YjL8QoR7cgHwiU68AgZBJCZn8u8Y51DUFPAj05dRl4wrkHlJ4Tl9nmBsaySi5kvZhXn2A3CScFv1p9c3QQ5cgcSBi0WiwY+dcFObk9Qft42zyAxu8qHw2GT6/pmSO7j7MTUO/uLpPztiwBXDhAQZKuf5XfVF/u9QCHLlQdReB1dYDOD6ZI7+6rEWA2d5yJZzOPxuAUls9OYKtWDZhCcByJvIh6H9x/70lkqLaqXncmEynn2hc6hffIzjfnKVF3XrYU3OdNBfTO73fVMlHM/P19K7mQ5kXO7XUR2J1uWZVmWZV29DJIty7KsrZZAmZy1BB+c8q9cz4jTxfUESujUm06nK0AtAx4pf8/zZkeyXHqCNoI9dONFRKu8zBBmbrLOTSBLYKxzsFx0pKqMhPB0rTITl9PHCY/lEJxOp61yTKfTpq7VNtkRy7rN4PIs8byLxaKBiXRa13Udw+HwzDzfq1CG4Ln/lQYvIt4AyZsAdGo4HDYOUh1febGCcax3nT8PLiimhQCV+dnZtZ8hIBeCZD/k/XiVqut6ZRDlIq7zBx98sBU7sru726ozZk/T7au+ykGV8wDz84JORkNwACsPNK0TB1TouOZMijx4lvOPI9r9WvdZv9+P8Xgct27dWomNGY/HLUd7xGm9ZogcEa1nj7TObcy+zGfSRZXr2LIsy7Isy7oaGSRblmVZWytBBcEHxlFksFsCQgKQgily22XowkW5dCzGXOQy0ZGcYXapDPqNi6URcGSHr45RWiis5Ham25hwJmcf87OgNUEO3YGTyaRZ9IplmEwmrbLmd4Iuur7XAdWv/+7X4/j4OCaTSXPu+XzeOB51TEHkpz/y9Oad6YJSZEJExHO/9VzTPjk3WvX9pV//Uit39iIg660/9tbi91/+jS+vuDnpWOZ5I6KViUtgXFVVC6pmdyzbkpEvEacgc7FYxIuffDHG43E88r5HNr7GkvZ+YC/2Yu/Sx3nwwQcb0K1ro+uVrnfdS3wm5Dz2UlTCRdW173mPyWeaXMh5EUsOItR1HX/5v/jLzf7P/dZzzTZqX7X37u5uvOOn3lE8794PnLbLa599LSKitWBjxGn8TB5k0bWx33IApJTPnp3/F5EhsmVZlmVZ1tXLINmyLMvaepWiHrS4GH+Xm1COYS3MxoXyciyEoKegbXbXaTtO42a5BNU2yY0lqMrXWFoYLCvHDmToUnLIZvcsXcQEyYTOBNvSYrFoLYiWoy2YZSygeZbm83kcHx+3FtzS1PaIdm7rm+FCXqcMyFiH6ltavPG6zk/wRpAcEa3MbomDDoKQun8U41CKZdG+2R0vEKuBh23TAw880HJM93q9mEwmzcBGxGmcC53zpcgY7R9xtWBy02OxTALHnPmQf+dAGrW3t9d6Ngim9/v9GI1G5ypL3i678hm5wudDHgQhVKZTvATvN1VXVItlWZZlWZZ1ORkkW5ZlWVsrAQ45USWBrMlk0sRJcDE8ASHBTEE0ZXAKWMidOR6PVyBszhKlu5bnEIwSNNV3dKtGRAua8DoIYzO0KwEsQRdGZ3C6enZYq6wqi4BNjsbI094F4em2ZRkEILumoOf4h3Xa39+Po6OjZuEt1ROBNN2Xd0t5Sn7uK4SwBO1XJbWL6l0L0+UMZ4K8HDkguFhy8ZfuG/6m7zRgo/iObdPt27dXZgkMBoMGJute5gBQzhAuqRRLcRXqitbJ27Bv6f7I2+fnUwkkR0QL8KoOzguS67puPTOY0Z0jKug0ZkbybDZrZjzouZyfMxdVHpS7bNayZVmWZVmWdSqDZMuyLGtrJXiljGOCBi7GVNd1CzASsgqaCW4QBvZ6vRgMBjEajRrAkXNnBesE4ASimK9aysIluBBsyZmrGXBkoEe4xWvggnkCRdw3u0lLi2DJzSqVQLLKykzcUlkIJQUWFYlAoPzsx55tHS9DJy64FXG6sBgXErtKcPnSb78UR0dHMRgM4okPPlHc5uu/+/VYLpcN4FYfyYCc0DXi1JU5n8/j87/y+Yh4I+93NBrFeDyOwWAQb/vxt21UXg1YsM4EdSVmiufYBn3OgzLsbxw4ods1x8HIYbqNWrx7EXt//r+TT79xfXnhuV6vF7PZrAVxVW8lRzfVBZPXzR44S+sgNdtHx+RzIZc1u5OpWz9461zlWafB9w9iEIO4Hbfj67/79VZWsp7LOS6H947uJ2ahs94vA3x53aXBOMNky7Isy7Ksy8kg2bIsy9pa0VUngBbRjnTQ7yXHmYCCAC4hB123JycnzSJyjHrIkRGCdvl7xmqUFpkiSM7wlhnPJRCVnZLZCXsWGGFkQS4PM2K76j2XS6CrBH1KLmfWJyE2F92ie1HfZ1e1jnuVDt9SW2WxL3CwgVEeeUFE7kfXNt3rFwFaBPwaTNB1cBChtECjfmefVTm1Twb3OfKhBDOvY9G9q9StW7eafp5FyMp74eTkpDWAxP5Pp3OpPrPOci/ne6v0XV64shS7wd/10vPtOpVhbWlwSAto8jdmVtPRfBl1PceuwuVsWZZlWZZlvSGDZMuyLGurlaeeS4TJOXaBEFgiPBWcEUSmc1YQU5ApZ8YKOHXBXEJR/cZt1wFglVHlKwGQ7DDOzkTCHG1fgmKEu4zIIFQUUMtu5RJYZluxLRi1oBcX9ePCWxm6avvlctnEKFwlSGY5u5TrtAt6nZVtzeMoUuEi0oCKAKHaizENctprsbWco0sHac6hpis5R1vkuAD1nW3WcDiM2WzW6oMcBIg4bRtFpzCehgCaGcDar6u9pU0GDHJd69wCw7mNcu67vtcMjuFw2HKfX4fy/c0BhuVy2UBkgWTVR15YL2etn0dn3UN83upvy7Isy7Is63IySLYsy7K2VgQkJXDKvyNWF5Tj94SUgqv6LGi7XC5b4FTQOMNTQtEMIXWuDEhYPrqaGRVA+EuXMl3Fgnc5V7ULWGe3KZ3TJRBGYMwYBZWX52YZsvNZx6Gbl3XDPORcT6xnbS9Qulwu44u/9sXY2dmJ0WgUT3/k6Y36VJYGFl785IuNE/fR9z+60p4EZnmg4izXaQlG93q9eOETLzSuYvYJ1afKp3d9x9xbQmSWR4vqVVXV6sOC8b1erxVLQudxXoAuw8pcd5fRq595tamPx3/i8Usdq6T6r9bxtngjQuT5jz/fei4wFkQxNrpmtRO1s7PTfJczmCMuF22h8hBm55gGtmMJ8Cv+hW3/ZoDkDJM540D3+WQyaT1v8qKepRkl61RyH+cBvfyMtCzLsizLsi4vg2TLsixr65Udtzk2gp/phiu9BGIV2yB4SPAR0e0OzHENzAPNICVHJ+TMY0nn0DEI+wS2tUAYYxEETwQo87RyAjMCqFyPhOn6jQCbZVW0wlnuQQK6vEAd4TBzqVUWnTcvTKjc36tadC/HfZScxnnAgu/5GCq/3umk50CIwCnbQ3WkY2ZQRndqV//hPnVdx2g0itFo1LqGXL/5uwyTeW6WizEYl9GbGTsgwMrBEkJ+XjcHkiS1T4bJEdF6Rkiq200ctsqwZpsQ7FM5ekTPNWZxj8fjzStqA2U3Mb/nwnqz2awpswaEugaQNlFpdoSeX6X/XliWZVmWZVmXk0GyZVmWtbWigzXD4Ax3uW3EG9CI8QmCGprSXlVV47gdDAYtkKx84BLk4LmyS1WxBXSeEl4LaGRIRZio7eU+PD4+jqqqWrECeXtmC+s6lRut7TMYl0rgkLD8e/b/u2bb/+FvvBo/uPtLEX/Os/6Pw/+qBSnz/hHtqBGCnVxvGcwS0DPaQuBfYP1P/smfxO3bt+OBBx6IB/+TBzfqXxnOlVyRqqvsCs9txxfbivCR4DK72tVXCQ5zH+fCdywnIbDKtM6t/cInXmjlLZec76VBhHyuy7rBIyIe+8Bjlz7GefXkh55sPv+b//3ftPLT6cDXYI3gstqMDuUSTI5YdelzUc4uEc4r17gUY7G7u9uCttkpriiT8Xgc7/zpd64953/zH/29zt/+4b/r/i0iovf/9uLOnTuxv7/fWkCUz5iItuuY0St6FnYNCJ6lPCMiz6bQZ9W93cjW/aI//NX/r/n8f//ac62/f+AX/sLdKJJlWZZ1D8og2bIsy9paZfBI52p2/2k7wWKBOeWjzmazBmYIzNBdqm1ns1kDlDIwLkFQOe/ylG5BXYFhwSqCR16HQNVsNmtte3x83MprVtk5LVzn0XkHg0ELemVImGMZBLBY5zs7O/Gdr/3dte3zn47/UURE/N63/2arDXRNORs5oh1NQogsl67KpONlcfq+4FlVVY2TfBMxVmQdbCI0Lrl/Vdbcpl1T69V3dH4NYMi1qfYgmFOchfqCfs/gV++j0ajzenSMEpDM15ed6xx4uMkaDodNbjifKxGnrnvBf0aARLRnSOh+KrnII9bHnpRc5+rPyqjWu1508vI42Y3cpXUAOW/TBZT1nOJAluqCdZJnHnAghoNLl1FXnEh2JVvWvSwC43XbGCZblmVZVyGDZMuyLGurVQKlEadT/OW8JfDSdrPZrAFFciYPBoMGRtL1qgWt5EbU73IYR0TjcMugjc5ZAm+6oPNidxGnMJCxBSW4pPJWVdWUU9EEgiWsJ52f4DrDwOxKJkiMiHj8pb9z7jb68du/Ep/d/1sNQKLzmvEVAjrZKU6w2gUx9bfqJLtyLwKLcrRFaRo864YO3tJUfpa5qzz8TXBQ/XM6nTZQUH2S7vQ8+EF4p+Npfy3GV9JZubQl6J3r7bKRFndbXIRQC2xGnPYDOXv1uwZmcrtzwCbHjZQ+U/n70r2ZYT/d6nSoj8fj2Nvbi9u3b8etW7eK5zsPRM7bl2Byr3caCTQYDJrnGweHFD/D8up6ShC5a9DlLBHwl36zrHtd54HIeVsDZcuyLOsyutn/CrAsy7LuaTECQEByOp02UE0wQ/BCgK/X6zUxAXTGCfrI8Sf4SmWgqnJERAs2C2iX8jjzixBKEIauTh2X+6ssWjRrNBo1U961v+qFsDi7f3kNOQ5BvwvsyNX4yHP/9cZt9b5b/2t8dv9vtRyYiqSYz+etKfmLxSImk0njapSY15ulNhG8qus6qqqK7/uF79u4rDyf3lWOfO4nPvhE8/mP//EfR0S0QBgBec6OzvEd2i67VOWWl6u63+/HcrlsXMiCdTkKpLTgGxdso775+9+Mg4ODTsd8jiXQcRk7onuGMSiX1aufeTWOj49jMBjEw+99+EqOeR499eGnms/PfuzZlcGOwWAQ4/E4+v1+TCaTiIgmBofS9qqriGjB/YgySO5yMOueZn/UfSkXvp4LXFjvwQcfjPf8/HsuUyXn1s5/vBMP/fn/qOc//nxrdoZes9ksqqpaeS5SXc7ikvjM5b1kcGzdb9oEIluWZVnWVckg2bIsy9pq5SnShG0CUIJhdO9psTu9C4gRzgnCSnQGC+AQ1pYgJyEk4zAIr1kGTl9nNivLQUBYVVUMh8MYDoeNi1Ju0MVi0cA/uQJLC1+xbiJi5VpU5qqqLgSRpezaFESaTqeNM5vfz2azpr0YM5FzZRnbwGiLda7b84rtdXJystZpy3gJtWev12v1P8Jp9Q2C5xLkF3Cne11tKjBMcEyQzP7I2Il8HewjitFgRrOc+BwUySBZEDn318tIx7+bDme1K2FwnrmwXC5XypjdtRxQoErQvSsiRXnCPB4XCFTfHwwGzWKKo9EoHnxwfT74pm5k7ndWZrK0t7cX8/l8ZRbJcDhs+nfOSo+IYj1kSJy16feWZZ3KMReWZVnWZWSQbFmWZW2t8jR+whU6cLPTltOoCfki2nmieTGmDOLkPGZGcc6l1UvKmcq5vIKDvDYBOk5dl+RIHgwGK1PF6Z6mW5XAXeVghAQd1oTJl9UHHvrV+OQ3fq7lSGa0BcvCuARm/LIszExmZqwA32Xho+oq501vqi5XenZnsr/KgS6HtupK18vs6hJg5/3AvsO+S+k3uo4JQhm9ku8tAT/dGzrXVYjXerekAQldKyHvzs5OK3ZETv78HGC0ibQu0mJdtm9+7vF5ERGtPOS6rmM0GsV4PL7qatlY6qe5/FJpcCLvX/p+nRhtYYhsWZZlWZZ1/TJItizLsm6MBBTl5NWrBNIIISNOIUNd1w2EFMwT1MzZn9qmK+qCIDfD6xwZcHJy0kBbwls5ngVZuE2v12sBZC6SpvOzXDqWoFeGNnm/XO6r0GQyaa6hlK9LGCap/boiAAj35cYsuW43FWM3GPPx/Mefb0UYKMM4Ly6W4yUIIjNEFizWNoRmzIrWb4xn0TaMn9BLdSDI/s6ffmfxWm//0O24HbcjIuJP/+mfttzNEe3s5hIEVP/TfXFV0RaPfeCxKznOZcT4kmc/9mzjCOficQTshPilDO8cvaA2jVi/kGTuUxGx8vzpuh+u09F9Xlfy0dFRTKfTmE6ncXh4GIeHh83fOZe7BJnXZYuvkwGydT/KsRaWZVnW3ZJBsmVZlnVjRAegAAtBLkFXdhrrPQPiiNOp6Mzg1XaEZgRCEbFyfoEn5jHT5ZzLw1gFHY/bKwZD5cixA/lYpcxkgU/GddDdq7JfFYxRhnV2UUq5rrMjlY5pLirW7/cbZ3Zuv4tKsRsR0YJ+Aokqp76Tuzo7jwkOCWbzIpGEywR/bKcMJ1kO5kSrr+vc2Rm/Tsyr3dnZaeV96z33SX3W/XFV0RbbJuWQ0+nPgSnes4z86ILIdMzmey3fG3SdlwYNIk5d4Rw0OwskXzTWYlMpsmYymcRkMonDw8OYTCathTVzXnjEaozFdYBhu5Ytqy3HW1iWZVkXlUGyZVmWtbXKkFZwsuQCjDiFbVyMjsfZ2dlpFtoT9GX8BWMBBOsIrLMy9GWZCPj0Hd3GOdtYoEPnze86BqMISvXAjFXlNAuGabGuiFhx9HYt/rWpCEkJv1Qe1k0eGNA+XHSPmdJcYIwO7YtKkRuSnMQZnjIyJINkXg/FiBNmEeeBg93d3WLOro7BAQkOVnD/TeEYc38Xi0Vzr+TrijjNRWbsylUutrdtkhOd7Z9nI+SXlPtA7hcZnnKbvG+ON+GziQNmpRkTd0vMsddLucjZyV2C6Fc5oEWxbq7rHJZ102SIbFmWZV1UBsmWZVnW1otuTE4RL4EJRlsINBKACUJGtMFsRLQcwBkiE+Bll6He133HRfIIf+hszY5klUNwVdCZQDLDKrmSCTAFZglrWacq31XAQTp02VZ5ETpdFx2W2laLyOl7QeThcNjAcGb9bqI/+z//LA4PD+Pg4KABtSwroW9ErEDk+Xy+ApFVbkJluouZTc320PkzjM4REywjHav6e1Og/PhPPN58/sKvfqGBfWw/tiGh/lUutHcR/eL7fzFu3brVapPZbBa//C9/+UqOn6Es+7NE8C+tqxPGmejvLDqPda/yGcBF9vh618+868xr+of/7u9dypV83sX22CbZgRyxughhRHfG8XXCXsNky7Isy7Ksi8sg2bIsy9pq0QlJ52qOF+D2OcOVLmOBSGZ1CvLRrUv4rFfpXF1uQP5GWMvj63vBQJU7Q6SIU6BFWFNa4IuxBKwflp/ObZb3soDwlz//Q42jk/EAjGsggMvXqt8zSBNEHg6Hren+FwHfhFxya6uMcgcz3zpiFZDlhRR1LQSwdPTmXFgOXOTFICPaUJqDBYLIqtuS03NTDQaDmM/nLfc0xbbgfXG3VNd1RLQXD7xK6fq68nr53JHU9l3uYylH4+TBo/zMoAuZ8Jg579uk5XLZuJA5G4J9M3/m+3Uqw2rDZOum6wd+4S84J9myLMu6K9qu/wdqWZZlWUnZqUeH5/HxcQwGgxVnJ0Flnh4ugKB95JqTMqgUcCX4FZiNOI2s4LkEu3KessARQTLdy3Q/0yGs8h4dHcVsNmsWiCs5knmuHEfQFdlBgPX6X/qf4sF/+7cv1FYZOGphRAFQgnudk+7k7MaUe3w0GkVd1zEajVqQ9aIgmVPulR8dEU25Mkhm3jEBtOpYdd7v91fKRXAl4Jgzd/W7YL++zwMVqh/Vo/KwWW+bSkBSdcE+oUGZnEnNwYo3W/ka84DIZUXXP939eZsS/JcrvGuAR88vRtwwKoQDSXnwq6qqqOs66rpuBlaqqrqy674K5YEV3Q8RbZB7NyCuobFlWZZlWdbVyCDZsizL2lplkEaXptyhu7u7DRQk6NM+hJT6LABLZ2oXiOOidyV4RsimGIaI1VxgHYvQiFC05ICmI1ZQazabxWw2W3FEZoduzpcWjGJ5M7QSRLuIfvnzP9TALUEvOW7VlrwWvgj+VW4urjccDuP7fuH7mnP96T/90wuXcz6fx2w2a9pdbaT2p5ub8REqK/sYs47pYs3RGzlWhHAtDwKwD5YGGvRdXrBM+spvfqW4WOQj73ukWB/alm5qZiJnqB9xCtal1z77WrNv13muSnnw4KLO9C7JVauBJt5rdPVzdkKORmEEyTrlOuYgD3PAde9qQIX3wnl10XiL88ZaRMTKs+bk5CTm83n0+/3Wgo76/GYB5dJgm8GydS/ooq5k5yNblmVZl5FBsmVZlnUjRDekFnWazWYxGAwaIEzYV3JyEvYIFOldrkyBN+4rV6D2LZVN8FA8I71MAAAgAElEQVQAVfBEUCo7g3UOOnQJmnN5I04h13Q6jYhTyC1lMEkwpWvgdxnYzufzWC6X8crb//t4/KW/s1H7ZOdkVVWtaAs6aQXu6dJVPZZcmMPhsHUuQaqLSI5uRlRIHCigg5SOcJVfdaX6pvtSztSS47vLsUpnscSMadaX+jmBnI7HRf20qN460Ko6ziCZ/YZgPEPkiGiiMS4bjXIRXVW2tyR4rOeC2pnPBGZoR5zWP0F7CZIy7iRnhCtyhw5wvfM+GI1GF762TWHyJhA54rSf6pnC6xOEl4vejmTLujsyRLYsy7IuK4Nky7Isa2ulKIfDw8MGQggYc/o5Ad9sNluJkVgul00sAiVwlmGZfqPjsJSRLLgkVychtgBpybVIMT6DsJyAWcoQm4CZMIuQmrCWIEvHFiDPkR/PPfL34ztf+7tnttH//IUfiV6v17iRBcQy4OZ7KVeacQHMEC7l4BJwbiq517MrmNEiOWpD4K/f77cW6OM1HB0dNTC5dC3cnrEovPau9mWddeUhZ8ip6zgLJBMe58zqvGil+kcGqVqA8M3ITl4sFs29pgGBi7rTS+r3+1HXdXMfR5y66JVPTHctnwmlQabc57tAfX4G5VxkOswvo/PC5E0hckS0QPfu7m7M5/MVpzYHjizLurwEhs/jTDZEtizLsq5CBsmWZVnW1uro6CgODw/j9ddfj9lsFhHRmtbPBczkVCa40faj0ajZLmcDCw5pWykDu+xqJmjkMQj8CJUj2tPetW12CPOaSs5FTR3PWdEC7cxWzaCLztjFYtHk9ep4dAwfHx/HMw/9t3F0dBTf/e2/v9I2v/pvPxAREePxuBidkfNSs8ua18Pzqp6YF5wB5ZMferL5/PKnXo6INyIaHn3/o8V+9MInXoj5fN5yIvO4OVIjQ+o8gKD+ofcSrM11TpCYIXq+9tKCZAL/GXrngQieR8rn+9bnvhUnJycxnU5brmxdw7o6UN31+/145qPPtNylGpS4Tv2Df/4PrvX4T3zwieL3n/ulz7Vc6RqgElTW93xu8FmU3caCw6XBFcHmwWAQo9FoJZKmS9/63LdOHcx/te7cTpC4BJQvApClt//k2+Pt8faIiPj8r3y+FZej5zfvo67BkK7fLcvq1jqgbIBsWZZlXaUMki3Lsqyt1XK5jOl0Gt/61rcaoMI8V8Jk5SYz51dgR7BHwJOgrN/vx3A4XMnrLUEMwc+IaMFdQSR9r/3lmmY5GWsgkMT8WQJxAVm5EPVdv99vxXJEvOHU1PXlzGFGZwha6tjKfmZ8A+H0yclJ/FH/F2M2m8VHP/rReO973xsHBwetcus9u6oziBcwl3uVwFPuaV27ruOsuASC1i5NJpMGmhKc5jxg9g+VU/WiqfocJNBvbPd87YS/cvhmx7aOlUEk+06GjBHRcgwTzOdXrkPFNdDhn9tIbcny5FzpPDhwN6It3izpGcF7azabrUSVZGc5Byg02KJ3RbTk2QIR0Yq0qOu6ucfWgWTB2qOjo6ijGyRLl4HGZ2lvb6+B7fP5PCJipZ6oUt+5rggMPqMt616ToPF5/vtpWZZlWReRQbJlWZa1tRK80hRpQhpBNmbW6vsMWwj7CIAjTuGwnKqEv4zTIFylGKGhnOUMAhWPwHJon6qqYjgcNnEcBKLMWs3wJTuyee38B6TKl7Ojta0yplUHjArIbmx+zs5YQtbsqs5gjS5risA1L0DWJbke122jeiXY1fki2gsysm0ITFWP+ZrZHmwz1UX+h3xXxAnFvlPalyCaMRT5txLkjjgFyezr3C5fV3bbaptcb5eNXdhm0VWswZcccaI2J1hnBrLgMYFyRLTuFQ4SqO8TfJbiMyRlVR8fH8dD8dB1VseZIvTucmpHRGtQSfeZvte2Br6WZVmWZVnbo3v3//FblmVZ94QEQDmFnMBBTmQ5TgnVslMz547KTazttciWziuwSrdzF+AgTI5YdaWWYCYXlJN7T9dLmCiImUGyYBbhDEEfgSXdy3SxzufzJteY8Q+MwcjgkqCUectqm+xoZj3oOnLESAZ1bKN1kQmPfeCx4vdf+/TXmgGGDK/oKs/vBKT8LYsgmX2R7cR6U12pL+R2zH+XojF0zhL4LrmdBYuPj4/jxU++uOJkZ//KjnpdFzOR2bfUThyQUbzLvShGUOS+WxpoiYjWYEgGyIyfIXCVmDWe77XnP/78CrTPgwKv/M4rMRwOY29vb23MxXWKg0p6TkW0HcEchFAGOQfUrgMiG0xblmVZlmVdXAbJlmVZ1tZKQEEgl9BXLy26NZ1Om+2Xy2UDH7sAJSMyBGDoxOXUf+bqliCEACFzfeneFCQm9O31elHXdbNAlSCgysB4DsLJHJMh8ELgpOumTk5OmoXmdJ5+vx+LxSLm83n0er0GIhMuR7TjFDKgLsHkDI4IKnnMDEkF3Qjc9Lpo3+F588J3OQOYbmkNMmh7XatUqge2TckhXRqIyHEI7JMZsrN8dLuWfsuDEhoYYQY2z0kAqvrQuyClJECq7F7VR1VVG7fTTVEe9CjFiUSsAmf1X/VnDRrlDGoNrmh/OpIj2osocrE//ca2Zn/a3d09V8zFVSu7qBmhkp3HvO/VdyOiBcYty7Isy7Ks7ZBBsmVZlnUjRFgiyCIYLNBciiyQ41fvJZAscEwYK4A8nU4bwJpzfTNgZGQGRRhId6ymujN/ly5XHl/XmTOMucBgBozcV5+50Bwhj+Cy4DkBPEGZ4Bad14LIgkOMApFyNIe+E3RVuXMEgNr6Iv2Fdc+F/QhOSxEUXS5kKYNdgb18naX2ZFxJdgSXXMjqq/kadC4CS7qVGctCVzvPla8zg/WIKA6A5IEZbftmLLZ3t5QjJdh/6GRnVEMJIldV1WrLfMyI0yx33sNqTw7cSPwuD3bcrbgRDgIyfocDMPqefYognPerZVmWZVmWtR0ySLYsy7K2WqUYBUEwQSzCUDlJBWOGw2GzYNVwOGzgpPbVcQVIBduOjo6aqIfZbNaA5AyASg7brDxFvQRNSzEIhENyWqvMjCegG5XO3hxboGOzbnUOxnhkqClAFhENHCPUIqCmK5kubgIlQlXVJ+MSVCdPf+TpS/UdnUdty3LRvZvzq3NdZZilOlFUhOI8eG0lcUBA5SuBNr0rEkEZ2nRK8zoY5/LUh59qzvelX/9Sq/+wHXkt6jd5YIR9jPeIwPWTH3ry4o1zw9QFavOLz4gSROagUSkaI0fIRJQHg/KAVSkiJSLODZK/N763iYLRon3D4bCV3877XTMcptNpzGazODg4iMnTk1Z98dU12KbnYSku5CYB5JtWXsuyLMuyrIuqHxHxB3/wB/HDP/zDd7sslmVZllWUgIocs8fHx437kVBVkI3xBHIij0ajxpEs8EbIwSgHgWmB5Ol0GovFotmPcIYgl+8ERXxnDAUdyTw3ncbMu80uv+z61fm58F+eYp6jFxjpwcX2VL90C0a0F3dTW2S3ZgmQ5r/pBtdxBSgF/69COZZD7umueIvSZ4kwjHWdp+pzu1z/+l71zggQSb9zMUaCb4F/bVuKStA52Y/yopM5C5plJURWGZmHfC8vrFdSaTCB97ZibThwoUEXQmQ5x3WMHJnBY2s7AezspOf2pXiUiNWIm7PEPHoudslnpd45sJX7MLdn2Xg/5vtEfZmzLG6C2J6GyZZlWZZl3evqR4QhsmVZlrW1KkEKxi4I0AjW5BzkHJEg1ysXdhKEpitZoISuZMZhlGAQc3UjyjCS19Wl7BDN7uTScejqI0jnMSXWE2FiBos6Fq9XdSrYI7CZHdWMzqDjmTnNOibhfIZoF5Uc2bk+c1Yy65EwPztEWceCg7PZrOknBOQEboR9GSyXXurXGvzY29uL8XjcKqsyrVl3gtoUYzG0GJ/OrX3ZX/QbM5Hp1tYgjdz695Py/aBnRobIhPT5pedVabHErgEHKTuOWaY8GJDvu/Po8PAwFotFHB4exuHhYUScRtTkmBwdf7lcxmw2a7mYS+VjbAWvh6Bcz5M8I2KbxXuyNJPBsizLsizrXtT9ZSexLMuybqQIafKCbHJslkByzkQmRJYzUNnKdN7myIfZbBbT6XQlm5auToI8LtqXIx26nIO6zuwmpPu45HTV3yo7p4jLRZrzjumQZPxFzpnWPnQw13Ud8/k86rpuTcOnCGwFnAiSmdMcEQ2gL0U8XFRPfPCJM7d5/uPPt+qU7mlCMLqP2V6qP8FxOkfZljnGIIv9RIMidV3H3t5e/JW/+VeKZf/ir30xIt6ou64IEAH/qqri3T/77ub7Zz/2bNM33vUz72q+f+ETL7Tcphn86RqXy2VMp9N47reei17vdGG/W7dunaveb6J0j5+cnLSiRHI8Re43dIzzOaTv2B90r6wT+xmfP+yjgsnqV8989JnmedjVPvv7+7FYLOI/PPEfmu8O4qD5/PArDzfA/LXHXjt3ffG6KcbeHB+/sWBqnsnAAZ9tg7NdTn7LsizLsqx7XY62sCzLsrZa2dmZF/oSdBuNRlFVVQsyEyLLSarfBUXoVBUgErgQSFa8RZ5aToCaXXfZvcfvpQweuV+uA7oRCawE2Rk5wRxnLoSmemFutKIs5vN50SlJp7GOU1VVyzHIBd0EKHlNrMf5fL7irNTxCJHfjKntuf6Yc6zfFVWg+BN9rwzcxWIRk8mkcX6qLrLLmNeU3Yt0xqvf3rp1K27dutVZdkHs0uKO3Ob4+HglJmQ0GsXR0dEK3KuqqolOyW5YZmErH1vQU/vcpDiCTaV7SrnYdIETKJecyIS8eTFJSQMSEdF6Fki5/vXskjOai/PxmIzEWaeDg4O17uWDg4ON4kw4Q4ILo7I+1V/kRi6dn8+EbQO12VFOOG5ZlmVZlnWvytEWlmVZ1tZK4IRZwPqOgIERF4TMpSn7hKN0WQrU6HiE0aVIgpKT8OTkpFl8SoBWv2Unoc7DxQNZFsYrEB4REu/s7DQLCDKbmeUimCZs1vUJiMqhvbOzE7PZrJmCLzHqIcNqupoJUfLUdu1PxyHrOE+hfzOU4SehPV3mrHO2H12XhO50rJZyalU32k/wlpAxg15KGdXrMnDphqXyNUnqA4KlBOdabI9xGLqH1l3nvaLhcBgRb9yLqs/5fN7Uifqscq3Zjjl+hwvw8V4QHGb8Cp9NXW5dvnMQIDuV191TyuvuUh5kOUuz2WzlOagylfruWff7tsLZPNBpWZZlWZZ1r8vRFpZlWdbWilmcdKQJunBxK4EZgtLszBVIpmNWAIULkQnwMV+5BJMlgd6jo6OYTqcxmUxiNpu14GqOppADlg5QAZe86Jscw/pbIEvvJXBO4ET3Kd3XBEwCgoPBoJV/y2gGlj2fK4NyOr11bjoTGeXALF8d77r00m+/VFzMi1EA2RGq63j7T7595XjvjHfG7/+Pv99yuUecupa7XMi9Xq+pF/ZD9rl1IJng/fmPP98Mojz6/kdb25SOQzc+9cj7Hmk+f/WffbUBo7omxjHk6zk5ObmyBRK3UaPRKHZ2dlpgVG1OUK98aw3wEBqzrzNS5KXffikiTl28uid1P3FwKc9i0CCE/uYzive6+sCf/JM/ifF4HLdu3YqH3/twU4bJ05OVaz76wlGMRqPY3d2NyV9a/T3rxU++2Dz/9AwUTGacTc7llvIAnb7bVqm8OcrGsizLsizrXpajLSzLsqytFd2hBAyCrwSz2cnJRa3obOZLAFluXzp3CX9KcRGEcMoXPjk5iclkEgcHByuZynoX3FFUQnYZqkzc5+joqFnMii5RTpenU1T7MdM2u5LphhUYFESez+dNNnSGupyuLxd1dnXTUUloTUCr61RbaRsd87qAjOoju9U5OMGF5qR1sQ0EdSXHekl0NMvlulwuW7ne62IrOLihWIRcZzxH/j6710vHz+5yxjiwbrTdJtEHN02j0aipA4FRLtopDQaDYmb7cDgsRlpEnDq+OfhCh7H6JIExo1O0naIh2G5qf7mNdf+fZxE+Rv2cR/P5vIHI0+k0ptNp8yyhIzkPsrDMNw3EEiZblmVZlmXdD3K0hWVZlrXV6soMziCFIiDkgnk5B1fZx7PZrHGECoRWVRWj0Sgmk0kDfwQ56UKjI5BwOpeLTleBI0EpLXInp2O+rq6MZS70R/Ak53XO36X7OruQBYgz0GV2ckmlSANCd9Y560LXnsueYz2uWqX85Zw3zfbNDvGSFK0ScRoXsS4TmfEmgv/qD4SN60Ayc3EJ90vXlbXu3sn11JUhzmOpf97LIDkvoMfIFjnce71eawFQRlwwmzyDZC5cSbcxBzTygE2OttC+fH6w/9Fxr2fEWTpPP6E0iDaZTGI+n7eiLXTPS8xiv4kQlvV7E8tvWZZlWZZ1Ud27/4/fsizLuick+EEolgEHP2eXqUByyeEnkDyfz1uQRkBIC5UJ7BHUqEzMMiUszoAk56Bq/7quG1gr4FICl13XKrDHzGc6pAmQCJKZCU0HN7NvtW3XdHNOUydQLoFkSREeis9g2Vm/16WuLFOCLQ4OCBLu7u7GC594oQWZuUihYKCOkeuEzvgMp9lOdV3H9/zc95x5Hcy7LkVuREQ89oHHit+XytBVVzs7O/GOn3rHmeW516XYj+c//vxKG/f7/ea5kTORBZTruo6nPvxU8diMmHjhEy+0wLSk+5fxFhGx0l8ZiaEyars8S+Ebv/eNqOt6xZ0vh7wWZYyIOPnSSTPgpm3V/+fzeezv77dmY8iJzIErZryXBj1uGpDN/83hd5ZlWZZlWfeqHG1hWZZlba3yP8oFYbumd0sZiszn85YbTxBNEESxEToHnXOMtyCEJhjU+UuQJ8PcDKw59ZuO5Hwd+RpLALcEuEtORMIdOVuHw2EDJuWyVNnWiSBYIDVHIGT3pOqX15qn7l+X1i0KRyjH/Gc51eW4ZTtGnEYAsE1yHIr6guq+C+aeN2dY8PIii3wxu7tLdGhbp8oDDgL6agtG68iBPBwOm8X6zpL6Ege/sktZ74w2yW5lgm0+nzg7QQvedQ0WccBJMycYNaTvFGlxeHjYgGT2cz6XtG9E96DOTZPhsWVZlmVZ95McbWFZlmXdKNGpR3ednKHahs46wWQtliWnnD4L2pSmrWsqeo7FEMjJUjyBMmZzXANhTsQb4FDn4PelRbOy6G7mdzlvNeI0Q3U2m0VVVQ1AF+DiNavemG1M4Es3swAq24YZqHRKUoRYOmY+13WoqqoGDGd3N7NqVZdqQznG1YY6Ru43ykvOERU6Nqf7z2az1sKGAn/nERda3FQqO/tNlhcPK4sROBHtRRUJkgmTh8NhjMfjcx1fOeU5TibH1KhtuHBodvTTOc2sbA1oEFZre11T7ht6XvDYmtEhiHx4eBj7+/vNbAgOlJQG1HhO9zPLsizLsqybIUdbWJZlWVurDDkyTCUQmU6nLccbwSRFeEyXrsApc2eVlczc4Oz6zWXScZhpqixgRkbIJT2bzRpAk8Emp3tnNx/d2aoLZjBnxyQjPhSnIddgRDRASs7bvHhfM8UdgEggme3DeAeVMwMltU12bJfylDfRa599Lfb392MwGMSTH3qyuI0iCiLeiBHgueg2zRCcdSHneES0Fsbr9/vx9EeeXlvG23G7+fy1T3+tOT6h33n01h9767m247lK0Qgvf+rl5toeff+jzfbsVy9+8sUYDAYxGo3iLT/6lo3Oe6/opd9+qXHa0o2e20zPEL26Yke6lBfALGWd6/x54Kx03zAChfE+XYvz6bz9fr8VufH6v3i9mTmh45RA8uHhYecAhZ6bfK51LdxoWZZlWZZlbaccbWFZlmVttQglCfkiTqGknLYEqHSScjr4cDhsQDKjKbhYGjOD5SplJELOSVbZsqNZ7sWIaLn/BJKPjo5WXKm8ToEiQszsUsxuxIhT6Cu3qhyGAkFyy85ms+b6mXcsSE1HslSaOk9oTZic4zzoSMz5r4LLdHtuquPj45hOpxvvw3olUGckCAcyBOB1reojmy42NxqNmn6guruIw/g84uAF3eXqZ3nARf1JoE+w+36VnOS5L3MwR/cDXembSgMs6m85pkcwOeeOl+JK6JJn39Sx8jOQ58/9QTE37AeMtNBrMpm0+jNdzhxcyzMBCOYNky3LsizLsrZXjrawLMuytlpdjlz9tlwuYzKZNJ8FWeQS5SJ5dNPJASuQ0e/3o6qqGI1Gzb69Xi+Wy2VMp9M4PDxsXMyEI6VsUTql9SpN5RbEWS6XLfDC3xSDQFBMt2iupyy6rJlbPJ/PG/gzGo3WZvPqevRZjsUMg3h87kcHZ0mC5MwU1vk20UWAbo4EYFwKoR2BKqGd3OaCiptI+dvqHwJ11yG6ZgmGdU+UnPU5tuE6s6u3XRzMiYiV/OiuAaVNxWeG7v1SdnpeIK9UDrnqNbii33Tv6v4suZnzPSQ3trZTTIsGwjizoTTgt1wuV9zVOzs7MRqNWtfImQ+WZVmWZVnW9snRFpZlWdbWKrsg6dKjG1lAj45B5Q7n/GAd9/j4OAaDQdR13QBn5RVzAS1C11KmLjNK6eBkJrFgpABQCRgz15gAlvszBiEimsiKLul8dA3L/acFBgmSFemhOsquXNUhXay5PljXjA5RuUtwjVnLbNtN9ZYffUu8JTaLXlA9Ew4zx5oZzhLduooHUObzH/1vfxTj8Tje/bPvPvPcez+wF3uxFxERX/1nX20cw9ch1W0G5nS/UptGMtzrymC4NIgU8UZffs/Pv+fC58kgWc+0fK+VzpszvgWS5/N58z1d/xz8oEtdg2xf+NUvRF3XTb/JswqUm6yYnIjTAYucka58cbr7FbehbXUvGSZblmVZlmVtrxxtYVmWZd0olRagIoAgvKzreiVGgaAwIhrIqhiL4XDYyvfVomjT6bQY31Cauq2yECTT2VkqD+GkPhMiE1SX6oRl4fcCyaw7wfGjo6MYjUYNSJZDltP1CVWlDKp4bEZaqB0EruhizmVX3QpaXcSRfBERGHOBOU7D7wJbJaf7ReMfNBhynY5kDSLkvnZRcH8/iVEzmqmQ78WLupApRZDovik5knmO3N/y84ULPGqgiAuB8pp4z+7s7MRwOGw5ifPAlzKS9SwRmM5l0jFZds0eGA6HLZjNa3XMhWVZlmVZ1vbJ0RaWZVnW1osQQ9CLgDIvIjWfz1uwt7Rw3MnJSQwGg9bUfrnkmOu7u7sb4/E4HnzwwdYifIxhWCwWLVdeRLSgMvOGldlM8KIyCVAxtzS7Zfk7ISavN6INdDOULZV9Op028FtO2+Pj4ybyQ9ciuMScVrqNc7YzM6uZQ6xjMraDQEmDA9cpxjeovtn2fFedSgT3zEu+KExUFMp1guSqqlacq8rPPe8if/erdB9xsCoiVp4HF8lFpvb392M6nbYymTkwU4qhKA0g6Z3PB/VT9bUcX8JF+BjlolkXEe2MdMZRlBz9qjdCcNUbF/8sLQJpWZZlWZZlbaccbWFZlmXdGGXAKvAmiEOHcsk5nCMx6rpuufwEehlNsbu7G6PRKB566KEWSFZ5CFYIPzMclTO43++vuHQjTqMguG+GRoQ2jNDgQnk5wqLktBU8FFSaTqdNVi9jPSJixUVc13VzfE2Z57R5QixmC7MMgvgC1nRB6joXi0V85Te/Erdu3Yrbt2/HQz/y0JX3J7VHjjzJzvYMynP+K2MCSs7wLk3/9TRef/31ODg4aGIMIiK+/BtfjvF4HFVVxRMffOJKrvXh9z7cfH7xky82bfbUh5+6kuPf66K7noMzimfQPbUOJH/rc98qDlLoXZnl0+m0yUcmQOazRveWVBrk0L2XZ05wBkDONlc/5KyDvFAfB7UYk8Gy5UEZPUMIlPX8yccxTLYsy7Isy9peGSRblmVZN0ICFQKUy+WylatLB25E2ynIxdwIguSEizjNGO33+w2g1iJ44/G4cScLHOkY8/k8JpNJCyTTzafzKoOZTj5dQ0Q7v5nAPDuxGftAGKR3ukszeGL96HrlSJ5MJs316Th0cQtEVVUVu7u7MZvNWlCJ7ZD3UflV5wLOAunz+bw1jV11qRznXq8XD8XVg2RdryB2znUmhNfvdFtHnLrg9XdXdm5Jii5hHm5ENNne1xXvITf4RWM47kfpvhPgpaNb/WgwGDQxMiVNJpNWv9JglY6pvOHpdFqMWdE++bmV3zNE1vcEtBxw4kCcco/1nNPAGo9BkLwOHucBJD7j2PdyfI9lWZZlWZa1vTJItizLsm6UMlBlnAIXhMsxEhHRAs4EvdltGhEt6Dkej1dcvwQ+PKamkxPk0GnLcwpIa/sMxAk1CZG4sBXPxXxlOY8Hg0ExLoNQiaBXUPTk5KSBxnROC5QJdhI2UywTrzPHcKi+GHOhsgpWXzZ3tkvqI9nJnSMmCMi7HMfc5rwxEYovUP9kLMZ1OjMHg0Hj5LfOJ7qDOZAjmDwYDKKqqpZ7t3SM0mJ6yhnmPR4RK88K3VMRUQSudBHrXuMsAYJdOpSZm8zIGubP67h8fuie5XNl3eAEn4M6vt4zdOb1W5ZlWZZlWdsjg2TLsizrxihHDwgkC4gRwMoFvFwum+nmeZE7idO9eR4B6dFo1CxCp20ODw8jIpo4CJ2b4EbHLsHBDFG5KGDJ2ZedjBHRgkUEysp51vXTWXt0dFRc9I7nVPkEmHhN2lcgUn+XFsaS05E5yQRZnFK/XC5bEJ1tHRHxzEefifF43IJYamNlXROyS1VVxWMfeKzYn97yo2+Jt8RbIiLiS7/+pdZvGbbn/GeKvzH65CzN5/MmWzu7unWNL3zihSYy4W0//rZzHfcsMebC6tYrv/NKs9CmXMN6KfJB98B3/43vLh7j67/79Vbkjpz2eikPeTKZtAa0Irqzj6VS9A2hMzPJeX/THaznp47De0izFXS/5hkGOTrnvNL5+JzN12KIbFmWZVmWtZ0ySLYsy7JuhDJk4HRvggwCYDl5CW+1P3M7mXvLrGWB6tFo1AKihLIEixmG0LUpaekAACAASURBVCGYf+d3AokSYU+eMk4HoI4j57TckYKSnIafc1ZL5VKkxMnJSeOwJIyKaINkLkyY2yk7dDMsl4tTcI3uccJ1lUftIciqMpZyoFmO88ZD5AEAiVCP2xDG6fccpXKWBJF1nJy/LYiuRcmsN1d0DRMi636LOF1Is0t02+ulKBnlIR8eHsZkMmkGDAaDwUp/W5fNnd3JnA0gadAq5xb3er3mfBHRes7IQc3z89ylBSlLZc3f6xh5P8uyLMuyLGv7ZZBsWZZl3SgRYnAhN7p05crNbtwSOKZrtuT4ExgULOK+GcrKIctYDU5X59RxwSm9s2zMHyVg5sJbBKYZbgp0DQaDGA6HK+BZ7wKfgsb5HALLOrZ+5/XyWrkwHeNG6EamOBDAvwm5tKifyiAXqOAXIzF0DGrTnGGVm6Aux3HkwQsC5E0ykgnH1QZcAC3Xt/Xm6uDgoIH9+b7jc2Bd22RnrfqPnMmTyaRxJTNCJkNgwmoOaGUnf0S0Ym7y9vpei3Gy72ZoHRHN4E92yvMe0OednZ0mNoXPPdUd85hZVsuyLMuyLOvmyCDZsizLujES1GOMAx2pEadTs+mWJZyU8uJwOY6AEFHuWYkZphkkEybzOIwxoEtYGbnZkUygS7CTp6azvIQ+EW/EOtDxqnLmaxfEFFgqAfAMklWH/X6/tS1zkLVN15T10vR1OhU5UCBoNhwOYzgcNuCLILqkk5OTeO63noterxd1XcfjP/F457Yqt6Ad67nf77e+12/MmM2RAiW9+plX4+joqOVG7vV68Z6ff0+zzXO/9Vxr8EP94Lnfeq4F71UHj7zvkdbxNZDC77/xe9+Io6OjGI1G8dCPXP3ChTdNL3/q5eY5MRgMVmYi7O/vx+HhYTOIEXEKPXn/lNpbcRYliCwYu1gsYjKZNCB5Op1Gr9drBnSoPNilttcgD3ONOaCSYTSfDfmz+j0HUgi9M0jOgzcqn0Ay42dms1nzmYuB6nnlGAvLsizLsqybI4Nky7Is60aJkIKgmHETGR4TymWXXnYUZhewwIogooAIXcAR0WyTwZSg0XK5bBbV0veCygThArmEQzlWI9dHRKzA6Ig3ohMEqrsAJyFSjlbIQDsiGgck64aLaC0Wi1ZudZ7OznouZQnTaa1rJVDd3d2Nuq5Xpsjr79KAwCaux+zcZLRHjiph/eUFBLtUWkCRgxQRpwsZahvWg+qgK49ZgDoDyZLD/X7WwcFBLBaLZhCF/V4L4B0eHjaxKxnKrhsw4LOGAwEEr3Ik6x5VWejO5znZv0q56+wjKmNXW/O3UiQLn6caNCNIzn1JMzfyYIu2EfTms0YDKGeV1bIsy7Isy9ouGSRblmVZ94zkiFPWKKHGcrlspo+X4iAEdnq9XuP000JuAkmCNTneoaqqqOs6Ik5jDphxKlAiqCJ4ROWF4+hWLrmQCTVLIInuyvl83ipLv9+PxWIR/X6/yWvVdyqj3IgZak8mk+a8+Xoj2nEV+dx0KRKKCb5r+rtAE2GX9lFuc3ZZUxlydW1HqZ6Zh8u20bXSYa260pR+9b11GcmLxaIFhwnfJPUl1bvgfSmGpQTj6QiXhsNhHB8fx2g06izb/aTJZNKCpJrBwIGfDIJLcRYlRzwHX3Lm8PHxcczn81Yutvq07v3ZbNa6PzI8LpWDgzc5YiXfk7qWPHCUF/Qk/OaifDlOKA/WSXkgSuePOB3Y0P6WZVmWZVnWzZBBsmVZlnXPSGBEcIY5s4KaEeVFn+RCJCARGNRLoDW7kKuqitFotOK8ldM055UK2hCg9Pv9qOu6AX1c6EuxGFmCRXQ60qEoMEpXshbhE7CdTqetKA7WI+tnNptFxBsATiBK8JSAlmCewJXAmOU/OTlp8qyVESygRuif4xzoQqay+zxD5a/85ldaMRQCd4S2cvUS3sllLmisBQS5yGF2dUtf+/TXVuI/1MdKi/O97cfftnJd5xXjD6i3/thbL3xM6pXfeWUF8j/5oSev5NjXoW/+/jdjPp83OcTT6bS5pwiHOfCie4bXqf6WM6y137Mfe7bp27z/OOuAC9jp2ByE0L4ZJHNGhMrMAQX9naEvr4szDCLaz0peH6OCCNBzVE+eDZJjZnRv5pz6PFvEENmyLMuyLOtmySDZsizLumdUcoZmdywXfIo4deJp6jUBmYChwCOdxTyfsogjogVi8gJt+k3nYrnlth2Px40rWgBMLkY6qeku5nR4XgOhLsGRsmHlwtb1CfTSYazyCmRPp9MGgDFXVefndRKcCpTr2KoX1W9d151RJSpbnjafXZnZjU3HI4+Xs6Tp/Ga55cAktOv3+81x2HbMf80gOTtS82KC6xzMFxFB51WLgyAanNhmTSaTZlG7yWQS8/m8ad+I9uKKBL10zDJ2hu8R7QgY9kM+V3g8Hj8iWvcDQTa/1zm7oi4yUKYjmY5otlmORuF1ZJicoyf4W96GMTq9Xm8lniWfy7Isy7Isy7pZMki2LMuytl6EpxHRcgUSaArk5agF5voKvBKkKn6B4FB/E5RS+o0L1QlWEkwKIudcUYKc4+PjlRgNwqi8uBfditnRV8rslejS1XEF1yPeWJzv+Pg46rpuQenZbNZa2EsSbNVnup9zFEfEKnRVjq9cyBni0T3J2A8BPzqP83Wq7bM7mbEYdE3SeclFxzRYwP5Vyq8VtIuIFUBWyq8m8BsOhyv966JaF3lxVcff3d1tsprXxYVsgzLIzXELHFzhIEJXpAyd/YSogqYR0brH6EjmQAmPy8Xt2C8YkVPKZO66t/k7r3Wd+5dRHCpvvmd0fYTIpRgZ3R88Xwl6W5ZlWZZlWTdPBsmWZVnWjVAGqYQtfPX7/ZYLeGdnpwV4uLgZoyNyTi8dpiWAk93IyhxWpANhYp7OTfgtwCNYqQgFnYcgmdeu3yW6pPVbXhSQLmPB9eyizABaMFuOZJaHsJdRHDlSgnWW607Ob9WhtlH5jo6Oot/vx7t/9t3NsZ756DMrLk9eN0W4JTHjWtsImKlsap/cr0r1k9u51+vFsx97tgHSXVD9L/7nfzGuWk988IkrPyb1+E883nx+4RMvXLmb+ir07//Fv4+jo6Mmizxn/2bH+3Q6beB4Bq85+1cAmRBZfVCOebqAGZORXe8crOEAwMnJSev5xn4XEa19Su5oRr/kPGOp5OQvOZJz2bhdCU4zCoR/lwDyOjDOfS3LsizLsqztkUGyZVmWtbUqTdsuOfYy4BPcIkChk1bKU9kJd0qRFhQdyXrN5/MWOMxZxZziLReijlvK2FWUAhfKIzwqQdKIU7drV8wC4bqUs1f5PR3JdPMKSMuFrbrsastcNmUiC+ip/nQOlZG5yjqW9hGoY92wrrJbMkP+3McE91XvbJfcFjoec2gFwAnmef25DW+yutz6d1uKr6AbOS/6xtgU5lfTPV5y2mYXMp8xOYs4R0Twnfc+He7qg6XnXJ6Zkd/ZF7kwXnbtl4At42AI2lnOXA/8rtQPuG/Xs0sq7V967lqWZVmWZVl3VwbJlmVZ1o1QaWp0CcqdNf2b065zjm/JQdt1HH2XATddvzpmnuLO6ep0JHP/fGxtmwEkYU+OzSjBp7yPILfqODtMS+5iiYCc7k9C4wx3VRZCeIIuwumIdnwGxUGA6XTaOldeSKwk5t6ynlW+7HgvRYVkMXuXAwTZjZkXHbypont+m8SF7TLMzAM4EadglDnWVL4nCZDZJzh4RJBMOJ1jaqQMejWAkbOQtS2vKf+ubfjO8+XjlKCunNc8Xgku57rRZ14PoztYV/kcXc9Yw2TLsizLsqztkUGyZVmWtfUioFgHJzPky+CEzj+C1OwQ1LEEQLRvqVwlyEiHHxfQUuxDRDTT4LW93K752NlZrPNkJyxhL/fNwIqf5aTUvjx2Cepkla6PC/uxzTJwlCOZQLXX6zW51dy+BIQFsefzeeNkZmSI6pf9JLclBxa0v/YVxHv6I08353zhEy+06iNHVhDK63rUFrnutx0kf/P3v9nEmTz6/keL23R9fzf0tU9/rTM+ggMs6udqE95HjKHIz5yIWHHy0z2ve0YDRyXnsfbJAwvcX/cOF77U73zvOh6fddwmD8TxvKVjZ5jMvt4FnvWZ77mcqkcdr2tghverYbJlWZZlWdb2yCDZsizLuhFa5wTN07Hz9nQArgMcEdGCRqXzZgdwl6NP22bHs0BWjgVYVzaBL54nT9FfB6yOj4873bk6DjOKVUbCJ+YyMytV8JQQLpeBbcOF7fr9ftR13Wx7cnISdV3HbDZrRQ8QukdEEV4TBut4LHOpjRnToTYR3CbEk+SeFiTMbcXrZLRALkev12sWGtxWyZ27jY7jkkoL5BF+5n6s79QfBZ/n8/nKApcckOn3+43rnjMFdB7mI3c9FzhA1BVvwUERDnrlz/na8jnzYEfEaf/X/ZXLyGggzt7Q8bhtHszL4rNQ5z7PfgTz2sYw2bIsy7Is6+7LINmyLMvaeglkEHLSQZsBIp2lGTAKEvb7/RiPxzEej2Nvby+Gw2HjEhXwzLEHBMNyzirSgRA1A6DshGXZKIGtDFvy9Pk8xbzLXZ1hsxYUEyTV9RLq6Dq4DR2+eifAZrZqXsiOi38JsA0Gg7h9+/bKuXW+uq4bN6QW26Nms1kcHh420K8EbOnkVl3Tecl20fXp3FVVRVVVK+et67q55sVisQLiVH6B5JzjLSi+u7sb4/H4PF3/rkr3yk0QYWdE2/2tPqg+qnbiIAhBspzY6pvqP7qnta/Op75KIJ0HKUr3dL/fb/oTs8L1rKMbOR8/D8hwlgKfN10DTozbYB9VvyUA1vOQA2KlGRrZyc22YZno5CbY74q50DEMky3LsizLsu6+DJIty7KsrVV24OYp6oIe8/m85XgbDAYNGKmqqgWZBceqqorRaBR7e3tx+/btBpjqXII1+o5gRSB5Pp83MFmOSMEYQuk8dVzQkuUigJITkPm6gjucsp/rpuRc1N87OzsNTFYdZkioMiiegVPRta3gFxeXyzECgkUsg86/XC6jruvWOXiefr8fw+Ewdnd349YP3ir2i/l8HoeHh0VnMB2MjAhQO5ZyXlUX6hdPfujJ4nkffu/DzednP/Zs40xldIU+58UTtV3XsbdNj7zvkbtdhI2k9sz9SVJ/zFEkahuBWfWt7B4WRFY7EloLRBO06l7TvpzpwOxt3dMEtoLddBhniJyheV4YlAM8HMShc5t53iyXFsGU9EzQdeuYuWwsD+uci5jye31mGbJUn4bIlmVZlmVZ2yGDZMuyLGvrJZDQlVPMOAGBG4HDvIBdhoZVVcVwOGzl+DIqQ1AnO+wET+VopGMvT0vXuSUBxhydQDeilLOgOW0+f8/ysfysQ8IwOpIjogHk2o/OXpU1A3JeV3aH5xgI7TOfz1tT83ktGbKXRHjN6IEM3dUOjAbJzmT1EYLf80hAj32DDuTcZ1gv1vWI/VHQU21RupfzQEtEtAZJItrxJ7nPsn9nSKtjalArx6uoP3CQJx+LwJZl1XOH/Y2DFpwdwLxoXjehs+pLzwQ9DyU+kwS+CcAjynExGf6yffgsWteedHtblmVZlmVZd18GyZZlWdbWqitLk0BEzrzlctksukboQEcogU12CjOCQdCIGbGc+j0YDJpzcVvCIDqid3d3Y7FYRL/fb7kgS3EULGuGTyUR5JRcyoTAvBa9FGGxu7vbugaBdsZbRETjrhwMBg1EjzgFSFxsTvUg5yOvhQv15an4ZwHXwWAQo9Goc2AhDwjQvSnlWJSz6rmkHKfAHNkuh6Z1Per3+03f42ABHboRp23EZ4G+GwwGMR6PW/cmZzHontCgA/uaBixyjERpxoSeF4pHITBWWQSLc58RZNZsCUZb5MEwiq5lZYHnKB59X1VVC5xzOw4KqX7z84oDK7w+DrAQmGvbLD4XLcuyLMuyrO2QQbJlWZa11WJ0QMQqIOHUZ/0taEFHLZ2p2alLyCT4kR11nI5O95+OQTDECIuIaEBsyWVIh7Gul07aEkzOTl7up+/pDKQzOp+HucAqv3KJdZ2cmk9Hcs5TFTTLADfHDmRnJcsVceoiP/7S6WJ+w782bH5XLImuMcMt7c/6JQxTeXM7biq2YW6j0pT8qwTJr332tZYzXlEKHCC4afEUlxEhapdKzl465gWSGeEQ0Y4+YcY6xT7AASL9puMQztLBXIqKEIAmoNXgCxf8i2g/N/L9oO84qFQabNN1apscc0NonF3KhNG893jNHIzTc4L751kfebDPsizLsizLuvsySLYsy7K2WhmkEhZloLpYLFpT1ZmPS5CsBdEI4bKTTxBDC2uxLIQ2dDwKBhFa0g1MSE0ncp52fx43Mqfjs65UdoIpfk+pTJrOLtit+hCEztm/XNQuH4+wiw5rtpnA+3Q6LbY1Bw5KddDv92M0Gq1EEJQGFQji2GY51oNwcRNl53GOTVAZrzraYjb7/9l7ux/ZsrPM843MjNgReU7ZVaWyC3+NsYVpIfVoWmoJCUbYyNhtA6Khmx6NNBcjzd+A1Ld9NRd9wfWMxHSPBlo0CBsBFjbINgIhugV0qzEydttl2S65ylZVmfJH+WRE7MjMmIvDs/K3n1g7PjLzZEae8z5SKvNE7I+111577bN+77PeNe+kVlC7uqy7+q7L05KwrbM9+HPnwLhpmuLOl1uWLnz1JzqXALI/r+6AFpzWeR1oe4CM7mTmU+Y1eSoflasGcT3di0No/dYxfD9CYPU9atdMi6HnqhYwYxCO2zgET2icSqVSqVQqtb9KkJxKpVKpvRbdrJ63lBLYEMDUYngCwXQUK6exUjO0bRsRF0BFUEbHGQ6HK3lL6Tj0lBs+zVvgWJBHC9bpWLWUE/x3n9uyBpNZPzVwRnBNJzTrW79rblq6k5Wqg2lABJpqYE1wTAuafe9734v5fN4ByLWF8Rzuago+y+4Li9X20zl0f3Q/BLyUH3ob+TFuWnR7SwyiPGkwToEj3j+1X9YV4Sb/ZtvVvp62woEunfceuGH7UNkYKOJPLX0D+wIBWOUOF5TWTAI6pb2fY2CLbZ/loWOfMzjkcq/BXfZ1Oqf6zb7nTtdA2O39iwJRT1r7TaVSqVQqlborSpCcSqVSqTshh8juOCQAUjqEPpDMhfLati0wUyKMVC5g7Sfo0gdWImIFQEVEgSd083KKu+dGXudeJSyr5UIlSHXIxXPKfUwXr47pgJTgiHlO6TB2d6G7YwWYF4tFnJycxNHRUczn8wKuuACi5zmmDg8PYzQalXIdHBx08ju3bVuCBYR0dE8SGuq+6r5/+WNfLukznv/w89V7oPPW0ozUdB1u5Fc+/UrMZrOVKf+snxpAfxLENB4vffKl8rfqSVCVgRR3oAuw0n1LN7k/m3SE19oZUz44PGYQwu+hxPNxZoX2a5qmA5P5vSA0gwv6ju7qiCjPi8Cx2jXdx5yVoGskKOfviFiBxAwUMT0Of/M+eZvmeRMyp1KpVCqVSt2eEiSnUqlUaq9Vgyw1AEGYHHGxKJUDEi3Kpe/atl1JsTAcDjuLzslFRxez5zWuuVMJkunS9Sn4PrXdgeS6qfO+LR2pzMNKCZwyJ7JDNpXf9yUMk/vQ4ZWXy12hdGlr8TKlFRiPx8UhymuimLdZf+t6BPp1f+hSFmRXDmgu+Defzzv7Kq1Bn2qQ3e+ZyrpNcGBXCajxuNu6qR93efobQn62cXcRsy5rTly2b3cjE0rzGMwdXHMEs4w8DwMeCrA0TdN5lgiSmZ+Y/QyvgeXRMXU+npf9B8tGoOyAuTaTgtfDQB7zS6sf8JkTUq1NJ0xOpVKpVCqVuj0lSE6lUqnU3qsv/YJUg3QCEovFokx5l3OVblw5kgkwBI+bpumkcpjNZjGfz6Nt28508IgLuEnHNKETwQwdfCq7L/zlaTJ8anwttYEkZ7CuczabdVySp6enZcEruRH1ez6fd+Cwyl8TgZfgjkN+zwWrOld6CzmQh8NhJ+/xcDjsuCpr91v3aTQaFYe50lMIBBOm6/7TGXlwcFCCCdpfqTPWwWTdf8IzQktP1eEA7TJSO6jd875UAU+iPFBDFzCBcl89MggQESuBlogofQsX2CRwVdtS/6HfTPPQNE0sFotq/6V2o/zlk8kkxuOLBScHg0HHwc9FIwmLWTaCYu2n61N/onK6w5qpLlhPPC9zHvOcDD4xCHRwcBBN03QCdL5/nxImp1KpVCqVSt2OEiSnUqlUam+1DhTUcmvyczn35EwVRKJrdbFYxGw26zjwzs/Po2maAnUFPgaDQczn85jNZtG27YoD0XOeejnpgKTTUMCHMNevm+7EvgXFavUjQEO3tGC3PhcYn8/npQyCrgKfPv2ff7vrmgCIAJ0AeblcxnQ6jcFgUFyVqnMdV8BX8O2bf/TNckymDHj7R99evf6//nd/3Znaz3o4Pz8vaU8EknVvOfX/9PQ0/ubX/6YEFLRvzZEuKWBBePzD//yHe+/TLnrrh966cZuXP/VyJ4XKZfUrH/6VWC6X8cYbb8Sv/eWvXelYN62+dCR/+x/+dutjsK1ERAkqMD864afEBeW4CB4hNoGqP0MRD59dgd6maeL4+Dgmk0lMJpNO+pvRaNTbtl74+AudHOYOhZumiX/0v/yjsv1f/tpfdsrfB5JZPwxOKZDDPkn9p47L9BcK1kREZ1bI6elp6V+3uUfUPoPl2myS1P7L/1/R9/26bVKpVCqVetyUIDmVSqVSe69NzjTPxavPBUOYu5fT0OVUlYvVHYfn5+cF9g4Gg+JE1jHoyCV8qYFUz5fMqe5KnaF9HNgo7YNAr1I0aHtt53UmNy4BlurD8wr7FH3BIeZx1XFZT7wWOSAlpRHhtQm+SfP5PCaTSWexPgEmr7ea07FPcjkTIkdcgEC5tZWyhLmvdR7dW7laeQxBsz6Qrvq4znQW24jt/Sq6f/9+RDxezmbeQ6Zw4W+1X7VZzxesz2q5yfWbQSL96PieJkLuewf/SlkxHo+LI3kymXQCVso1XNN4PC5pI3zxOj5jPB9hr6faWJczWufRZ3wOmNqDCwNyVgYdygo48bnbBdDdBZiXbuq7oW37PqYZyvuaSqVSqSdBCZJTqVQqdee0boBHoONOP08x4ekAuJ2Axmw2K+CDwJFTuh0eO5Ak7NaUdKVu4OJ7gqkOY0ejUSeX6NnZWUlBUXPFcnq+u4sJgbhoHsE4wZGDULqGmWJiMpmU8goWCwbJARxxkbuadS6QRKAvIMqcsH6P1un4+LjcJ5WV+aCZakNlYD0yDQjbjpzeqjOmrNA2CjzoHt+klKLjqmk0pKZpruU4+yLeew8g8TlQ/Tkg1t9MS8O2rOdB8FTbMUjDIFbERcoStlWBZKZ+YZ/meYhddCOrjOyH/Lm+d+9e2Vbljeg+7wzi6LO+vm0+nxeYzVQb+mHKD87QUOCnbdsyg6TvWfdrcPf1vsjvFetw38qautCme6P7mvcylUqlUk+aEiSnUqlU6k7JUyvUUi3QKUyYScew/1sSdNGU9eFwWHIM+0J0chI69HS3IxeaEgjyae1KsSCHLMvTNE0Mh8NSLk39JpDwupFUJgfANbgRcTEF3bdzlzWdhKoDwSClsOCUdzk69W+WebFYFJDM3M/uzu677zVNJpMVYKO0GoJTAnoRseIeJojXj8rHcjF1geqabuib0Ot/+nrMZrOSw3s2m8XR0VF8/jc/X/LhKp/u8fFxvPmn3lw9zq98+FeKE1la53q9a2L+ct17BQU8l7B+s40TnLJ/8Vzp/nxLfl4GeTwVhmCrnv33/fL7drrWt33kbeXvb/zhN0o/9K6ff1f5/OVPvRwRD9t67fhf+K0vdJz3HjCL6OZw1/Wenp6u5H+mM5nXysUEVS9MdeGzIVReqdaP7SvQq80aSRfr3Zbat/f1eU9TqVQq9TgrQXIqlUql7ozWwUN3ykm+KJ07ENeBB8JMAUcCV4Hk09PTGI1GHeBBZyuns+u3TxF3l2NtGrzcfFzYz1NbMO3EunokgFGqB5ZBx9K1C/46HBJgo7Oa7k0BWMFNHlvH1zEFagXYauk0eN51g3Utlkj3p9zEgjdef+5KZlm5IBjTRxBu8Zp4zketvrQm0rYuzRq0f5yk1CsKbLib0PsCf/64jweqIrqBLJ8NEXGR35s/TIVBJzMXpbuqq72WXz1i1YXvUln6ADKvmYElpo6RfBvmh1eKmbOzs5hMJjGdTqNpms698TI6TGb5agGyfVANOKbuvm561kkqlUqlUretBMmpVCqVurMiPCB85WDdIQTdyILEnNJNiMj0DoQADpMERAQQBVKYJkKuProfBUDkatRn+lwgRmUj0CH49LrQtiy/gzNJYI3Tz+W+VjkJdU9OTjqQi2WTmDJD8HU+n5dp+p6TWdepRe+UBkOwiikBCMTobHYJRisfrKCx7k9tOrLfc5WB5dQ99Cn7BGiqL3dfP0p5jmq1T6UbYJ7qPn3/+9+Pw8PDmEwmV16sbx91//79zgKOCl4wDYvaA4MeERfPYA1AOxjmM6x+ptavnJ6elvbjLl3OjLgqDNW9dHe5nsU+8ZoI1R2c04V9dHTUCUoxGMQ0Fkx1oXpVQK5pmpIWw8tRC4Ix/Q37zVpQ4Dbl7yX+Tt1dbZMC4zL7pVKpVCq1r0qQnEqlUqm9Vx/0owSDtZ3y8Ao+Emy4G5kLx7nblqkeBAvpOnRXHd2unPLtZSXsIPxwN7D+rsFaXpMDK4eddDZ6ygouyCc47Xlc9fvk5KRMRde1ez0ScMvJKzg0Go06rl6d//z8vEBkpsIgoGXuXwHeVz/zaty7d6+k/BCE1nWqjILaw+GwgHPVk46nehXw0jE0XV+wy6GgQDIhLq/9UeuZDzxT/n7xEy+WdqiyHB4edlIa9Onf/5d/X/7+N//i30TEqkv5n/3QP4vXX389vvvd78ZXjr9yHcW/MbEOPvcbn+s8GwoWRFw8bw4u3UXsIJX1HnERABFYZQBK7Ynt02YCvQAAIABJREFUjXmV6W4/Pz+Pv/n1v+nMXFCA5D2/+J6N1/38h5+vfs520yedqxaA0Hcq94/+qx8t333pd74U8/m84/T27Vn2b/zhN2IwGJRgEx3Jft28F5rFoP6eP7yf+6B9KUfq+rRpBlBtlpT2S6VSqVTqripBciqVSqXujAhTa3C1lqeQrl+BGc9TKmegzuEOOIrOREGR09PTDkxWWZjCgmVy8EHHq66HC8PpfL64HlM81FJwMC9zDcbr39qHoJR1RKitPMODwaAAYB5LZVO5uGCYfnQMXrMW5JMrOSI6DkemlZDkdFZ+af24q1jQrW3blUXQahJg1LWcn5933JQ6JtONaJFB1jMXGbwpjcfjFaB9Gf3gBz8oeW6pfYNzl9W9e/dKoEHPFq9NbZ6wmfmS+Rn/pvT88LnSs+XOds+frr7J069oO0/h8CjE4FktlQwDaX7tdMhzEUN3FPNc2s8DVKxzd4QfHR2VfOwsH9PjMP91xO203dr7KvV46LLtKttDKpVKpe6qEiSnUqlU6s5q3eBcIIHbHhwcFCApBytdvYIXzH9L+Oz5TwkTtV3NgezAWD905CoNAtNtCLIK2nIxOrrzfFE6gXECGDqVCaZUBoIeTalfLBYrIFmwVNfcJwIywVb+EKyxPtq2jel0Wu4hU4W4a1sLcqnuBJJ1TsItuss1nb6Wx9ZBF12krEvtK3c2j6P6lRP187/5+Tg+Po7xeBxv/+jbe+vsOtTnPt1Vv/rpX61+rjZ41wHIj/zLHyl/f/43P1/a1j/53/9J+fw//d//qaRkEDTtc+D26Rt/+I3yzLAt6RlnX8HAj+BzLTjGVDkvfPyFTkoM9Qlv/dBbd6qPVz/zaiensafx6bvffWCYgS8PNhHqSuoDGQTh7AM9z0y5wiCdP6/sR1V+ttubbL+199Rdf35S9XuY9zWVSqVST4ISJKdSqVRqb1UDFK6+gRsBhtJYCM44RPY0Bu58JnwVtCFUYnoKOgtZPkIVpo2gg5ifuxtRqRmYikFwq+ZOFExWGXkOd+cxF7PKTZAsR6I+VyoAOpApd23XQLLuga5NsJiOZG3L9BcOgpiHWcdkTmR3lDK1BSGZwy13pHN6vfahI5kgWfDdwffjsNCWQPLjcC3S/fv3q9czmUxKMICO2JoDt08KPPCHQSRPS8NnWm7giAsAy/5KbnEegyl+dpG3f59dUFu0lHnEPae2nhXPX68+yLdnnfC8AspHR0fRNE0nl7UCftpev1XH6jOUmiaim6rlpmFy6vFT3tdUKpVKPYlKkJxKpVKpvZanhti0bcRqTmVCZaZD4H5MIaFjeL5TgQwCHy4WtVwuO3mAtZ87kj0dB13PhMi+v0NkQUwHyZwm7mktHCZ73Qj6eNoJHaMGexzu8FzcjmkAPLWEwOtisYjZbNb5t76X45vHZ9oL5VcmjG+aptQVwbbqUa5sB4kMPvi1CCTzepRHVnBLDmpf2PGuazabldQkj4ve9KY3VeHmU0891Wl/SpHCxQs3yYMMEd0FMdn23Pl+dnbWSfEgkMz87QxSXCXVBVPysC9U+1d5vT/iD8XZG97u3aUcESU/etu2nQUxVXfq6/ScEWgzmMfPBcCZriciOgGex6kdp+6Wsu2lUqlU6q4qQXIqlUql9lYOkbcdePl2BDaaZs4F3JibmKCitsgbc+QKLNE5OJvNYjKZlHQLPL7DYJWN7mROZxfMYfm0ryCmQLI0GAzKYnVMf0Hww9ylDrXn83kVkjmcZi5TujM17V5152kQPB+s31+BfjkJfeE4vzeqI7qSCePVhtw9yfML/DoM97QbrC86TOlS9naj+zufz2OxWMR/+//+WxwfH8dTTz21c5qL1//09QKqn/vgczvt++0/+Xa0bRtvetOb4v5P3t9pX+rBgwfl/tyG/vVH/3VpY//2U//2Wo757E8/W/2c6S8uK96nb/zhNzrPAnMlR3ThqwJUhKR6Juj4dzewtn35Uy/H0dFRjMfjePNPvXmnckpauJHBLga9HGxTzK/MoByv9Su/+5U4OjqK6XQas9ksptNpTKfT8qwwHQ3rxsG16kJQmVK6HNWNzzipwfcEfKnrEoMwqVQqlUo9LkqQnEqlUqm911UHYXQmz+fzDuTVT8RDuKG0CHTi0p3XNE1ERMkTPBqNintwMBjEZDKJ+XzeccX6InERsQJ/HCRrAMqp2jovIe5oNFqZdk4oLsijtBhcZJD5liO6KSY8DzRhLo/rOYcFzv1afN8awFEdzGazAokdnNERqWNGREmLwXQcun9yM2p7uqIJ9FUfDpLdxU14XHOuq27bto3z8/OyGBjTm2zraKVms9ml99U1jkajS+0rnZyclHtzG2Lqh7smtd+I/vy+uj45oJum6fRHtWcx4uLZ9RkEl20rLK+n2GGfpn7AXcd8LujYp2OYC3hOp9M4OTmJ+XxeXO8K0tWCTqpDnovpfmopiliH7ENY5gR/qetWtqVUKpVKPW5KkJxKpVKpvZWDOgelu4gAg4vY1QCol4Gg1RfMq+X2JGSVo5YQRMcjqKSTVd9pWrm7aCMimqYpP2dnZyVdh9x3tbpkXQh2Ep7UcquqjHQUqg50DDqqCcT171puY9YTQZXyTDs4J7DSsZlHlSCN4NfhuY7JfVXPrCcCJ95rlkc5c/UZU2ZoPwE3OZO5sOJl1HefNkkBkKZpYhmXBxuqw6sAyqtI9XkXQbIAMfMHc2FNpc3w3Ny1BTHZd0VE5zljEGjbXM419QHciFgph7cHwn7uz7zwEp9bBXoiopNT3XNNsxx63rQf02LIpewLHmrfdc7kVCqVSqVSqdSqEiSnUqlUaq/FadN0jerfl5Xv62CYgNWdf0q/MJvNOu42uZsFUAgXa+cVpBEkEWzkNoKc2oYpNZSPWRBqNpuVcgo+1dzMvA4BUYIp5olWmQV/lPpCU9GHw2FxABMw0xXs6SFYN6xvnovlqTnD27YtkEkuW1+ci7CubdvOlHzWhyAdoZu7En3xMC6yx6DBP/7f/nFERPzX//e/xnA4LDlftfhhH5jbRn2pML7zZ98pZexLY/DU//xUPBVPXQkiR0R887lvXmn/q+pXP/2rt3r+q+itH3rrbRdhJxG48nlUfzEcDuOf/h//tLrv8x9+vvytFBmaDcL+QM/DcDiMyWRSZoQoH3otbYaXkbnOPfDljuS+a0zXaOo25AHeVCqVSqXughIkp1KpVGpvxTQOEdEBkX2Drl0GZnQpM72EIKK7Z1UGLewmkKz9lReXsHQ0GnUcr3TM0pErAOKOS4FRLbw1Go2iaZrOb4Ft1pMWRKMbmEBG0IVpOQhhfRq6ytO2bYGmJycncXBw0FmUj/fH3du6djoP5UCmE5hpLdzVSHA0Ho8LhCJkloNR1ysIznrloomCY54ihPdL5+aigQTW+lt605veFEdHR2URMUF+bX+d0ECg+rZcwqnHU5wB4S5+pQHaRkq/o+eQsy4YmPFUH5QHorQdZ4uw3/Y8yq5MX5G6bXk7zzaZSqVSqbuiBMmpVCqV2ns5RKwBglr+zNrAzI8luEcoIQgqeMLUBNpH4JZlEQhmCgUeU9sInijfrUCzXLYORQh5m6aJ8Xgc4/G4gGS591Qepp3w3Kl0d9P5S2DL/KIsC+tG0Hw+n3fgTUT0um4JozwHMxfRYlqJ2nEIt3wxLrqpa45qfuepNTxtBFMF0OXIKffMlUyQO5lMOvdO53XIfR3ygEEqdR1ieg0ufKm267Mt+sQUPRF1dzCfR/YHDLzxeBGx0vdyW3dT165rXWqLWr9zldRKqcdH6WJPpVKp1JOuBMmpVCqVuhMiRCZkcIhXc9G6PMet4B7dbTxWTQKI7p71BeYoz4fMsiyXDxdC0wJtAtKEHizvaDSK0WgUk8mkAG7Ph1pLOeHOaaaWYLkJW2tuVx1HzmedYzAYlFyvPiWeaSAEvZVew2G1Ax4O3gl4Z7NZx0mtOiWEXgeL+KPP6MTUfSOEpxO5Dwi/8+feWf7+2//wtysQ2vMcv/ypl1fc28PhMN718++qHp9iyoSXP/VyDAaDOD4+jqff//TGfVOpdfKgi55VuYi3Edvn537jcxvPx9zMnL3hqWa8j2UfpFkS/pzxfUE4TWjeB5EZcHpSIOKTnnqhLw1RLXB9VT2J9ZtKpVKpu6kEyalUKpW6U+IAzh2uEf1pCWr7HB0dFSjLPMGCFwQNtWPSpUxnby1Fgu8v0CkALHAohzFBON22zAs8Ho9jMpkUR7LADlNtcBE8wZDpdFpSdLDcfdPGPdWGpBQazIcs4CRYSqcv4T0X0HNYIXDEcngaEuZN9sBCX72z/ARi7rzkInq8VoFqlttdzDWNx+MCt5kag1IQgtD/MtJ9uuxifqmUxOAKAybsP6/jHD7LRMcnuOWP5zKPuOiLPT9y7flUf6KFDCV/ptmXMLi4rp95XNQ3o+RxvmbXOpd6LUh5lbp5kuo1lUqlUndfCZJTqVQqtdcieCVsEAQg/PPtCYa5nyAIwaxcyUzpQHgg0DccDlcW/PMF6wQkCD190TmfJq1jaPE6pWIg8OSibiw7F5kj6BYs1vF0DXIke92ybA5vHMbQxax7Ideucqfq3vAa6Gykw9HvNyG6zsFtmL6jbduIuIBSyr0sVzSBElNV0N3M3MyeE5n1r/0Jn1mmmkajUdme1055Dmmfzr+tGERIpa5LDJZ58G4X1WYBbHNuBWH6UtfoGV8sFnF4eNhJ28PnmLMVarMlPEUO+9KI7WarpB4veVvdZebSumOmUqlUKnVXlSA5lUqlUnsrB3w10akr+CbYR+cqtydMJowVXPaUEHIdj0ajFZdcRJRz6zgEHkyx4GkmBDUcXHoOXYKbdT9cjErTuwmSF4tFWSiQ5WNOYqa6cGeg3xc5mnVtgrfHx8edfXksprYg7NFxa21Ax2caEP1mahH9KBWH0mZoP8+pqkCE6oXl0bHe+0vvrba7r/3+11bKeXp6Gi998qUYDAbxjp99R/nuh//5D1eP4apNl/7q7321ONCf//Dz1f1e/cyrnUUeIx6Cr2/98bdiOBzGeDyO+z95f6sy7Lva//Iwlcp4PI7l/5gw71GK/dK7f+HdG7d/5dOvRMRD0PaWn3lL+Vztczqddp5HyoNVTLPDtDI6vsAw0+owIKbUFT4bQn05z6sgnNLV1IJbDDCum3HyuKmvHh530Y3vM1ckvlN2qZuEyKlUKpW660qQnEqlUqm9lgABpx1Tnh6CaRrcIdoHkZXTl7lxCaUlponw1A8RF65iAQmCcB1Pf6tsAsrafzgcFkBLkNOXFoIual2/vpcjWYvi6XPP0UtAwnpzQMvtCVM4rZypKQhlHNDSYe3l8L89zUStHO5GPjo6Ku5EfU8XOEEyQbvK1OculpTj2R3EgteXlYN1Xl+fPN0K05qoDd+PxwMkf+9734vT09M4Pj6ON8ebb7s4T4S2bc/K6+5ue+9Ha7CWcmd+RLcvYh/IvPQeBGNfyN8si/pMvQ883Y731SrHZVPPXKfWBeCu8/hPqvyd5fXB2Ti7HDOVSqVSqbuuBMmpVCqV2mtxajHhrYM+Aoc+4ExXrENZPw7/Lfgrye3WB0gIkgmvdX4uCkUgQlDCnMfumCbYZT5hle3o6CjG43GBmhwEL5fLslDfaDRa+Z65kwWECJfpECc4FvQRmBWUFcgWRCdwrsGewWCwUq99UMlhvruklddYdcL96aCezWYxn89L+cbjcQGxfeI0ec9JvQlC1yQAzvokRF4Hi5j/ugaVHyd4ofaTOaAfvXYFlOo7fD/1I5q5EbGab5b9I2czaH8G6OgclsNY/TFneujY7GvZD/H58EUw1SfTgcwZKre96J7XX8T1A+W+vuNRA+x9EvvS2neX6ev7zpFKpVKp1F1RguRUKpVK7a18IOuOVf32zx0m+/RUB8iCuHQPe1oHAdujo6MO6CQoJuQQ/NXieQIVWpxOOWyZl5PgcDgcRtM0ERGdfM4CKtq+5rplDl5dO6eAa6E+wjjWRdu2ZT/lhFbZmHuXMJ3bn56elmMolcZsNou2baNt2wKWCdoFmejY5tR2Xa9PM2b74P0jzFZ9MO9y27bFid62bQHJo9GofNc0Tfz1v/vrAt1V/4eHh/Gun39Xtc1+8be/GMvlMr74218sAKwvPQbF1Cy6DkI117f/5NsdJzhhvueUns/n8dXf+2oMBoMYj8fxto+8bWN5HqVmfzWL6XS6AvN0rfP5vPwwqDIYDOLtH337rZb9SZPa00uffKk8R30pVjzgI731Q2+tbv+l3/lSJxCmexxxAZd/5F/+yE7l/dxvfK4z80LPbNM0JUDE/oeOZL0XGLxUIMz7pOuCiFdRLe2E/r6q+lI11NLvPI7i+92D2FItcLftcbfVk5JKJJVKpVJ3SwmSU6lUKnUnxMFabTDLXMg1R7JDZIGDWhoBwdiIi+naXMRJ0M+nvnrKCeYuFtBQ6gp37nle4sPDwwKSdTym4HA47OCc28mVp22bpilAW9crKEm3nY5HgELQS2efro3wRfUnmEyQzPsiOM48p37fBZy4sKCL+af7piXrvgksyZGs+hDA129B98lkEpPJZO2UfB1f9bpYLKrlrEkAXveV0LsGEuiMpAuadah95/N5tG0b5+fncf/+7ae4mE6ncXJy0mlLfD4ZeFC7l5M+dXNSEK0PEPfts+1UfzmEPc0N+9ZdpX5E++sZVr80n89LPnG2PZ1ffSX7EZWp9vltS/3Fo3AJ90HkJ9WRXJutxN+PSgmTU6lUKrVvSpCcSqVSqb3UJlhH0CB456kv3D1Gh7Gcae7iJdCK6E5n9hQC635HROeYDv763F5Mj6HvCaV1Pe4+pXtX3xGsqvwqA+vYYUQtfQWBbu1eOXAhSBa80YJ2hP66VkFCfu5QSvsJzrMOfT8vm6dEUTkF9lWug4OD0i4I4gmaBPhrmkwmJfiwS+5MprNQ/bMt0gmueiVEXndfCOn2AYB5W1A6Aj4n+hkMBqUuvA5Sj1bMtb5NyhZB3G1zKnu+d6YDumxKFqUDYn/pC28qiMe+gzNU1C4VXBLs1rH5DvEZMjctnjdh4/WqNiOqtk1NtbZ7lfuTMDmVSqVS+6QEyalUKpXaO9XSFkg1wMCUEFwYiVOXBem4IJoAtOdLZj5OwldPoaHvuMCb0iNo0Cc4QUjM/T3XJfP58hieioNOPjrlCDgIt5W+QY5gh0JMByKg5+5h1auAqupKZWQaDUE/pYwQOCTU1/UK0BDeCsaqrmqAnNCYLm2/Lm3nbmfmdKWj1+tSLlkPMtT0nl98T0REfO33vxZt20ZExFd+9yudNqa29dwHnyv7EQx7Wg7dg6/+3ldL2yJAppueZVRZVAaB89sWF3WkC15tialjGDQ5OzuLFz/xYgGW+jk6OupNNUJ9+0++HREPweIzH3jm0V3gYyK671nfL33ypdKWmbbinT/3zvL3N//om52+TX0X02Lo2WR/wgDgZaT0GIeHh52UMp//zc+v9FkqA/tmBcHU/2jRTu1DxzJnZETcPMitpZ+4qTI8KVDzMte56f8vm/a7yrlTqVQqlboJJUhOpVKp1F6KUFLi33SZEqRJdGlyoM/F5M7OzgogJOhrmiaWy2VxguqHsI7AUbBRQIwuSzplCUwIyOiKVpoI5g4VfNSxdGwdlwtICULO5/OVPLlKLeG5jSWm4hDsc/e3XMFc+I/3S+VjrmI5knlMHZf1wnsqgKr6lHQM5jzWva3BKMJpd43TCVtzfOse0B3cl1bDNR6PO+3SgZO7Nt01rmvn/WFdOFTnvayl3xiPx6Ut3bb43Oha+WzXco8S9BNE7wJbuBhbarPU5/B5UZ3ToVuT76f+1LdxR3JEfdbDthqNRiVQQ6msBMLsczjTYT6fl/cDFx7VNem5a9u2/F2Dujehm4bYCTe307rULLU6rG2bLuRUKpVK7asSJKdSqVRqr8QBvv69bkpp30C6bxq2O051Di6mp2MxnzHTFXBKs47pMFd5lAkYCCH0Q+DBfL6eGoEpLHg81hvL4tCR6QToWK7VvyAtQaiO7/mN3dHnuaf9fvFYEl3N+hHA4TmZ09lhk8pSm2ouIOsBBX1HMEx4zLaosmhq/CYpZ7SOyftfA72z2ayTX1rXoXK4vD2pfRCMUfuQ0kKS053PFcEwAx26Hx5QEKTclG6BYmqa1GZ5yho+c5tyhesZcue8b+OBKuoyEI0L91G+2CavwXOosx8S5NYxIqIEsthPel+/SVeFhAwc3SRETrh5fdrUJ2c9p1KpVGpflSA5lUqlUnupbQbJ64AQB/Y8DkEyP5er2NNkEHgRxBLkMqct3cueD9kduXSSCkwIwgoqeooKOppZV75gVEQXYBKCezlYnwSy3F9ysMk0IEpTwXIwIOAOQEJVQpujo6No23ZloO0pD/w7br8OXPtnzL3rsEywSNfdtm2MRqP44m9/MZ566qm4f/9+PP3+p1eO/5afeUv5+4WPv1DOwRyyX/7YlzvtQi5HBjm8vvtgKt3L+v3Cx1+I0WjUAf7n5+fx8qdeLsciXGMwQD/D4TDGPz5eub6Ih6kidD3Mae1udzqlBZEJk/Xs1RzjTCVQcyarDX35Y1+O0WgUo9Eo3v7Rt1fLqzpLbScGudgPMAizTt7XHRwcxNf/4OudwE2fO1znevETL5Y2+baPvG1jmfu2IUj2fojPF//NPoltWSkv9L5gu/RZHut0HTD5pnUbAPsuaZd7vy7YmnWbSqVSqX1WguRUKpVK7Z2u6tRZ970G/YTBglFc1Ixu2BpMJnDUMemw5OJ82oaArM+hJycdHbmeB5jHY525S5DnI+CuOZZ5DJ6LcE/lYnkFwQVWhsNhdWo5j+8ASvvrWuX443XKmVqD2zq2f1aDyYTs2ka5rX2/Wp3KLc3F4rZRDfgSIKuOeVxBGy4O5ufjcWt1wvtDKOvnJehnuoHhcBjjqIPkN954owPVeE08P+uSebr1myCZ913wUfee7ZnuZS97n/qCEKm6vC/x9ld7xim2MzqadT/XOZF17xk4uIo8XZDPNOA18bln7nx9rjbPAIq0DRxmH34XHb53rbw3JX/HbLM9UzHVZhqlUqlUKrWPSpCcSqVSqb3TYDDogEXPQekDcaoPMNYG7A5KuMCaO5QFELRonS8Gxyn47voVwOMgUdvWnKCcXk0wzW0EJAn+eB7tqxy07th1ICegSphHsOy5fnW9w+GwAx31o/s3Go3K9RKM857STc36IegRqFdZ+gbbfWDGHbKEYLo2Qk3BXNX9cDiMpmlKagu1g9lsVi0HpZzVdJ8vl8vOORzwstzrftx1TuB3enoas9ms4xp3xy/vA9sSc4Y/H89Xr0vXTkDHNu6gbrl8uOjjdDqN6XS60rYF6Oj0Z8CjBiYJhzeBfQLu1GbJkc5UPJ7uok+14FfNCez3gtvoHLumMKmJwSovJ4NlDLjpuVB/y77ag0vsu2rpdfwaGRRLPR7y/6PU7m0t6OV5/VOpVCqV2nclSE6lUqnUXokusIg6GKbWDb4IMAi3Ii7cdMyfSyDHBeO03/n5eVmc7/j4eCU3rfb19Bb8jqBULlHBCqZS4DG1YJ3nSFa59G/tIwAk4ElI17ZtB5A6TGZuUQeeEVFSbgjMaBE3QWVBZL82Lmont7UAoo7FfQhtWAd0atfuM+93X/DAQZaO70BVdbRYLDrX2bZtqeO+Bcde+fQr0bZtzGazjoud0+GZr3oTLHOXpucV5mdaMMyhMOGc565lnfM+HhwcxOd/8/MrQFjPjuqEcJHQTdfLcgkk0x0v5zUdxYSIm8D56elpAX5f+K0vxHg8roJK1sNNaPZXszg5OYnz8/N47oPP3dh5r0PjHx8XN/rX/+DrK0EOfa5gEtNK6J4dHh7Gu37+XTud98VPvNg5RsTV4X8t3clXf++rK2mI+FvnJTyugWR9zr6dARV3cbNdJky+Hu3y/4JHqb6Ad0Q3sMbUT1cNkqRSqVQqddNKkJxKpVKpvZK7dQhiKf67BhlqENnPEXGRo9PdnIKIBAoc9CuXrbbXeQS+fEE7gmpfwEmwlXk39fly+TDdgZyl2paDU8I3geimaQp81vUJ3Ko8XOiMuaEFRwUhCUUEVgeDQTRNU1yKgv+EkPpcqSoc4GlfnYfuZjpiBfAFHwUR/T7zftdgsjsjee/9Xuv7xWKxUh8CybonNfmCcvP5vABW3WOH+XL2MpCie6V9GazwIADd53RFsi55PP4Q3DdNE6PRKIbD4YpDVNK2fdL9VnlVHwLJ8/m8k16mz6HqzxDBOV2kdOQzwONpCW7ajSxoftclSB+xeh/k4qc4G2NXMV0E++TrlsrOQI/DXzqNPQjZ1wdHdN8nfE7YtyRAvl5t45S/Cfl7x9sPg6oMAnuQJpVKpVKpfVWC5FQqlUrtnQi9HBhGbLegUZ8jlW7GdWCpBgm0vYCnAz6CLTqTI6LjPOWxCE7pjHZHnNyhHCwLgnBbDl7pWqVL+vT0tIA9llvfaX+mEmAOYdWJu1C9XgVZmf92OByWcng6BL/Xh4eHBYhzET+Be5bH75v/rrUJgWyCcj+WtpGzW9cqKDqfz6vt5+///u/L/ZnNZjGdTjtBBN4X1rXSamg7h9r6niCZZaWTXsdkagt+znyx+lznIeDgQmWscwdrEV33JWEy2yjhLr+rPY9ywHt52TYZlNFni8WiAEk+X2qDN6mbhtePQgT9DC6obj2ooLa7Lmd1n7Qvp/xf5jibNJlM4ujoqLQv5r5nQJHOeS1+2TRN3Lt3r/Ossc9lUKP2HrqqE7nW5z1u8sBfxOraAOuCUPtYL56yxf/vkEqlUqnUXVCC5FQqlUrtneiAlHOHbp1tB4w1mExgKUDBFAq1QSrdmoeHhzEajTqLl+m3yinQJ5BIKKFjEn5xsTI6KlUWwS93asvp2ee2dHis8uinbdtSn6onukQJxh0Q0mHs7lZCZwI8QRv9dihlGG7rAAAgAElEQVTu91LnEETWftsEAPrahYNLidCCn9PxGhGlzofDYZycnMSDBw/iE//nJ8o9ZF1q37ZtS0oRrzc6INk23AnM9ldzHvPaCFkdHHPBRaYh4TEEYgnw+hyXqjMFC1gm3ScH4nS6E975fdEsAJ2PiwDyXHyGdRw+Q9rmPb/4nmqbeZR65gPPxDPxzI2f97pVez4ODg7i3b/w7ur2tVQS2+oq++6id/zsOzZu84Xf+kJ5hufzeQHDTdPEYDDo5DmXs1mwWX2aB2Hc9byrfBYGj8nP7zKY5DX6GgB0e9faZV9973Lu64D8fcfh/eG1XKasqVQqlUrdhhIkp1KpVGqv5GkH+txGUp/zmN/zd8QFtOMiSuvKQ/g1HA4LSNaxCKEJU7kgH/Ph6noEH+WQdACmaxN088GygIW7Q/W352v2VAty2Qr2EjyqzmqOZO7T52hW3QkEEyZrKrwDVx07oguR9cO0ENrXnWrrBuJsC4SUDiMcBi+Xy5LKpG3bDtCkW1y/+5zjuj5C2Vq7rgUG+FxwOn7fdbItabHAw8PD4kQ/PT2NyWRSykRQzvrkPfFrIvhl0IH5ppnypGma8ty5896fTx5Xz4yeP4Fk/vA5pTNeMDwBzdVU65f70ro8Trp3714JXnH2R9M0JbWP2rxgM/sZufojotOv8+9d5BD5cXYms//gOyqi208x2CvV+pVtz6nf11WftWOxjThMTqVSqVRq3/X4/w8wlUqlUndOBKa16fG+7S4DMILndfCZaSh4HoJPAVmBBjlmh8NhWdxOEFQATxDU0wLwmvUd3aUqF8+/XC5LugN30kZEccIKHBIMHh0dxWg0WgGgkrtlVSbCb0E9DfAFtn2qLkEKB/1HR0elPvrug4CB0lzUgKP+did33zHZZvxviveJcJkpJA4ODgqQr+XjdZcuwb/fb57XRXhNd7lvr/O6I1dtj7lgfcE+lUl/s/0JGtIVyHvDdkmQzFyznq6FqRH0He+ptw22c69H/jDVAp+l1NWk9sy6ftzFIJn6CQaQGKyh817vBAY2CEI3gcO+PtHlx/DgU9+26767bdVmLygYGbEKidUHMAc8+7bLpo2oBfK2CVj6vi7un/1SKpVKpe6iEiSnUqlUau/EQaEGiTWHUd9grTZIJjCsOVkdnAqWSQIFBGZMDcFBr1y3GgDL0ar0BgSUXMiN33EA7BBd5Vd6CEJGfU94qN90bo5Go4i4SFPBfSNiBX5K2rdpmgKS/ZyEug5VWV9ymfEcnlbCQTLLxAE5p5FvCi74/V/Xjtw9XAsyqNyEmgSdNfBACLoNNCIgpeOd9UUIXHP8Cv66G84d4hIXjPR6Z0oKOn75ecQFDGZeYl23ADKBnFQDNg6l3Y3MBSvpelaZv/p7X43xeBzHx8fx9Puf3ljnt63v/Nl3YjqddvqWyWQS4x8f33hZCOb70lk8Lnr1M692ZpT4wqmaKTEajcqz4AtTMjinZ4DPEp9BF98PUl+wy/fr+2xdP+fb7YNYjw6SVecSA0gRUYX2/L3Nubk9Ayf8f8G2MNn7MP//zL7UeSqVSqVS2ypBciqVSqX2SgRyEdFxeWlQvgn+bSMN6N1Vx4Gew0LladW+bdt2Bvia7i0wNhqNSvoApZJwuMr0Csw9qvP5gmr+txyCyndLCC7g6GBXjmJ3cGpQ6wNxDp6Pjo7KtG7mBdbgXpCPUJODcF4rIa27vwkKl8tlAdi6XtUBB+Ge8mJXmOxBilruXYJkn5LsDtma65jn8G28Lrit7q1Se8j5y32Zu9phMY/H62XAguCrD0jzXgvmEBKzXnidPKbKpzagdllbuIzlHo1GVVjPQIratuqp5lqXk3vf9eDBg3jw4EEB44Jp47h5kBwRnWf4cZa7Wb1Nq40pGDccDlf6dTruFfDzvPDrxADqJgi87hjcb1MQdh+AJp9pT2/Eftj34buIQVkH97uWJaILqrl47qZ3jIuBaofb+1D3qVQqlUptqwTJqVQqldorMdcqB4RSbeDlf+8y6K45HwWxBLtqwFkwj1CKA1qCZHfqatuI6Cx2RgDBnLIavDJdAUGxICNzHHPxOtWJXJoCIbouwmAely5fQV8BFIFrB63uqtb53Wms4xF+EwYSVsq1Oh6PV9xhcsDyOrxN7CKH4Lqf/Lx2fHedMSDR55AX+O4DyZTK4sfRefwcBOoE4ISu+o65tnV+1anuAduo7o27v3XfeD0qd999IUzmdTF1BvdlgIdtyGEygyPc9i6B5JOTkzg5OSkgbblcdqD9behJSGehfOjMRc7+gHnb2d+yL5M8OLfNu8mDJdu4mNcdJ6IOX3c51k2IszgIlBmg43aE9XQkbwLJm6659n8I/XvX/1ts+nzbwGcqlUqlUvukBMmpVCqV2jv5gnMRuzmotoXJHORzGitBlmAa3bP6XvmJJYKG5XIZk8kkTk5OIqLr1KSTVSCZ0FKfjUaj6gJ4TFch0CcwTLDBATeBnjtT6fYmRCRs0D4CKHKHEtDRPSdIqXqku5cAQOXVOd0VK4hzcHAQ4/G4Awq5CNaugNDBgLt09TlTf7hblo5Bb1MExX2i83xTWQmNa1CoBqTpziPcVjuTeH7ej4go7npvD9qGKWh03YQ/Nfd53zXyvnsbZv3THc1ghrct7cN7oKDOy596udTFW37mLeX7lz/1cglOKM/58fFxPP/h59eW/8F/fhBt25b2qvO+9UNvXbuf65VPvxJnZ2fFjfzgwYOyqNv5+fmtgeRaQOSu6zt/9p1ynwWMFSDhTA4uBKr+T300g576t89c0PujL41NbTaE2rCew75ZMpK/J/239xs+y+I6VAuY7bJ9zY3MfoT7qH50Hzy1ha7Vg2SboC2/93PvIp/R4Z/7ddc+T7CcSqVSqX1VguRUKpVK7ZU08NLgvDaY8s/6IPM2A0ACEk495XR/QVGWj4spcYAu0HB+fv4wn+k/wE+eT3CBIJkuUQELgWQ6jAU+zs7OykJ/Ahg6PiE4naTMS1wbIBOgOEQmSB6NRmVat98z7ivQJ+Coa2XeS5Y5Ijp1qs8Hg8EKwDk6Ooq2bcsgXFC/Bne3VW3Ar3uh7wjGHeps43pzqLmunF6PtfL2gaPauQRG1S4Y0GBQhe1T981BsPZle/I2rL/pSPb6qbVFBkv6AB0diZ4bmdPc3WWt61N7cTC7WCw6P1y4b53ato3ZbNbpJy7j3p1Op7FYLOLBgwfFkcxAl/Kyp64uwWP2pUxr4c8H2xv7eUltk05lPXMCmhH1Z5Rw01PeeKBpXZ/BPsHBNWfXXLcDdhtAvs32tQVL+be207ZMe6E+kjmtmet6W/X932FboNwHqx1S65jr6ihhciqVSqX2UQmSU6lUKrV38sE8HZVS39TTbcCcy91gfdsKcOl7h1+CbXJWCi4RPDBNAsGn4B2n5cqVzFybAmxt28ZwOIz5fN7JoUoYooGo55Ot1ctgMOgsKEjHl7uqHIoQ8tFxLQDPad90rbLu6EIV6JPDkzC8lmKBuUc3tYFN91//VttTXmuJ6TTcBbjp3A5N6QzvK5euk45rLwOht47PY2tbunwZLGH9uyNZ7UJ/c3q5ysJyCa4J0HIRMpZH982d9YRADoe5uCOhEyGT9m/btgOz9T1TYDAti98/nbsGm2tiua/iZNS5FUSKiGiaJsbjcfl9G5pMJiW48Ljo3r17pQ26c7f2XLAN0f2qfl6BCrVjB9EuthN+r76b7nbPO75JDLhQau/6nturTPz3Nup7ZzpQ7QPoKpcHn/SZ+oyIbpCX9cfr0j61d5jX4yYoH3EB8vWMM1hUqwf+u/Z/i9q/vZ4ep+cslUqlUo+fEiSnUqlUaq9Ed+tgMCgDc1/YLGL9KvU61qbtNLjkYNRz23qeSU6t53m03eHhYZyensZ8Po/pdFoGx8otLJBMAKbrZFkPDw9jPB7H6elpjEajOD09jbZtY7FYFIgsUMdcs3SeSYRnNZedPne3p8AypXzPPoDX/nTzMRcv60mDe78PBItyDLoTjUCeTuTLqAYVCKkjovxmOT3Fgh/LRejBdCB9ZeFnhLlMraEyEFqyHtheCY6Wy2WBvzqnwzNJIN+BPoEbwTABKNuW158CBfoRNGOduPuT7mfmRWVu7MViUa6BTn8uMHl0dBTv/Ll3Vu8TQfJ7f+m9fbdzRYR+fcd+9TOvlpkCTJWhdBqqW/UVEQ/7gKZp4sf+1x/buiyPQk+//+lbPf+j0L2fuFf+5r2R+ExERPzov/rR8t1XfvcrZZvFYhGz2ayzWKT6MQ+ySWzHes9FdGeA8Lntg9E1eQCq1jf6DBvXrjCzFlitQWT/zUCPpz/yhVz5W9KzrXN6eRgIYh9DZ/C6fpcwed29WBeA3gSUa58nTE6lUqnUPitBciqVSqX2ToR0NYi8zvG3CeZFrIJhAk0OcH0QTBhaG0xyACxQNp1OYzgclhQXXPBO59Hx6ASNiALuBJUEkuVGFkzmuTVNm+CQoJkL89EZTXisfVQHfp1MneEL3BEUCnJ6rk+mVWC9yt1HsHh+fl7qjI5b1YfgoD7vyyHq4j3Xv/m3YCtBdi2vKKFq7VjaRnLoTYC0rqyCU1xEsXZ838//ZpDGt+0rNx3lvN+S7rUgrq5TebTZrtT29HzMZrPi5lQZPA2K0qkwzYRci77gI/PdMs3FeDwuAYh1DmPdx005nWv79UE7ic9H375sHyrrbbmQnyQpDzVz6hLo+n0dDoelH1Q/732avu97tt1Ny2fA85bX/l4nbidw6nnetZ2/V3c5D6+Fz3gNhNYCXgTIfWkt+G7Ub8/DXhPz6fNebgtpWUd8t2y6n33H6dMm0JxAOZVKpVL7pgTJqVQqldpLrcs/y8/6pouucxvVwMA6QOxOVX1Wg5YCWUdHRzGfz+Po6Cim02lMJpMVgOQ5LB1acEDNa/MBK91ShHQCnIvFokyL93QAnhaAdUD3VW0Q7XVQc7Sqvgmla3mf5WoliNS1yonqCwjqe4FGpkZwZ7TfK9blurbCa+7Ls7kO0tTOWftuG20q3zbf9V1r3/OleuPiggSdgjoO+gVemDZAnzHPN4Md2k7wl4CYcI3tgPs5gIq4eNbZJtYFG8bjcSfQs6143/vUNE013QAXrtS1K+VCRKyF06nrkQIWCsZ5kMvbjPovPU/aV/up3fu968v766qBxcv2GXQnu9Y5aXc9T18fG9GdnUCYTIDMGQTcn+9Ff3f3AfeIbhoMnU/3ie+G2r6169vFJez3va+e+b70a9sErlOpVCqVui0lSE6lUqnU3okDqhqY1Oc+UPVjrBuA1WBS30COZek7vv5WnmHCXOYu5qC2Bhb7YLJP+6WYa1Z/z+fzODg4KOWJeAhLmqbpuDlrg1gC4U1TeR3A923v3ykfdEQXJDO/soMFOj51LNWvQLIAj0BBX1oUXkMfTN7GSebOOcEkOo2vCml4nMtChVowpG8biQDKgyju3KfzmPdLQM1huyCyPw/aTlCVbZJgpTYFXillCPDYlvv6EqovLUVNr332teLG3gYk96WHYJqLx11KIXF8fBxv/qk3X/o4r332tVgulzEcDuOZDzxTPn/9T1+P8/PzGI/Hcf8n7299vHs/cS/uxb1SRrrra8+w+ha1RbVV78f17ER0Z8S4O5cBlXXtaJc+YF2fwWvqC6ruIvYvOiaDJnQdsz6Yi5wLgfK46oP03vAgqsN+plPiLB86nhnE3Paa+7bxtsF3t/olD3j5dXkgjtd3lX4/lUqlUqlHoQTJqVQqldorbeOu5CDYB/k+kN3VrdkHmGv7OnTUwJWOyYhYWQTPXcY+Jdi/00C75uoimNW5BbF1DO3fNE1xWwq+Ms9tn1tqnWvKwck2AN/zQTvwjbjI6aw0BBp0ex0JQMjtKbgkMM0y1gbkDpF3hcmsY9aDrqumq8JgnfMyx9t1W9XJuhzlBOpsm3QkKzUG77/aLI9B4EQAo/N6G5AbNCI6+7lTcV2Q47Jy13vCns1ieoKrSKDX+yyB/V0d5ZQHq/oCY2q/Cmb5DA7P787fhI36LTc0z+H77drGNgWQ/P1zGXm/WYPJdNzXQDJT2XjOY7qROash4qKP5XtH2/OZ5/l0vYvFotT5ZWFtn9NY18xgqM+U0Hl5Pf7+r72TU6lUKpW6bSVITqVSqdReioNCad004D7YK3luVx9krtt3G/l0Ww0i5RCezWZxcnLSGSx7HmYNqDddl7YbDocdCKx0AcqlrHIpj6fKwvzMhCQ+gNUAWG6piChTgyWHJwS+uga6w2pwxu8D64LXqLr1cwuuK2+pQJIAY60N8Rp1nKs6funKZS5O1YmXoQ9q76t432rPItsA7w1hsIIcAn4R3XvhMFri53QWsu3yh8fywMtlgZlLKSkUBEltlnIRXwX0RnQDZJT6gKukAxGE3NTWta2DZH3PFD5M8cJr8PQtfX1DXxCnplq/4n/XnjM6o32/bfslXpOefwVa9F50ly6fVX8vqh9lHn938up+195jrF/2G3wXXTYo1ydP0+HXqW347mH5XevybKdSqVQqdRtKkJxKpVKpvdOmQVNtEO0DYB900xXJwWNt4EwYsI04UKQbTekbuKiY3LNKMeFwrC+9RG1ArdQUgs8aVDO/qsrWNE1ZhKyWl1ZieWrXT0cZ3aoOkb2euZ07Q/03r4+AhvmOed9YF/xeALpt25UyO8Bw59q2997TkOj+MKewOxMd2HhbkvYNHhAS14IydNcRHnN/QTXPj1yb+q6AAGG0gjDchiloCKR4n1VOBVuuQ0yp8M0/+uZKvaRW9exPP3stx3nbR972yI7fB3Nf/MSLJV0QITP7TIl9oYJ3bBts20dHR+VdUQt0OOysAWlu2/ed/l6XaqGvz+mrE35HcKtZAezb9fzrfVVLZ6MAovatQXaV12ed8J3DYB7fmSoXz+398WX6XQYi1U8Nh8OV+me/SCjOMjhcZmAjlUqlUql9UILkVCqVSu2lOGhyp1Ft23Xbe0oIH5DVwNI2A7eau4vuU7nQ6EimG5jggQNdlckH4oK4w+Gwk9+YDjC6kjmoFsATxGP5a1NrHcBp8M/BMaf103nG+qOzTNvrh+5rQkVek6ACgYH+TciouhuNRh2oMJ/PYzabrdyzdXlKdx2w63wOPQU7VDe7uiR3AdqPSv7Mcdq4A6ia+1rXzpQWCmjo+ARbfc+4w6aI+n3yZ92h2aMCMp5OI3V3xXbtANXz8UZEpx+TBE3Pz8876RS8b60FtDzFBc/PMtb+3rQ9z++zaLjvZQNaNTirPuHw8LA6+8TL5s9rDQrzmviu82Ak+2W+X7fpcy4r9VFKHaXrqAUb2J/Ste2O7AxQpVKpVGqflCA5lUqlUnsnDtTXOaBq+/XJ3Y4R0XFHXqc4QNe1nJ2dxWw2i9FoVNIucGDrbiXto/Kdnp7GcDiMyWRS9tH+vmCRQDPdXvq3AMd0Oo2Ii4X65O6i207lIjy+d+9eB06rDglDOCjWdei8El2oEdGpB/1b3y+Xy/Jvuj7pUCb4IajRPReQ8OncdLRucuXVxME/HXGqb5Vj1zZGd1utPOu+u24ROhGQEZbTbU7Hn/ZXShdto0CAuwx9mrr254J6So9AB7qCNnQn0/HJ9vYooIxD7tTdFoNzksNJ9Ufch3/X0inpGMPhsLPAHPu2ddCY/64Fpmr9DPtED1jWHNC1824TVF1XrojoQHIPuDEAyXcQ+3T2AdpWfW1f+gfOTtG/ORviuuSAni5olY3v5po8BRWvge+5VCqVSqVuWwmSU6lUKrWX4sCyppoDuA+scZDHAV7ExYJgV5UDMUpAuG3bmE6nnQGluzcFKrTPfD6Ptm2jbdsYj8fF6UQI6yBZoFqDbJ1Pg1pCN4JkDt4diirf8L1798pAXvsSWjtIVt1ygTWBYQFYv0fMMUmXHqclR1xAXK9vAmOm4tB3nHbtaTZ2Edsoj6Pzq87Pz8+jbdutz7GuLdXO/6hUcy/S9R4RK/BY3/Ea2Da93A52/Z4SNDFQMhhc5ARfLpedxddUZi7k5SBtVz370rPlGRgMBtG2bbz+ztfL98998Lmdj5naTz39/qfj6Xg6IiK+/gdfL4D33b/w7rLNCx9/oRqUYCDMZz2ob1C7dPe8/9AZ7H1YzaW6LrjkgJNl0u9azvJdgWutvCwP0zgwoMR3D2fXRETnmedz7BBZ2/PdTnDMFExXldcf+0n2M/5+1yK37Id4v09OTuLk5KTjRNasllQqlUql9kUJklOpVCq1V/JBHgdq+u0D6U3AjYNzQkqCzl1VczXWyqEBunL1DofDmM/nMRqNirPTXW/aT/vMZrOYTqdlmvRkMlk5LwGFBqsCeMPhsAzEBd0iLgC3XM8ODemea5omIrogWe4pLewXEZ3py4S1Op+g8GKxKGWk24zAw6cf+3RsAmvPg+m/VTa6Rt19fRWYLECi6x+NRiu5QLc5/rZt+qbE5433tAbhPT2JBwaYK5bwhOKxI6KkcCE4IpBmWhY9H4R0DIKwbLtqNBqVtCkRuzvMU3dT7jr2z/07PStq6wyIsR+L6LZFHo8wldsRXPuxIroLnxJCa/u+Z8/7QIfW28DXTQEa7s886gxY6nkmCFYZtD/rkf16DYTrHapZM95/rSvjuuv0f7trmkCZLvOjo6MYjUYxmUw690H7qC4U2GVQgv9OpVKpVOq2lSA5lUqlUnuhTU4m/puDzdo0YE4h5uBbQFff0x27jfOqDx6rHOvc0BzgE4AtFouSZiLiYlA8GDxMKcHUEWdnZzGfz+P73/9+uf6Dg4OYTqexWCzi/Pw8hsNhHB8fd1y8TBPhA11CdYeGKr9AdESspM1wuMEF/TR4ZhoDOvVUBwKDhAlyMNdABqEF73UNIAsAKiWIppS3bdtJk3Ed0Fag4uDgoByfoFNa54Je5yrk9a+DQdctHrevjbt7sq+9sc3wcx4r4iLViYIiAvN9daN0AypjLUDgwHsXTafT0l9ExLXMYkjtv0ajUfVzvTPceeyBzsGgu8gopb6Os2L0Xlr3jtN2/kxFXOTld2DqkJbPAoNC/l3f+V06hs6t/f2a1e/rOgmDtV+fy9cBs7YlkOX9EJBn+VguB++1Oq797aqVjQFc1bsW2WWqKIfi/k71e5NKpVKp1D4oQXIqlUql9kZ9LsWIVaeUBme1QZY7WDlVVr81kNX27uxaV8Za2XyfWq5UDmAFGJnyQI5Ld1/KZblcPlw8jlNddR26FoFkus88/7Cnfui7PpWLeR3pbuZUae17eHjYSZVxenraceZGRAcIunuOoJ15lVlHfl0KBvSB5KZpYjwel7qku/a6pjvreLzXam8EkH2//Vh9z0HNxeauvutUDbLU4IbKFXHRvtRWHBSz7TBFi2/DIEbTNJ181+5+Zrn0vHvghtfypd/5Uuf4Aj99KSq+9+7vXaEWU3dVz3/4+ern7DeZ8oL6yu9+pQTpas+Qcosr+OQpEdiOHbJGROc9wfeNPvcgFp8b7ztcHjxi/7tOXu6+/WrvTMpBK9+BvqirnmOmcNK2fi5/B9dgd+38qjMdgwFM/38J+7e+9Qt4nlrfybQY694VqVQqlUrdhhIkp1KpVOrW5YOpiPWDJg3iNg1E5biVfNBIFxXB5qZy1srYN2Du24dwQGWQA5nToflvOZLXlVGglE66Pmgb0YXKXk6CZDqSBd58EO330Z3IPKfXN49TS7Ph+/Jzd1fTBTscDmM8HkfbtmUbueZqi71dRX5PmdKD2+j3uvZbgwd9LjZtd90wmc9Z3xR6lofBDYGT0WhU2i4hi88WqLVJpqYgkHanJQMDBGjMw00AxbrysqdS24h9SZ+Ugsiffz37TAvE/oLPiKdu4fk9IKO2L6d0DV5LtdQs/kzvCjBrTuY+SM38x7Uy1Ga9MIhEyKp+kEFXLeypmS3+jmewsu/6audn3bD/8Gtliim5kBl4rQW//ZiboH0qlUqlUrelBMmpVCqV2iv1gVoHlhEXrqpt1AfuatNlPbfhNmWtlccHhbUp/Jzmqx+BODmxNADlAL3mpHW3Kj+nQ9bLzP3oZqOTlsciqKXbyp3EvEZBZQe9HIj7QN+Boc7v8IFl8fQJcrMeHx+XbSKiuMFVT1wgTuepBQr65NuyHdTSW3CfTW3M4b/kOagfhRwObZJP66+5gd05rL9r4MaDFYTJXLxR8qn6Asp9ZeXzlnmPU7uqr21FdIOZgooCm+wr1Zdzv5r6Ai/su3jMdYElfl47prRrUIrPbC1VRe34PmtA16TrUXon1pUvrKdn3VNZKP+/+gr9TWe2zlN7n+u3+gh3dbOfU53rXk8mk5LOQmsM8D7V0o94Kg+99zNHciqVSqX2SQmSU6lUKrW3WufuJTCsuYpqLqZavkZtG9GFZT5o9GP3ldNhcs156bCcg2Mt0uQ/njeRg2Ner6bO0i2nQb2Ada1OdQ7tx1ybfu2cOiz3GGGA4J1AIQE575tDQoeOnPJNt57nk+T1+zGPjo6iaZqO2ysiysKHyuHc545WuXZx+ur66Uje5HZ31UAPy+MQelf34C7aBLod/nJBQ5aX8Jifu7O5dswa5NfzUqsP5p7l88O2o/vK526TXv/T14vj85kPPLNjTaZuUt/5s++URT2ffv/T13rst33kbRu3IUhWPzSfzzsBIAZD3JHqx+JzwVQN6tfZ17rD2Y/F3wKYnhN5276Ex/Mg0LoAneqA7yfOatD+HuzxIN3R0VGnj+X7lPVBiOx1U3v2+R2hrpfRoblmYjRNE5PJpABlXjfBtv/fxCFybWZOKpVKpVK3qQTJqVQqlbpzqqViWAf6OMCkuMgb0y0QTNemCFM1NxcHmvrNwTW/U9k4sNQCdHT86sdz77ZtuwJodW01SFsbkHLArPMKctSgeQ0IayovIfJgcDHVmnXKYzC9BMEic216Xk8Hg2wLuoeE3E3TdOp9uXyYa1rToFU+DyxEdKdpbwOTtR3r2oGp13vf/Vh3Ph1/3TpnERQAACAASURBVNTs65Bf97oyO8jnvWN+8ojoQCbWV21RRpaDx1NqAB5XYGY4HJYFzHRcAT22Xe2n4MkmzWaz0q5S+y2CutsQ25lgpwIf6u8Xi0Vnob3aO8OBpr5n4C7iAlDqMw+6rntGfebBZZzI/Js/fTMqdB4PLBHyMvhJ4C74zf5DwJmu5rZtSx3rpxZMrf3NzziLpvYeUzkFtpVSaTKZxPHxcYzH446juhYc1DE5c4b/P2DA9lH2+alUKpVKbVL+LziVSqVSe6VNwI1AlANl5kKNWHVqOUxwVxFTWfQNsn2gq+P0DZaZ0mE0Gq0M4nVMlV0DXeZ41DkEInhsAlqWWYCCg3lOeXZgSmeYgDAHvTpmRMRisSgwruYmdbBL97SuXRCO+SIFWHROgXNdGx3TEhcy0rlURgIDz4WswX7Nper3UNe5K5Diffa0CWxPfYBFqsFkghI/3qOQty+Vq+aU8zZJaOMwmEEaLeDIe0o3vgIs0snJScxms5hOp+X+LJfLkpdWZdHzr+nlgsAeLBCY2qYuUndD7j69zfPTIT+dTuONN97owE31bYSVHkwhSHZIzmeglnpBfSDTJkR03yN6VrepLw+g8n2q8/BZ8b6O37G87DcIUBVY7OsvlWvaU1kwNYa+W+f89v6NfZLePXSPs0wMSDK3u2a+qO9h0MuPsVgsyvuXs3gODg5KcKxt22jb9tbadSqVSqVSCZJTqVQqdeuqwZk+yNYHcghz6Wp1gEfXrru9uF0N0Op4LIMv2kZpoKhBpA/qdR4Odtu27cBclVOf+cCV10jQLZCsQaiX3V2z2pa5PAU4OGAVwHCQzPvAtBV0zel4p6enxSV8eHi4Mv1YdUKQqLJx4M2BOutS5dTftQWd6E6V+DfbkQcSNokwRfdJMLkPCnNfnt//7jv/owacPL478RwQuauQvykt4OiwRos5+kKZdDXPZrM4OTmJk5OTFce7ykXgIjClulRbEjzTc/z1P/h6J993DRhtgv+PWi9/6uWIeFh/b/3QW2+1LMMvDkvfOfvR2bUf/1t//K3ST22TToK6jhzib/zFG/H9738/lstlvPPn3rlx+9c++1onZYX6XbWlxWIRJycn8cYbb5Tv1B8yHZDEAIc7Vfk8+DMQ0XW3MhjH4BvLsO3sGz8+v+sLlnogit9JfFcPBhfpLlQ+9RGeToJpPiIi5vN5tG1bnm2+u/lMs/zc378X5Od7RvejLxCt99VwOIz3/tJ7q/X5d//x78q7VPuPRqPy7vJz673+4MGDzvstlUqlUqmbVoLkVCqVSu21apAqor44DuXQb9tBsOSDQz82JVBY245Tj2tTVrn4kty+ShHBfd05K7cWp/PWnE4Ee+vqhNCS8FYQmsBNx/Lcvz74rkHG09PTMiDXd567kqCaZXUYojyU4/G4A41Ul6xzlkOpDwihvW50HHdxb5IDFW8j7iLe5lgEoKzL2xbvr4N3tjfet4iLtq974xCY6VIYXCD0mk6n5YfPiQIuR0dHsVgsSk5agR2lfPFAh+6Nnid/bgl2Uhfi7IRHIc7q2FXXUaZav7lOClywn+T+ChgyV7IHwSi2NwfNdBPTnewBUvaBul9M69QXsOW7x8vT5+it9fub1NevcZYR67KvzWk79QtMncP6Ujn7nmXeL9Udt9e5+R3vg4KUvuity93m+u0peJjSYjablWCzp+hIpVKpVOqmlCA5lUqlUnupdRBNn3NAve4YFF1EPBbdSO7+3JQ3UoNuHzRysE0nMqGYoAIBF6f1C74yHQA/13dyWXrdeVl4/Q4Cz8/PS85ZAREHKSq3u+FqTrjhcFhAr0NVXbfOS6eYBuHuBl8uu9O9NdgmENbx/X76dTRNE/fv3++ATIc6bdvGbDZbya29Tt5e3RUeERsBQA1CE7z7vX0U6nMQ8vybAiyEJPph3RCYsO3VFoyMuJi27vlOdc+8n1Cw4ezsrDiQIy7ah08dJ/Bmm9CxPZBxW2IakNuW2vKjcmkzv/muunfvXkTUF1LbVpy1se327oTmO0B9otKsaHv16YvFYqU/1A/7W5/BUXtOdU88YBrRTYujtqT2zQCO7+/vET5z7Dv5Tvb9+srb19foHniZHOyy7tf1W3rneJ14QLSvfA6aNVNoNBrF/fv34/79++Wdt66fZrCSLnb1aRFRUlzxu9rMllQqlUqlblK3/z/QVCqVSqWgdQ5g/10DfBwM8refo5bbkAO0PrfTOldoLVUEB+eeE1jwTAsCaR9BNIEiDSA51dVBMstA+EW5s9JBgyAdc0xq0MxpxPzM682n4zZNE8fHxyspLE5PTwtIVl16ndHBynzH2kYgUGCN91NlIXCkw240GsVTTz0V4/F4BUDr+t94442yoGGtDXkb6Gs7hC6bFnQj2KRztxYseVQwge1m3fPoznduS0e/wCthbkSsBEzm83nJEa7gAMFtDSKrPnl+lmE0Gq24GNX+PE/2wcFBvOcX31PK9+WPfXkFuCmYcdMg59XPvFrKfNvpLKjFj12059F/H3XyyEY8zGU9+J8uD5mf++Bz5W+luTg6OornP/z8xn2f/elnL31e6ZkPPBPPxDMrn7/22ddKH87+sS9wxb59NBrFZDJZ6T/1XuD+nsqB7XcdVPT3H4NTOpf3/0zFwxkiDD4yBz7BMGeCqL92MOvpYXZJzeDBXj2DDBJ4fbLs3k/X3Nv6zuX3kv2LHMRN05RrfOqpp8qaCGdnZ/Hlj315JXDN95HqW/1aLYjAxRn73OupVCqVSt2UEiSnUqlUai/k7tg+KEc5NK4d0yEcB2c8Dh1N6863qTwavNbcme7IEqScz+cdgEzofHBwUAadXLTPB/aEDQSmrFN3JLsEtvU3QYXqkPk46YhjfXKAPRqNYjwelzIQQipnssTpvYQevCeqX+Yc5hRjAQYO9rWfziuQPBqNVu6trllTz5W3mt/33Xs/llImqBzuKl4nb5+8jpuAmJscySwbwT3FoErNYVybGt62bVmQSgtPyW3urjxO5/fyEDLRva5t1K5qbk0eiz+CX4/KfbtOdOHvq1RHnE2wWCziNK5nCv665++mpTYoYLpp1gIDRMx3r/6MQTxvc+o3+d4gvI2ovwtr7mFuy+0JiNVv+XtE99bbIN8FviaBxDLoete5fv2zWiCX16O68qCmv+v7zungndC7Vi71A3rHqZ/S+45OeqaG4r1k0FLBZAZbGWRTGTb9HyWVSqVSqZvQ/v5vNJVKpVJPjHYBM75t3750mfrnfa4j7neZsmh/wQG5iB1+0Tkrl9HBwUHHoasBowb2yr3Iqc36m4CCMLXmkHYgSRis7WpuZy8z80R6vREYyJlM+EGnmN8rukYJ7nxQz+nAbduWgbzOL+Dh4FufCSyyrujEY57qiCjAn44xAaRa0EPlpnuO0LWvLTn897a1bmr4dajv/H2Ah/KcqnQ6uiOR8Ib3n1Cu9uzSPUzIxvvBdAH+42587SO3L+WuRQZvblqTyaQK8fZRNQfqdUiOzX2QZpL4c+2BCQ8gRnQDFFLtOwYtHD7WApU6P2eFMIDj4NVVy2Pu53CwXXNV85p5bTyOZtVQ7rT1fohByIiLtCqcwaHrUPDJZx4pVYTE4Fftnnl/wf30bhuPxyVfP6Gy59/394Z+1Ja0QKCCE3wXev2nUqlUKnWb2v//jaZSqVQq9Q/qA2x92uQe1oB40wC7b9++snBqqv7NH33OxcN4LA7SVUblee2DmJ4mwLeR01mA1AErUwTo34Km2ldlZpqNiOjATdYLwbbKLheoL4DHgba7Pnkswma6ueiEpCOax6RLmIP+2mJurOuIiNlsVo7LbQeDQRn4E2rSFcvvaiCZdeaO8XXg+bph8ibnHkUHZF85PJBRgyDbPD8RXeBTgzu8v3T0MajANufPvPb7wm99YQVyuZv0ugHpNrr3E/fiXty70XPuqsWPLWIRq6D3wX9+EN/97ndjMBjE2z/69ssf/x9mB0REvPiJF0su7ZtK9fHKp1/pzFIQSI7o5vFlXxTRTfMS0c35znZWg46cEeK/I1afH4fIcj6zHDXp2VSAjc9bLXCld1YNJkdEcTSzL/NzscysHwYPfV+HyQ6wdXwFXDxopOvvqwd3Mdf6Ld5XpbUYj8cxHo9jMpmszLRgQNKDXQokz2azmM/nnWtxsK5z12YTpVKpVCp1k0qQnEqlUqm9lsPeXQEOgRc/oyvWoZEP8PucmX2OZP5mvmFN1de+nKrP49EdywGl4CYHw6wbB2UayMud2TRNJ22AwwDCZ4ESAWyVW+UVbHN3JutbA3qd8/T0tIBVQlneD4cpui5CSd5DQR2HxywDnceCPE3TxGQyKYuxEUAKJBOMKF/vbDbr5JFWTtAaFNL95+C/L1ixzm32KKBx7Rwsx7apNGquRX9e9aO2QjjC56VWf94WIqIDiL1u2IZ1zwSR+wAwgxKelqYGkencTG2n62i/etb5TN/kNP++hR4l9ocMZEj+HnGXqj7nM+dt3/satn/VC53ITOmibdivMXjlqZW8P9Z+hLg+00THdRCtc/F8HkDzhTP5fq65iD3g6Olf+vqyvnrns+7Hdbiu4KzSWQgmN02zkiaEwUbWJQOXzPceEZ13I+8dgwKpVCqVSt2WEiSnUqlU6tZVA7lUH1zz/TcBLw3sPD2AD8Zr5bqKlsuHixBNp9OIiI5biQNMdwY7SD46OioQgwPx0WhUwC5BF+GlAEHTNJ0BK8/nUMRBacRFblDBaTqt3JVGgOipJjjY5v3xn3US2FG9soxcYM8Bh2ALc5WqjgS7lcdT9+vk5KTkw1SaC7kjVRdccIu/tY1/RhG09m3f9/d1qwZNLnO+Wo5SHW+dM5BtWLBGdeNuTN0zfbepzRAq1dyOnjaAbVjl8fpJrRef7atIqWXWpRx4lOJMjm2eBwe+NXesP1u14CbF4Jp/ztkfhMI+u4Ftt9au2V/zOjhLhVCdENmvk9fFv2vBGELqde/0WtBRdcxgj79HCHH17tXnHnTU8VhHHhjwOq4Fm1TWo6OjaNu2mq7E/+/h6Th4rzKIlUqlUql9UILkVCqVSu2NrgLHapCtBrAiVgfUdEZxEbfrkgbds9msAEsN0unI5SC6lm7i8PAwFotFzOfzMoAVAOB0/oODgwI85YgVYNACc+5m9oG7oIlAsupMgNZdZj6FV/XrYEJwnI5CutB4Xzbp/Py8uJH9c58+LNjrUFDQhakoVI8RF/k2+TObzVaCASq/t5tN/1YdOmRyF96mY1yHajClFmy57DGlGrD1tCS6L3QU0zWv+uJiVBGri2TVghPcnyJk0r89QPPOn3vnznVwU/rWH3+rzFy4qXQP2+j+T96P+3H/Uvu+9MmX4o033iiBG4FkpvK5KXEGybpnoRaMpNs1otvvsy9mG/VjRFz0jYS2ap+clTEajcrfnCWg1EIqIx3IfAbVN+pcfCexTxVI1jV5ENPrIyJW7p3Kp3eDVAv28DsGhnmuWkoP1rkCjR78Y//De8G6JZim4/vw8DDe98vv620T0pc/9uVOcJbvP5WVbcAXD+R9SqVSqVTqtpQgOZVKpVJ7IQ3ktnEVSgJ5EduDLg3gNKjWvhxc0+20q/rKLhexQE/TNJ0yREQHSGqaPa+LQFSDZTmVmfKC4Fafu1NZ3/VN+Xe4zTIKMvsA3iEIB+E8rx+zNoXXHYwEKLpOgQc6uzxFB6cOE7jwOukG1j1hW3BwxZQKdD/reDy2f7ZOOiadebVtHqU23dNN4vNbKytdmF4/gl6qc8EgXwTMy+duRwd5/GG73dTX6PgMOOyzHsdp7+oT2W9HrPbZNyE6kmu5eSkPBNWcx7VnXO80n6mhvyMuICq3VRDMcyPrmdL+fCeo3/N+Wp/rO19QlGkZ3A3M4A9hr18jn2kGd/yadb21emL5PXjk16592A94ugkCc70PCHa9ngiRt22HWnhWEN4DYuzPau73BMipVCqV2gft9/+IU6lUKpUyETg7RN5lkOVgjLlst526XDteH+hYLpedlBIEmvqtheMiutNpOVjl4JyLvTGNg7uYBMEIKh32coExwTOHqBLrR9sRPLtLl5BB94x5mgVjBUAICFg/qke6+HRO/Wj6sK5R5Tg7O+vkaya08KnIvEdcdM/BkBx6coj7vWG72NR2eGw6Yvu231W1QEFNDm1q0+83ic+o3yMvjzsx3bVZmzXgP3RPO4BiHlc9jw6HGERgsED3X7lP5ebfV92/fz+Wy2Vxkj4O0iwKPou6F1os86bEBUoZ7OkLXkSsBk4UcKrllmc/4M8b3fIOpNmHq048PzhhK2EqA5A8Fz/3fL5cwJXPE6GoQDlzKLPMOo8HqRwKe7l4fF4n3zsM+DAYyxzPeuc4DNf3tdQU2oblrAW41un4+Lgz44NiPaq+5vN59b1zmXdAKpVKpVLXpQTJqVQqldpLcYBZGzQ5PK45uKRtjiNdBSLzmIRTcnVx2rw7LiOigFDBTbrLCMsEkHWdHKwTJgsIc8BbczjVHJ+EyDUXr1+HPucAvTbo9kX7uHCVjsHyOvgjCCA4UA5Kz+vJ+hB4YNmWy2WBL4LpnvqkaZpOWQiSBJEFqHWvdY3byu9L7W/C2V3E++DHogi/+sq1rRyK0QUZ0Z1NwDLVggcOjh1ccXtv6w772N71fNSCKsPhsDpVffm5i0W29HN+fh7f/R++u3MdXbfu/cS92y7CtesdP/uO8vfXfv9rEfEQLl93ipHXPvtatG3beWbZbhkMqaXx4SJ7atvcjv0Wt5dqANmfO/V3DL5wdsrh4WFZ+I0gmS5h9iGnp6clZUit/9H1s6/m4rCc+cJ0TREPnyXNwuEiq358bbtJfC/puVVAYTAYlLQnBMY6tgKdvH++0K3qlLN3VGb1J+or/J2p/b/0O18qfcK7fv5d1et4/sPPl7+/+Ntf7ATDPUe+roOL8V532q1UKpVKpS6jBMmpVCqV2gvVBpM12BWxCtZ8Wuuu7knfb5f9CST1b0IrTlPV4Jm5guXA1THontTg3qfPajvCUg3yBUoJ7ZiKgWCDZSYI0T5a3I/Ajm6u0Wi0AvOVx5nOKUIKh8IEFvrtA3QCWqaq4Pno3K4FBvjD++Yu6r57zNyj4/E4zs7OYjweryy6x9zSvO/btKurfr9O2wRceJ5dHNWbRKjmrm8Csb6gBdsHATXBvjuRGUyJuJhxIFik8zFowLbRl8aiaZoOSB6NRtWp96nr1/HxcUQ8mtQd7Hv5mfeVaidsd97f19zJBM/qR5i+SNuyTfox9Lccs3Tm0qHtjmSmZmHdqd8kQNWzWAvGqgxM++AgW9tGrKYoYl34NVH+7qx9p+9VB6rL2n31gACDkLX0I+wLdL9q7xHv62vu7nViAJIziVgv/u90I6dSqVRqH5QgOZVKpVK3rk2OJIe1kmDYtgOr2nk4SOuDyTVYzQE3B3jMM0lIwN8axGobDlwJkH1hOp8eLKiqxcmUHoLgWeUkqOWCSYRyEReQQHDAc//KNa3jEoTr2jS4XiwW0bbtyvRcgTqlCiAs1jl84O7OQF03c2HWAAjvB6E7/60y6jgO4COis8CWAgBN08S9e/diMBjEeDwuML9t25jNZsWVRzC7rl16O68FOa6iXZ+zqwRW/HfNxal2wHyjck8SKOs54DH4vKmM7qKU9Pz2wSkFdg4PD4vDve9+0eHJWQepR69HmVpEQNb7fZ/hQYistuR9rdq14CZTEPEcTEmkPokLsdUCOnxnqP9VcKtpms5ClQS9zJussgo8N01TnksCZZVZn6mvZ5oHBtncZc0AUc3JTSjKa123gKIHCfn+kjtZ5aSbl+8kAWD29TqGzsHysM9gW9B7UMHh4XBYnNHbqBZspVta51ff5674VCqVSqVuSwmSU6lUKnWr2gVu1YCaO0xr32061zbAzM/D6fHcj4Nr394HzYIM/I6uSbqD5Qz2a9EAX4NkAgSmzeD2vgCdg3LmiaXDOeKhi43OOg3adc01iKx0HQQtOjYddsy1HHEBlFVWuraYu5KuaQeGnHYtB6Hggo4tEEIATwjDYAHrR2BLAGE+n8fp6WlMp9NOu6g533hPeG9ULm/vV4HJNYhaAxE8/1Wcb7XzMTAiqe0QfHneVYcs/OG5dA7CI+4j+LYOwKh8p6enK9By9N8fpgw4GK7mWY6I+KFXf6i0023SXHz7T74dbdvG4eFhZ7p7ql/PfOCZR3bs5z74XPXzb/7RNzsQma56B54+K0LbESzquRZoVvCJwUdC14hYyS3OgIuDZPV1tb6M/ZxgsGZX0KHrLmx3I3teap7DwazqSe+EiG5Qic+o6oaB1b4+SPsRPvu6AnQ/M+USg4IeWNLnnraEsx54T1UOpg85OzuLv/n1v4nJZBLj8TiOj49jMpl0tv/BD36wcu0sp96z7GP4/kulUqlU6jaVIDmVSqVSd0KbQNo6oOyfc8B+1TIJnqp8BGgcBHr5tQ9hb81tRdjpEEzXQKeVHJWCyn79nvPSB/G8LuV/1X4R0VlsSUBCjiwNolUe/mgb1r/2lYtXZWFaCP27Vl4BCncSu+uu5kJVPdCV7FO7CWUkh9g6x2KxiPF4XOCgys969anP3lZ4X2sw+SryKfeCXUztcFU5yHcI4uUhVKs56Wsi1NI59Hx4Gfy8ajP+3HvfcXBwUNKV+Da8JzzOrn2J109qPyVo6m7k2iwDBuDoQlYQoxYo4bHdqRzRfSfU+memtRiNRh1Hv7ZnMM0X45PUvypPtPpe9gvMJ+5pGHwWjp5lBo8YtHQ46v3QNoEs9sUM+nF/XQtdvnx/sV4JnnUMlpvgV5+r3phKhP0qr0k6Pz+P6XQas9ks5vN5qXf91j3w/w/QjZwwOZVKpVK3qQTJqVQqldprOWjZdZp9zZXsEGeXY7p7tya61WrAwBeK68tH625Mh+EE2J76gVN3Pecjt2GqAHf1umvY91V5lC9Z0EWDYwIJpiKgU47nZN1QgtOEzQQIdPT5vZHjVdcjYEmIyynFvMcEQzXna0QUcDMajUo5BRPoKou4cLzWFoDz9lWDyZug8qZnZR2cJTS6DkjBNuQOx4juM8I2x/38uj3HMuGTUgMQ6NTqVfeDz9w2EP3k5CQiLqBc7VmN2H6BRU3DT5C836qlFKIT1rdV+xgMBiUgxn7Y+zZ9x4XcIlbzlLOtO0iWo199kQdzNHOEzmW5l7W9ZlLMZrPSdyuIR6etnmPmq5cYGKrBU80KqfV7tc/5zuAMBJ6Paw3ovATHDLL6TIZaGR3q63O9H9gHK4DVtm3nXqhsvHd6F6jMJycn8eDBg1Lf/BFI1vWovumqTpCcSqVSqdtUguRUKpVK7b004CM4XadtgJsGkld1Jbs4gCSw9Dy9HJzyuxpY1KDdU1toOw7wa1DZQbKntqDLia5h/a3UE/pbg92IC7C8WCyiaZoYDAbFXaVz6DyCBXQwM+2ABsq8PoEcOpIFqDmV2eGjyjYcDmM8Hnfugy+kRqgugELHNadLE3boGpSbVPvKKa1UF7qPPl27BjMowuR1qsFzdzKyveic20LPXVVLM8KUJCqboEvtPtYCMIR4dBOyDg8PD8v9qDkIIy7aswdw+Awtl8v4q//nr+L4+DiefvrpePOb3xwHBwcl5cVgMIiTHzm5dB3d/8n7l953X/WdP/tOPHjwIAaDQbzjZ99RPn/l06+Ufu5tH3nbLZZwdz37089WP//GH36j82/1B7zuFz/xYvlbbbf2rKpPVA5j9cn+HuD2hMMKnniAju8fbds0TaeM1NPxdPn763/w9ZIyiAtTqmycNVK7HubOV5+ofVlWfc/ro1Paoa7qkud2gM13khy+3Jb9jIuQVoEnBk9rZVoul8UR7vWh99V8Pu+kEDk5OYmTk5PyjiAoVnkZnCVE9mBEKpVKpVI3rQTJqVQqlboT2mbwtM7dt42T+DJygMupue5CIxhkqgi6J7WP52UkhBNU0w8H9xr8+kBU51fZ6CzzHI21shC+6vhaRO/s7Kzk2pRDq5bagvlDaw49DrQFGzhorzluCScELOiAZh5oXlPtONyHi68RIhMqqzxc4Ernns1mMZ1OS9l0XuWLZlkcmDpwdRDaJ9YP203fdTuouk5AQScxAZRD29o+LJ/aDb9zKM7UL4REOn4N1hNG03XqgZyDg4N48OBBgeGTyWRlyn/qoZ4kl+Q27xI6UT21Ap2ltbbnz4v3yeyL+p5t9VOCyJPJJO7du7fV9d2/f7+TbkE5ndXf0zFdE9+LLJOczXrvcRuf+dEXRKu9Fwl6uYAhA5ncn+eqOZAZfNXxPfDG90wtQKzFFZumKQvX6n04n89LagvmxOb7UtcnxzjXCniSnrVUKpVK7Z8SJKdSqVRqL1UDUdJlgTAdidu6PfuOU0srQZjMASbdmYSb/LeDYTpna4NmX+xvsVjEyclJSa1AB9p4PO5ABzqWfQBNObSIuHCPan+lm1CdHBwclAX2OK04IgrY1sA4IjqDY4EXgQtOkdbfgoZM3SFooh86vHS/6Uxlnfr0b9UzB/J0hGtb5kIlsDw8PCwLLMm1re3n83k5hk+X1zaE6YSdm9oqQZPKzeM7pKpNG78u6RlgkKLvGa49Sww6uAiIayLUoTNSddoXlKhdg3Jnn5yclL/Vng8ODmL+5/MCfRgUeJSLwq3T9/78eyUVwW2U4dmffjaejVUH711YTPB7f/69TloEtUOW/ZVPv9JxqNaCIS998qXyrAsUEiILIsrR6883Z18wzQ/bfS0ApAAgA1Ny0E8mk3jfL79vp/roW3zw7/7j33XKIKjL9xvTGjnIVb/J3NPqs/l+5vuz1j9x28FgEPP5vDyHfE77+nzWU1/wjs5nBizZh/Mc/g6bz+cxGo1K6gvPg6y24YHPWp5mTxWVSqVSqdRtKkFyKpVKpfZWPn30uo5Xc0td5ljMmchjcVoy3Wbcl7DNB/9+TOau5bRiLu4jdzAhp9yTEVFAqVyzPsSUnwAAIABJREFUDkvdKe2pBgS1Oc1ZA1467SKiCpI5tbsGxlWexWIRs9ksjo6OYjKZlMG7XNv6mykwdH3cjg5WuvtYpw6hWR5PSVEDngcHB9E0TTm2gPByuYzxeFzcf8xfqjbBnNO6N8PhsABL3QfC5FqbdQdvH3gWPNnkbr7Ks7HJbVwrN+tc5VwuL1KsMIWFfuse9F2H7pPag1zy/lx5qgG6OlUuOUqn02kBP7rX8/m8PHcMMjwTtwOSZ7NZCUqldtNsNusEcWppKOggZptle2IqA8FkLoRKiMic7QSjdK6qvWsb79fYXw0Gg5LTnikmmqa5tnrS8dmXMYUG+1rCZH+XECwzOMgFVT3Y6c8v60x5hfXvWk5k/ea7lv2s9318R6tPUX+iemCASveX6ZAUyB2NRiWw4KmfdC0OztX/6O9aGVOpVCqVug0lSE6lUqnUranPFcjBsv593eflYHybctTg1TpwJq2b/suBKsvmZWR5CHzpYtLfciQSPJyfn8d4PO4MvN0dKrevBuB0wHHA6+4rgU7tL6cWB/8Etj6dWNfO7Xi9hCKeV5P3wN14PAadcYTGnP7tx/D7revl8Ql86J51GC9ALFjMunRHNB3jEsEoy8X2ovMRkqjsDnq8XdeCHLsCi1q9u2rPmrcBtjkFPdxtXQPi/kyfnZ11YDTrwwMNdB/WgLVgznK5LPfw4OCgLE4msMZZBLchLtKV2k3T6bTjAmb7kTjzgs+Hg07NuGCATS5kgWQBR56HwTTtx9QVtaCkQ1c+u7W0RFeVAKrPVFG9qO4IctnX6jefc14L68GDYfybz6zegQzy1d5xtWM4wPXz1QJv7KO1r86v7/w9d3p62gHJqiP//4Gfvy8vcyqVSqVSt6n8n2YqlUql9lLrAG/E5nzI3M5hk6dnqG2v82v7iHp6gdq//Zzrtu+bpsoBLF1TBLl0cMklTJez9vcF5Gqgl/Wt82jaPhfBE2zxga3DXkESlVNAdTQadRx4zJssdxcXx6s5brUPXb1cOJDXyxQFfjz9W3BXMFzf8Z57vWsbLjyoxakIDehWZtkd+OjamGeZ7UXlGQ6HG13Fup9MR9LnXNa/JQdC687D/WtAuvY3t1d91qafR6y6BB0oE47rOnU+Ai3Bndq1elBI2zDAwGPxfs9ms5jNZhERZcGzwWAQL3z8hU5qFv086hQPTMFy23rts6+VZ2pfU1t864+/Vfo2AT72bWdnZ/HF3/5iTCaTqgu45pglXCVYVB/FvPEUz6kfnUt9tge8HGZzdgvzfl+n3vOL7yl//8X/9RelbJ6Sh2CVzyjrRd85TGWdbgqa8T1XA/2uwWDQmTEUESvbr/u/h46v++rAWuVXGXWfee89nUWfEhynUqlUal+VIDmVSqVSt6qaU0gizK0N8jaBq5qbmMBOA0KCwYgu3GVORG67aQDYB5B9v3WOZe7jeSM5YNZUYcIGDvAFvuiYrNURHV10HDOdhtxUDikIkgn0OEDndyo77wcdWNpe4j0QrBHkJgjwAb7KzryYDidOT09jNBqtLLqmMjA1B4HFYPAwHye30bURTMmhpuvntfCadL1eh9rfobu3qRqw5b31z3jf2F49P2vt2DwHgy3SOthNACT4xPsjmK/njVBbbYHAjO2IbYiO+XVQjWVUHfN+0LEo6BgRJXWBtmGQhEECBQcetbaBUzcl9ln7KvUNCvoovUXEw7qU85yuXvUv/z97b9Mjy7qmZz2ZVRmZWWvt3fucts/BQpbBg5YnnjOwMSAZNx8DkJjwC/gHDPgBDPwPGIPUIyOEhW1kI3AbgQQjGxkk3LJ0sNrdfdyTc/belRmR9cFg+4664s7njcyqylq11u7nllJZKzPijfc713u9dzzhwNLv4vANIF2LMFHHcV73jTAdk41lvyPEoe5b9wOFStJvgsqlMmozhfXAMvCBsqzHc8V5hC7oLB3fXGm5n7Prsx2UX204qL59c0550rWurq6OHv7Xgt2lUqlUKn3uKpBcKpVKpXeXA2F3T+p9zin0WhGmEdZ5SAXlkYv/TMor89w6Ngtt4Wn59eiQzZytno5upxYcIcRU+eQiU7oEA8qjHNAZtCSE46KaDi2CXIZsEIDzeJ7u5I14ah8CRF7HY5kKVNJxTak82lzwNpNrjqBB0Eb1wzohTMkc74TH7sYljKJrkXVLiEXoz7p1xx7biP9mnuh85L9PwQ6H06ozQnluCvFYASjewu9hQhhahfXkt+w79Pe8EQwzfQFrgS2Bn2wzSKBPGzSKvSxYrL4lWKT2/JMWbsLngM9RHo+YD2jjGNSD4SKeQLI7krlZ5p/reIW30IvfE05zE8eBY2t+17HMJ19vofV6HV3XjWOYIYQIuX1TzGFtaxPZPyfI5TuP9002ifO2/j1XL/z9Zh5b4Jm/qTzew30URC6VSqXSj0F/sv5XWyqVSqXPRtlC12FTdk4LJnsa+pviv92F6OlEPIUEIIATVBR84gJ/DipneT0FA+YWyQ7YCVUJc/VvPQhIblc9NIjOTnde6xyGtuj7/ghquHOYD73LyiTQyDILumV1KVcnAQrT5otO5AwiPz4+jmCIsEAxjJV2qz0JFAii6E7UZ3QjZ/0lA5WCknrJ2UcXLm8hZ526Mpjn181AM8NvnCvf/PGxll2TMI4bNmoHhQmhg1Ofe//wsUrYrPojbGd7eT065PE5ysOoEP4rHUrf/bP/4Z9NHrB2fX0dXdfFZrOJ9Xo9bt7QJbvb7SZtdH19HX/mr/2ZZhv4eHwv/al/50+9dxaa+hf/078YXbSEnhpXalvOg5KDZN/Yk7jBw4fsESSz77MvuhtZ/ZPjMwPK6qecP37rP/mtN6vH7XY7PkxQ9eK/Dbx7JLurZm6O9b997FLcWJuDtNowOketvPHOH+WLm7Jzv9svBci+kV0qlUql0nuqQHKpVCqV3k1zzsxMDlApB0UttVxLmXuLgJWxGAkF3S127iLPYWXmsNJ7FvOR7iw6tFQPAsUsr9yTemBSxBMsz27n99uxI2IMkxERo8uS7k8BMjmfvc7pchU81ncEpiy/u3G9nuj6cmDBW49Zb+xvhD6E4H4O20p5ESgiYBLkVZ15mbwf+L91fcEggayWc5x5YjpsTzrn3BmegV6dT9fdKZ3jfHQgInhKwMp8yOHo7mzmSX1d/ZhOd6WrfqE0I54e9MXNDR3rbcU6o8PQx6v+Zh9UmQm8uZmjPPDhbIfDIXa7Xdze3k7G5lwdE96V2lKfcojMNlUfOhwO0XXd5Hz2Ac79vNOBsY4Zh9k3mQQ2M0DK+UfHcVy3YLLP5W+lm5ubuL29jf1+f3KjjL8BFOfeU/MMN0x9fLI9OK/xXM6ZXm8+P7d+xwmzOa5Z77pGBpHn0j6lbOOxVCqVSqX3UIHkUqlUKr2bHGBlrsUM1GTnZppzlWYLdj+Xx8+B7tYCj3k8Z9GXLTYzYK1r8rrZIpxOST4AiYt9gTMvj78EJXiLvmAFF9DMj+fPnX+8pVvXJXT1z5V3vXOhrjjIHrdU8JDnMCa2AAhjjeo71qnfuqw2oluQZfLwGYSH6/V6dInzM8Uc1WcEUZ6W6pB5aTnlBEm52eBhK9hPsk0WH2/ZeNSxrDMBF4cuhLKtetb5enHTZLVajf1XfZAPYFRa+rx1a7u3FfsCN6b8FnYHiS2xfn3csb0dbKlP930/Am53PrsysFg6Fp2yqtv7+/tJrPmImED+bNyz33JeWix+iJ2+3+9jt9uN7nKGrPA7Mhxgt9qR8y37PT/j+1vKfx/YjzXn+N0HAuKeV5+75uSbr9nvfOt3v/XeuqujlQbbmnOJ3i8NkUulUqlU+pxUILlUKpVK76o5x6PfIiplC+wWcCbIdRenu5s9XQeaOsahUKtcWX6yY7wc5zqbCXi5aKVLlX/7LdoRMQERLJNg5mq1GqFnxA8uNBehh0CIAzq6denG0/lMh22mdqMjec61xzpwoBwRI0xnvOXs2lILZjsoYB0rzwwTweusVqvJbfWqZz3wT05kB0x8z9x+yoNDJN88cMCTXefUxgXrxiG2X5sieCKwpSNT+ZNDl25xQqv1eh3r9Xp0MtOx7eOH7ng58gmovSx0mjOMiLvs2S84DjIoxrKrvblxoPZjm/R9f1RXv/ff/t4k1rnyo2u6E/Wb/++b+PDhwxjTNiJGuKn+d319HdvtNj5+/Bhff/11bLfb8XiO577v4/b2Nna7XXz//ffj6/b2Nn715351VOaIiD/4H/9gshFAOM+NnuVyGZvNJn76b/00TWf1/zyFpFF7qS+onYa/MKTnUj//qz8/+uwf/tf/cAT86nPqU9ww8utz3PHft7e3Y92wrpXnLGa2+p3ame3oTmOGbPFwRTzu9//278fNzU385K/85GS9PFec75bLZXRdd5Rv9UmGSVK/cqD/XPCdzcPnglq1qd8hc24aGbj2dM6F06VSqVQqfWkqkFwqlUqld1G2wMqg7EsXdkzTXawR09tbs+s6aNNiuXUsQepLFo8ZUM+geAZ73YXri2OVN0tTEFNQU98LRAi6CXxst9tJWekKU/oCcAQDhMgCc4RBbAuBIYd1c6BBoMIhD+tE12xtICj9rI0dMnl7OXyk01TQJyJitVpNzpdDT8BeLlUdrzwzxIjc1xn8yMAt21R1yY0D5YUPtTsHJOs4vnuc66zNCLp9bLI/yS3u/VIwXvGFHUQREjHfBFyPjz+EVVHIDPUR9V+H7e4Kn6uXOVcwNxcEkgUEeW21h0Ay20wvD2HAeqMUG10hM+SY5YMCu66L7XYbHz58iI8fP8bNzU1sNpsRJHPTI7vGw8ND/CpykMx+lbnRGX5kzk3ddd04fjiWVV+vceBut9uImD4sT/nNoCFF8K9y3d7exq9//ev49ttvj8JYcGOJfd77v8rHTQpCY80ZdFZ7GBSfhy8purIXi2nIJLav/h6GYXTYa9OMxw/DcOTUbkl10/pdmxPHkP92Puf/GuwbDHXBa1xSc/8fKJVKpVLpU6pAcqlUKpXeVYR5BHlcTMsNxkXnHHDI0naASKDDRbyUgQmCzdcu4M4tA8vi1yZ4zdLXwphwytO8vr4egVIGeJleRMR6vZ7kn0+h57meR+Uji0Pq12A7zdWR2nG1Wo0vxRQmwCBwcDdvxDRusM4TUGq53giNlHc6V5k/wmxdj98LIAsMCS76poDCHeh6njfGmPa+7fFLvQwtkJL1L/ajU+3Ddj11vJcriw3uxzmEo9NboUMyuM62yMY5HcgCoQRzOoZuarqbPTY1HebMh8Nf72f8LCKOHh7JOm0BbMXlJWBXXhVWZbPZxGaziZubmxEm05GsDQyH/vp8Lh4v+5nq2jdjznGk0m2bbaR4OJnnykOHeLo+t2WAWX2Qsa4Z/oYOYv6eCKhr88VDngj2c67TXEHQ7BD5LYCmpIcH8g4An7P9ThT/DVCdebzq1l1KXt/Zv88pL38HngOR/XpM41L/Nzh1LapgcqlUKpXeQwWSS6VSqfQuIkDJADKBg2DanNu35RzLXKdccOtdi30u+lvAjCDF8/jaRR3L7WVqLRrpVHP4eXd3Nzpps3Pkbo2YPoSKdcWyMywAF9EeZ1b5YFsq7x6iQe+CXFm76TzJwYUcepvNJvq+j8fHxxF8sczKDwE4y+BhEhwUEBg7dFLdtW7XzkA+NzXYJ+m0JCh10Kg8eL/2vu0AR9DKgV4GKJn/Vv/j33TyniPWsf7O8sh+Jjjq5T0cDuMt9EqbdeWwjXlmfXI+8DjlAl2MOy5oqPS8PhkPO7uVnmCa4VEyEO55UT/iOKKGvzDEEMchH37+Rz8fw4Os1+u4ubmJm5ub+Pjx41EoDNWryqI7ANxBL/3y7/0yhmE4GifceFH+3Zk6J9aLxty3//q3s+e4fvE3fzHJB8cF88YNL7Y7+wnn3haQ5Fzi7nIdrw0xzWUevkLzGyGy3j0f7s5vuelfou//9+/j7u4ufv3rX8dut5vAZPZF/hZ5PHz9zY0IvXwz7pTmfvPn+hI3Vc6B1qeuf+qa5x53rgogl0qlUuk9VSC5VCqVSu8mQjRJi246BrkY5qKY0JVquXcc1vltxoSfzCPTJXSjHDCcoxYwVV7dPetQmX8TxmuRTNcgxXqnc81vGXfwERFjHMyIKWwjFBEUECQiKPVrcfPAgV8G0Pxd5VbcYbWFHJhsL3dsEhbRwUqYzDwr7cw1p/MFklXP3k4OoFjPrKus/7Jds00VwmTCUuW57/ujUCUtZWVwgN7qg15eltvz3Or/2bGsb4FbbjJdXV2NIRvoIHYIzYfcsYwOrP22eUFajjHNR+x/nNO4geWOabqZlSZjiAsqetmZRwdK7vKfE93I2+02ttvtxJFMl7EeEKk8Hg6HCdj0tqcL2tuU49I3c86Fes/drKD2+/1kw5DX9bywPbIHhArw+oaT1NosyuY9HU9QrL7KMBYEzQK2Opffe9kuodvb2xiGIb777rvY7/fjZoFedEhHPG3EaHOEGzP6vO/7ccy2fkczAHvqt3YOtnI+v4Ra+c2+O5W3c1UwuVQqlUrvpQLJpVKpVPqkIjjSgpOwhY7BiKcF/fX19eTW6og8/ESmDHD59fnSdak5iJwdOyd3TbH8dJL5rdYtmJTdVs703VGZgWSlT8DCWLY6hrdfMx8CagJ8ggK6BmN76ji6dzOXpa5LuEO3M+uGLmpuEjjMddcg60nnqE758Co66ehU9DrQMQofwD7tANzLzPPUHnyp/n3ctPqYQH72eebYZb349c7p03SY6zMpA8aE6EzHxwG/U90ztjHBGZ2NnEccDPsmBz+XsrlFaXpaBI6Zk5/pXV9fx263Gx3USnO328Xt7W3c3t7Gfr8fN2PYT1gPq9VqUpeZe3lODh19DnQRBLpTOztWfUzpcz5TPWlTwzesMnGeFLB8KUjmho/EseahGPQ3N6h0DsEpx7JvFrXCdxAAq1/KjezzGMc9N0eyNlM5zvmNPFdyogv8ej/QRgbrsO/78W+OF41VD3Uxp3PnoueMA0/f03qNCvSWSqVS6ceoAsmlUqlU+qQirHD3cbZY1r+z2KARuaOo5XLMHKKt71uARN895/PWsdn1CVK4sBZg42cEme4IdeBAAOr1645Mv91c8V2ZT5aDAIaQibBVt27rfLpb3a0nINEqgyAE5U5BQikHKQTqAl5eDgIiwvisfIQoAtKZ29KhOMGr4DXjWTNPOj97yBY3AnQu8836yPp3BuaZX2/7uc2WVvgZB5XcmGjBNW8vwv++7yehSAgW1bfkUGY9Mp/+YDK/tm9UZY5SpaU+yTAyWRnU5jqPDs79fj9C5P1+P5aRfUzX8T5GGBsR8Ud/94/i6upqdBqvVqsRsF9dXcU333wT8c1x6BgCQM5FdI7qoWke1sD7gsr65/+jP3/Uvufq5vduJg/40xwpF7DCbWT65d/75cQRezgcJu7XbE7LNgYIPf2hpJq/eFcLHcJ0vWebI/y3b7hxEyTi6e4cncOHmnKucqf7S6FqJm0U+tznGyuqL/UXAWPlS5vChPWst6yenqNzgHT2++tpnAOuz73+JduhVCqVSqX3VIHkUqlUKn0ytSByBjUdjBKK6ViqtdhzR61/zvQEBAhoKYKbSziXmI47o5nnLL6xzhdMEID1OmUYCi3YvR1YboJUuYcdcDtMZGxXf2iSO2N1rgCP1yudue7Ajpg64jL3KMuv/Du89XrnZ4SWhIaq61Y5vY0yJynL4hBLmyUChISNOp5tRSdp1q/cKemOSE+b+WadMg1C6gwcetlYx56mvieocfDqIqwSgBdU9T4cEePY0LkcCwxhwocU+thzh7E/CJH1TTjp9ZPFWXYQuNvtou/72O12Eycs+xjz4gCyVe8E0HJAax7wMhC6avNH9axxJ8idPWyN7de6W+I54l0MDpIF31sS8GRMZ+ZbZXYQy7HtIFppsn2VH5WbvxE+b3IT0MeFjlF/9Dk2A9bKs28sqH05Bi4hurPdQezznfqL5mq+BJLVf/yBfUzzLZXNZX7HwUthckuXSO/SeSqVSqVS6TkqkFwqlUqlTyotlLM4kZn8NnnCLHcu+eIvO0Z5aC1WdV52y3S26PTzXyLCVgfJKqs7Pf2ahDYEDEqDkJhwhA/jc1cvoaEcwHSjOVxhHMzM7UrI4MDD4SLBMwEwH8zkYF/nCbrw1v+svbwOCW8JYt2x64BIIIfOPKaZieVSvXl8ZfYN3uauhwo6JGq5D+mkZZr+d6uuWL+CqNoMaI0HwkyCutZYd7CvdObyRRjnmxGEpew/ETH2EfV9AXxucDFPyrviIPuGl67rMXTZz9Rn1+v1pA+zPvq+P4oXS4hMx6aP6/v7++i6bnQ5CwCrDFdXV6Mj9/r6egTWcvaqbW9vb8f5YL/fj2Xe7/dj6I3vvvsuvv3227i9vR3T2e12ET+ZttFzQ21kYv9RenIon5LqUXXJh7lxnqKD3Otb3ztAVbv6BoH+7ZBV8n4qcfM026TQ5x5OR2Pg7u5u8uBDtTddzJdQNhcyn7yW1yHzrPbIQhVlm29vJf8/Az97C/l8/dJyFkQulUql0nuqQHKpVCqVPqkEtPggs4ipY08i+KQLzMEYHaWZe5dQ052xEce3FjtI1XcRMQGGr13wtmCIO7EJHlrXJFTI4LkDLkFIOh791mLlgxCr7/vxWnL4+a3OXhYCLeaLeXE4wcW85ztzDBLs0ZHsn+s7h0WsXzpaI57CLxBkPT4+TspGh6D3beZB/2a78gGSWV9YLBbRdV2s1+vxXf09C1fBevSyZy5v70esd25IMA1BoEx+vIeCUNpZObmRw7YgZPNxozTV/wms1V94HMExnbktkMw+03XdpHyCrhoTdGqyjwlE930/gclsN7l+GTfWwSbzphABh8Mhuq6LzWYz/i2wqHwJLCp/t7e30XXdBDSq3z4+PsZutxvdwHd3d6MLWSD5+++/j/1+H7/4jV9EdBHxG9M+wM2Wf/rf/dNx3PzZ/+DPpn2Guv6/r58eiLh6GnMeM9idwRER//zv/PNJTF66unkXBPuO1zHnBfVVnz/Zxn6cP5SS1+LmEcU7Hzg/ed/Ofi/ZP+m0Jxj9x7/zj0cXNzd2VK9d18VP/ortBPxL/eof/Gqc6wnd/Te0VWcuznkso8P1t4KlvN4czPXjXpMnn7NeApEd3pdKpVKp9F4qkFwqlUqlTyYtXrXYdcen4CYXcAQA+pwwmotBLbZ9sevgkpDDXWF8z/LP9xZIO7cuJAeAPEaAgMdkbjC+s065uOciXwCNsN7dUlILJO/3+/HW5RbAVH7cLev5U/sSQPI4QleG0hAc43VWq9X4IthVn1EsYo95Skit8tLhyc0LhlKgk1Gwz1+sF5bLQxewrBwvETHmQS5SvSs9wrOsHwkSzm1GZJ8RkMuRLJhMyOLSOCPUYv9zEaZlGycqA9PhZo8+Y9/JnKEEyNkmg28esf9q04P9KeIJiLEd2cdUd4pVzL7noWHogGV67kgWLB6GIdbr9QiW7+7uouu6ydimo/X+/j52u93E2as0lYb6ltyuAsm73S6+//77+P7773+IT2wAmRLIVtnOBWCCmw48u66bpOngUe1Axzfrk/2B40Z92duEfc6hftZHNY+1wn1ExGSe0b+VD/albEOQv4+tsqxWq6MH7LHdGVtd5dLGxU/cUv4vxYfrZS5q5dE3g1sw3X9/HCa/FUD2fPBdf7c2qaSXAGD/f8NL0pjLU6lUKpVKn1oFkkulUqn0yeUuRS2s3P3IW3odCEsZLHZI63LAmh2buRMdKAm8+OL3FDDJ3EmEAbxelu6cO4rgr+Vg5ve6/ZkwjdelYy8iRmgs0OUQhfkjzPCyCvTylnHVuT/cj2kKfmXuPjrWGYLBAZzKJXAjQOLt4s7EDARkjjuH5syrOxtbL7qBHTDrGoJCApRsf+bNNxMyZyXLJ2XOeMIruvd1TJaOH8Prs99rXBGutsTvVFcOhAlgOddw7uGYzvLtnxGKZs54tlFWx6pXPgiwFXM7e1f9Zhs1bGv1M4Wy4IYUQTsfQrfb7UZnM938Skeu1Nvb29jtdjEMQywin+sYgkFj/FyQLJDKdLh5xzr3GMmqS7q7OYY8T4K+AslMX9dVP/d+rHT6vh83lRxgex/2OZnQVd+rTb3/8Y6C1hhxp7vqUhsOjAvOjbU5MS703Hzkdzx4XbnbmBt22aZApreGqKzzU5D5HPlGDecmv8ZL81sqlUql0qdWgeRSqVQqvZsIS/mAGwIfAuYMivrtvoQADs+4QOQCNhOdpwQ2hFC6DiEAF5sZnPK86zjlRWXI4IW7zLL8E3C2wB7PZ5xWxthUHaldBCf8wUlaYNPxx1utfQFNeLFYLEaI5U5jr2sCbr/lOws3IoBC6KljCeLYz3gdB3K+4UFw58BZ7ZBBdgEs9hG9s97ZNzIXLo9zgKp8Otx012zWf7xfEtq7i1hAKoNAHJMcP55/ry/1NzpplZ7D+1b/JtRiP6YzPQtlkYnAXn2a8cIzF2vmwFd+uXGifkfXrIM6ncd+yPSUH36uvKifcX55fHwcw1X0fR/7/T72+33c3t7GZrMZXb90BDOPPOdwOMTD358+zE51Q2BG1+8/+Rv/ZEx/tVqNMb9/4y8/WZsz560grdpA5bu9vY39//FD/m9vbyduZObH+wzzK4DsdwdExGQe9j6ruUp3adDZ3Nqk4QYK31XHFN3D3u7ujpZUbqWn8mvjjiFC2A6LxSJ+8Td/MYY78c0u9qsMYvtcqj7g87X30+w3PdOlgCnnkede66V54PzHtvQ7sLJzXnvtUqlUKpXeQgWSS6VSqfRu0sIzIibAmLE6uTjV4pVuZU+Ht3G3HE4OxdxtRPer/s1b2QkFuFjOyuYAwK9B4ESIKuDjri+e4y5FXmcOIhOI0M1LyMGQCoRnhCZeZgJmB8ARTwtphp4QRCZMEaBUGzCsgoA3j+eD95gHpUWofTgcJg9EZTpfAAAgAElEQVStc1ct64zt6v2DMXbZ1zLYx9u4FVNaZSMsktyJ7vXrgEf1IzBB2EYYGRGTW/SzMhN0OPRROvpceXc3JcvOd6bh4883AljWzDHJtDmGvM/5MdzIICAm0GM5lJaO9U0VB8m6LmOxKw+Zm5ShBVpgjU5QznXunCXwv7+/H4GiQ9Tr6+sROMphvN1uR4hMkOyhO7Txo3i57hBmHnVXgCAtN3z0ucYyxTmc/YvfE+LudrtxXBFq6zO/M4L1rmNY/xwf/tvA/qr5R/WiPGUxz31DiLCW9et1oX/7xiLbWWWKiAnIVh3ot4Tzru4G6bpuzF9WRo4rtZ0/VJJl8nOUNwfwDtY9rbfUOTD5La7JeYQQ2fMzt7FVKpVKpdLnoALJpVKpVPrkOucW1ognlyYBDBf4WoAKnPmiNrsmz8kAoi+CCZoEH89Z6NHxeuo45VVgWn97HE2mmwGH1rVYFonAVzCEZSdgdfDszkkHnJl71MGD6vLx8THW6/XodCYEzcrp4U8YKzuDwqwDXV8xYB8eHkZ3JkGY6sMds3z4Hj+f27TgMbrOMAxj/gmTma6nx+MyBzQd3LymA9sWsKHzNovPqjJ6/Xs9ZWWnWrB5Lo/cNDo1d3DcnXIa691dz1lIGTqsh2GIiCdoRzCs81WfzLvXqwP9DGpnzlOBVr1nkJz1ReCofuwgT58zPjHT8Y2bLP4wN/oYakX9hRs8AryaB/50/OmxHr799tunh+0B4PvYFAxWDF+F3JBjerfbjXchMP52xNM81gorwo247AGMvglKuJ05dZXnLNyPxLbgpgS/l5hvfq76oOP88fFxfEgk+7z6EEE/fxsJrtV+2QMMszHs53rYC/9t8U2nTw16P6V8w+DHXNZSqVQq/ThVILlUKpVKn1znLqp5276AZ8SToylzxEY8ASF3DvPavphzB63HTnUnY5Zf5sHDVvhxlDuNfSGeqeU09mNYfw6hCZgiYnRaLhaLEQTRVRYxBRisx8y5qzz5sTru6uoquq6bPCiMzuI5KBzx9HA2ASn2GV2b5RdEJjjKHnjmAFZ9LQMkLPucCL7kitYYkHvTH37GOpSLkJ8T3LEueL1sjGR93523DE3AzQH1AwI+pstNiwz6Oijy/uIQTseeu/lEOVDmvJNtULTyoe8IY7O+9Pj4eHQXA931riwPgrjKq/oJXfvKH+cYOU67rpsAYDrmWX5tZvi8oL6ZhUpRegSwGUz28mqsc7OGY+n6+jr+0X/zj8YH6q3X64k7WvGkGfOYMFlwXyD59vZ24ppmvbAeWAa6pDn+OU5ZH7zTgedqPuBGC/tD1ke939GRzb6iz/RbmI1vtd9isRid2pJ+u7z+5+Zafqe5i+5vh8m+AZL9JrFM2Xz0lmD1nLTfyrHMeWzuN77AcqlUKpU+dxVILpVKpdIn1XMdR4QimePS0yZM5nt2jsM0xsqNeLqtXdBAsI8hJ/jSIl5pONjTdejSI/gUeNBC3KGrlN3uncldl6o/dzpnrjI52JjfiJiEkuCi2OtT/3YwTjCptt1utxERo4NOjs8MSqn8Xi6BFraft62cevv9Pu7u7kZI5UCcUNQd4kyb7eV1zjrQu+DVMAwjqBc8FDRjn2O6hLyEut6P3Cmc3Wbf2swQ0GZfESyj+9z7lQMyDysxd91zxPGi687JXca8dgveuIM5g83sAwSRhJN0NUccg/vM8amysR946Atu6BDARsTYboKwhL+Emw6Tvd/Ivcu64PykOqAj1ecD3ulANy/drwwJorsDVPb1ej2C5PV6HZvNJlar1QQQqx7YnoqXrBfduNvtdsyH6sDvQsg2knQ85xilQyg7DEPqZnbY7yIYZlk4tvVOt3DE04YefyPU73SMwn7oe/Utvw5fFPNAJ3n2QEGf4wmRs82lc4Dqe4hzzKXz5HNEqVQqlUpfqgokl0qlUumTi4t/iVBMUIWww4GG0vGFNsGMOxIjpvDPIQ9vGec1dB5hW8STwysiJmVpAS8HSgxTwO/5b5bBwTbrjnnl9RxaZUCDC1wCA7kWVb8RPwBmQSd3OvKaXheqX94eTffjZrOZxC52cE9np0NBB7leZx6H2Ptfa1FP0EbHtQNsLyvbx4GgYDYdmnQhtsT4s4Q5uu5qtZrUqwPUrN29nnysOGzy8AosI6/lruKsjrK6Yj/yfLI9fAwT+j48PByBTaXtY80fwMdrMc8tZzXdmKw7fce5zAGjQBzrmW1Fd6wAIQEz8+pAlPXublvOCRQdzAR+fpyDR8YlpkOYsFv1zPnC519CSPVrQdqrq6vY7/fR9/24yeR95v7+fnQhy72sGNEMCaN8OhBl3lptrb85TjVvqm10jG8S+hzp7zqHm6Ue85zi/Kv287ypXPwN8PrVXE8XtW9osn4Vd5khjngc+6bmcl2LGxveBz4nqb4uDXw5V32O5S6VSqVS6VwVSC6VSqXSu0iLKYEBfUZI5yEkCL18Ae0QNnPc0ZGmhbNDY8IAOWIfHx8nDlI+DFCQaL/fT/Ip0YHlC0iGJuDxDkdZFj7Eise1XF0OifkZ65xAICLGGJvKkyCugC8fUOV1SUjoeRG46Pt+dMcxtIOAKNubrkaCI4cRdK67qzZ78CHrwUGrA2k6zT0OrZeXjtDHx8cRvPABZXTzCRjRUc2+r7YjEFQaAnWK9czYs15epqd3r6usH2YbBuoj3qcJxXys8vrcEOHt9rp2C3ZqQyGDoux/HnJCZVAd60GMHM/eD+ZAD+EZ+4TyT9cvwWCr3nQe29tBctd1E+ipsnPzxzfPGH6CbcO28LZyF7PPYZwrsljDzON6vZ5sAHGOyTbJCL9Z14K+BPScz3WngYCzwi+o7gSSNfcQKntoBu8H+lztx98c9iGCW5aPaXCe9jlc9cC+IGW/ETyGvyNqY+WHsZy50cKNPM5B+n3x+YZ3jGTzr98lo9BF2aaZ3lkvl1S2IXTOOd5mz02jJbVJa4OmVCqVSqUvSQWSS6VSqfQu8sUwoZLAGF1s7mSMOAa/Lnc0CwAIRggmZTEeuaCUqzAiJi4rwdO+74/CYmQAoQUsWD6XuzEFXB3ytEJd8HpzzmWloXYRkIyI8ZoREev1egJmBCAEx5QPuvEIVuXGFdDZbDbjbfmqT68npuMu4jnozg2JDBKwL3h+2T5eDgeQBEBss4gYQ1ns9/sRhAmeE9I4tFafUFp0fxJ+qXxd18XhcBjHTQZEXA6R3UGp+slu288e2Ob9iYDdnYoZxM7CcHg6jCWt6/ot9mxDH2++ccA21DVcLUcyYSLhP/sVP9c16ARlGT3vdB9z80J9gC5ijkW2vd854O3D9mB70t1OsOx1SVCtvz30jzafPAyC6psvpuuOWfVB3mFAkCyATFey6q7v+1gsFuNYZN26mBfWia7FTR6GI2FbeLs6dPV/cyxkvxXsK96ObEv+fmWbZMqf5ncCeZWFv81sV9WtQoZw84ubKrqm5qKImLQjIfepOeo9xH4V8fowF9zwyubJUqlUKpW+NBVILpVKpdKbSqDCwxTQdUdpUcrb0zM3GIHP3CJdYEN5cYjCl7v1lDYdf3Iea9GvhbHiezoEYBpzai0qda4vRBnqIXN2eXoCT5njObumAIIDFQdjDqD8WL2zvegMdEfeqc0Bd/WpHjIo00ove1ji3PX8b0Fd9UOPX8280J2pa9Ml6K7ZOSc9IZXaUscKNBJIeQgUnce0M8jOcwiLfNOlJQfuOpfwk9f32Odz/akF+xneQvU6p+w6PK81jrI5g45m9k+FiYiIST9gW2bzEdNhGhHTUCmsU0JYjjc6edkH6f5nbHcHuN5/I2JyLW9vzfFsUzqXsxAIXp/6nkCYdaffEL8bRW2q+UD1yPahss/Yztnfyp9vDqhe/U4ajRmvL88DfyP1W5eNNZbL581sw4v1ynjePFdtpQccqi8QJGvDlA9EVR7p7lYf4Pzm45j5fwuY+lo4nc0d2VzxXJ2CyHPA+lSZCkqXSqVS6VOqQHKpVCqV3lSLxWLy0CR9poWqu2sF6SKmcYe5IM1CHQig+C23SkfwwYGIQAMhIb+PeHLoyeEmkCBnZESMYRoEGDP3sdeLf+cLbf4tcCR43LoVP3PzsmznwmQCL8FP1gsdnO4O9fL4Lf46Ts5A5bsFeJUfnZtBI8JYXotlcRcd65mQk/LjlHe6+Fhe5ZO3cDssJMyNmLoEs3AcBOIqA137Dp3938yfxwRmO1HqJ4RKrJNT0MNfWf2ynBExXosgnvnL4JRfz/v13Njz83l8Nj68P7OueG1uXqg/0r3rUNnFdHjHRsQ01iz7kT7TxpbqiiBZ5bm+vo7D4RB//Zff4Ko/bJD9l78VE4is+UzSXMC25Fyk+ZSx5DUvEkp6+/EuB5VFm037/X7iklXa3p/YX9lefEAqncwZuPe29nZXGlm/UL3rt0Dpqv0JezmnPj4+TjZaI2ICk11z8zbHFDenlCb7ovKhPqSH8/E3meF36D5ne/A4/cZnv6kc1zz3c4Kgr4G9L03X+9qpedXTOTUfl0qlUql0aRVILpVKpdKbSk6nm5ub2Gw2RwtULeh5y37Ek5NM4kKcTkZ3TnGxSgebAIvyxHT0Ha/JRZryJDfW/f39eDuzYJ8eEBfxFAOVIOgc91X2fcuBxjrQ9xkQ83ROOUq9Pgl5JLrxMre0AzCHnIKxhBICyTzOlUG35fKHh5AJDtGxq3Mc7jEmL+vCoQZBjMMQ5sdBp+qZTj3lycMgEKawDRk+g21KeN0Cyf5ifbQcgw4GCaOUH4fJkoMQwmx36joMYd9SPhyM8JwM8DGtOTc75fmgHGazDlvQnudyPtF3gnFqbweqvlHRqjP2ZQfJ7K/cpOCD/SIifmf9FyP6vF7+i/83IuI6/vOffTdCaLWLxnvmYudcxDG5WDyFqyGQzOpRcJUgeb/fx+3t7QSuE1Rn/VzXJjzmPM/xxXr1kBQS+9VcH/Jx7WlyLHm/oZNbIkz28Uexnym/HEc+T7M/cD7Y7/dj3frv9Kl3ta3GMuP4u9Qfzrm74VNqDsiynzwH2nrbnNoEaF07+11szcelUqlUKr21CiSXSqVS6U21WPzgGt1sNrHZbFKXU8QUYPJ7iQCFjmRdgzBKn0mCKxlc9diOEm85dphKt6E/pEzXJmBR2RyOZYvSFkwWDNADtRxGqJ4F5VuQ7JR80dtyTmbA0p3KflwWAoAPIPN2zUIzME3+m05rj/nqLnXvc+6EZhvNxRtW27Gf+oPF3HXHvqj+rnQcAjrAlOR6ZLxgthMBTdZHGGfbgafySEch8+Llb/3bAV+rDtm3VNdqoww8E+hn1xYEk7Ljsnb1snr+eQ2fYxwG83i2u+Yb5c/hlNpZEE6w2UMU+OYH5wbvQ3IC65r//U//jaM2yPTXf/lN/GfrX4x3h8gBTAe+8u7AP8tnxHG8Zo5bbrzIiTwMwxiXl/Wr3wDFBOeGi4PhbKOSYzNz5md3ezBdbi75GGY9ZJtULbiaHcvj55y7DpH5Ob/jXRtZ26je/U4fztXsl+5GVvsNwzDZrFPaer21C9nns091rus56bSO5fzJTaNSqVQqld5TBZJLpVKp9KbSIn+1Wo0gWYtLPQCJoDViCjD1b8qden5ettgi2HC4Q8eo3gk+HRZrUU1XoC/g6a6LiCMwJ7mrKANb+reAhVypdGW7U4npttLM6smhvDvH5mCGl5vHEpJFxMQ9zrjTDsm9fdUeDo8yqEl3oJeHZWnBA3cPs351nv6mG8+vRXhFcLZcLo+gv296qM4IEjSedBt5xNTl56DO64QxbN2ZfaqdlU7rM4dahHO+YcLNIR2rGLEeTkX9XsfP5ckBrZeFsWwzZ7rDZor1w/b3OUXy9Pm9O93ZPh4ix/shHffsR74pxlAaf+df+TeP6m1O/1X/5+I/7f+viIhx46IFhzlf+uaJykdgzPKrrQXDBZD3+33s9/vY7XZH84EeFnd/fz+Jge+xx30z0sN8ZP28tenBchAgSy3XMPu5xqRvkihNvxOD42ROHOvcVCHUz0LteN2oDtlfJW7+OkBmWBWvK6WttuXvt467tF6T5iVg8rnnzx3H/u7/xyiYXCqVSqX3VIHkUqlUKr25rq6uouu6WK/XETGNMxvxtEDVvx2IcdHtDksusjxdX2z5Ip+LYUEYh8gMH0BHm86LiBHqEUQTYmUOLH03FzLAxcX+w8PDJOY068Dh4ZzcScf6dQDbyh/Bm8qdwT7GD1W9CEy409rdyRJvAX98fIot6kBPoNBBiNowq5vsFna6qB2Kqi8IIrtbk/2X6RK2CZoyfcJA9kVuyuhFl6A7BD3Pqk/BSm5MEHjqM29vd1q2+lbmqs5cmg7XlDfVQaasbARnHgYg668c1xFPmxqeFvOjtLSB5OXPYB/nCYeEnLu4kcWH4Clvct225jMCPN/QUH7/7r/6b6f1eUq/s/6L8R//6v9MN6e4WaJNAI1bxlL2jRd3whNE3t3djS5kgWS5ZNUmrOuu68Z0CLrpbuZnhP+c89kGrbZRW+pzjh2Wh21FEMx8cK4l7PUNCrUz+2e2OcLvWA6fqzycBMdqdhcA5z7VKd853/gzDShBZDncXwtq31qvgck+L81tvp4j9hPmL/u7VCqVSqVPoQLJpVKpVHpTLRaL0Y384cOHccHpYMvBGZ1jDve4sPK4uvqMi3tei4vyuQUYYVMLhhGm6N8O8loQOXOyMf0MuvFzwiO+043K71ruzAxOeZxoOQUjnh7YRNfaqYWsg+rMeeyuzYhpzGGlQxBMyCHIpwciCrjqGt6HWP+q+8w9msVN5eZA1hasG8YwZruwDjztiB9gkzYKlsvlBB6rXzKUiTYWNptNRETs9/ujW8wd4LNchOCES9xAcLDvec/gtzvxWXesd28PpcMx7pCL+fe+RMiVjQdPn/nzeuDcwTrIQrVkYhmYX29zbX4QmgoiZ+XOHiznY/wSwM7n66wuIqbxvjVncH5WvnxzSH1RoRX6vj8KgSDAzgfBPT4+TjYedI7S0kt1nG3qqSyeJ6XJOYcbjTxG6bM+uKlD0K26yECt5jA/N9tE4DmSb/jxOr5ZlOVf8D8bKzrWw1o4APc5WnKA3frtaPXX94ClnDdeCm7nzmul72ptyMzNOaVSqVQqvaUKJJdKpVLpTSWQvN1u4+bmZoxrKcjAOK9aFAlWegxlT5dAZs7JysU7nWXubJSUjodOcADBWMnugGw5Kr0MTI/Sgt4XiwTCdJApPYe2+juDCC0xDYcCcg7ruHMhssrIkBwCQzpO5XGwyHRYL+7kvb+/j2EYJg/ZyqBjBiuycngd+4O06PAjJFsul9F13djPCZeYj+x2Zba5yiCQvN1uY71eT0AjQVHXdSOwYv9lnFyVKduAyWAh21kAw8MMsJ95mtnYU1ux3JkDMwPSfiz7FttnuVyOUI7jw0Gew79MnA8eHp4eduj9i/XkrmWvEwfLvI6+V5iPzOHNfuRQknV4CcmBqjII5mre9pjOionLh+I5gGad0TlM5yofCEcnPvsy50LNV4LKDpL5rmN93vW8sVwZCCRslnjHATdM2L5Ze/L3xK/HuytYbopzI8PFsNwu5pGbmcybb6w5lOdvBOdvXtPnSa9nftaa+5+jcwDtOfK8nfv7mUH+l6Svf/M3sQByqVQqld5bBZJLpVKp9KZykDwMQwzDMH4uJyUX4/peEszzhSgdyA7X6OLisQ6jsoUtF/38jukSTPjt6y1YqTRa8MrzkOVTf2uxysW/u0U931m4iXMkIBcRIyA6Bd8oQlYBIeaTDkO2Nd3RTIfhCwg5dFs8b3efawumS6iUtYk7BwmRCVIE1lg+5ZkbDg6C2Z98M0J1tl6v4+bmZkxTfVFlF7wWUGYa3k8FqRm6xWNPMx8+rgicM3DMsjMfi8Vi0p/Ypt7OhK68FvPGDQM6hdmHfIywLd0xnTnXvU4ymM5y0k1Lx6tvdPlGledL7ePK+iTHutpH8OmlYS2kv/WzvxT/4R//b+NYvbu7m7jlr66uxnGrOwJUHjrpWQec27TRIXjM0EaqO4VH6rpuzEP2u0CQrfQcvLHOfSOO0nzkoU8cgmbzKvsnNw5UB3SyMx2OU/9tIoif2/jK5rts48jzn20I+VzneY443ljTGPdjOK+2QOjcfH0uPD01379ErwG358Ln7DOf6y6Rn1KpVCqVXqsCyaVSqVR6UxEeKPanL/QECbig1UuuPN6qLoAqtxnP0S3QvB3Z5SCXoJMAjrEs9RndaXOLOQIKXtehU+aw5EJeQKh1e7OupfRchI2n5OCQ5dD5f/zHf3wynVKp9Pnof/nX/t1Xp/Hdd99dICelUqlUKpVKpS9dBZJLpVKp9ObibclyrEVMHb5yJdO1Jaeb4rz6A/kIgOmo1O3PDlDdoeyOQYJeQm19LrhMB5oDWr9dOnNoenxJpZG5iPVddrtw5lLWuRLPy265pdwV6y7njx8/ju3I0AkRTw/1oqOQwN3diQT+cg7yxT7D/OkaCjGgvAzDMD6g68OHD/Hhw4f4+PHj5BZ3uhTZBll9sh4zh61vEiyXy1iv19F13SRki9qAfUf9hw8Po0tXfWaz2cRms4mbm5vJi32KDyZj3SpEQN/3k3f2O4+17K5FhQrZ7/eTNnK3d+sWetaf0ufDFX2zh+EP6PxtPexS1+IDGDle2d5sP+aH+cxcq36XA7/3cBp6z2LEet3SZa302D/clcsx6e5ldy26s/X+/uUP25O++uqrSXxu/a0xSEcx3ea8a4R5Z7laYShYr+v1OtbrdaxWq8nx2tzzc7LwELpbgKGUWKdZqBzNN0yD7+6IZpv4b5nXBfs/57XsOhKvl7mWs7l9boxSHqqFYzHbOPXfVrU371jJ8t3aiHWHf+aAfq7b+NLO3az93+I6L9HnkIdSqVQq/clQgeRSqVQqvam0iNUCXot4fi9Hsi9CuRBnjEAtRBV/VrBRoICLWjqMBQoIaDMAwEW64n8SfghotxbmDEkgMS8qjwMxDyFAuKHrtOJknnJHe5ucgsn6+/Fx+kAruaMlPpiPeVNdEQqqzVarVXRdN+ZFdUIwJ8CZhbZw8CJAyTidBGm6jsM/pdUCJV7HnpbyTZjOOlH7OXTP4I/yy7pQ/gXNFP+ZZSFU0zVWq9WkrATGqjdt3jB+rYNfwS6OKdVDdk4Lqvm4Zn9gufk5HzSm62VgiVBNx/pD6OaglkNOh1V8yJq3P536zLveHbRzPmM/ZD8QkPX8Z+ETMsjoDxm8BFxSWIuIpzi8vBska3vOb4LkrDtCVPZhrzP2M6VHwK5NCa+fuX6o8cG7S5SnrJ8xjQwgspwRxxuCvDbLls219/f3k37B30LOsbpOdqeJl5vjQ23I/u9lY11zfL1Wnv5z5GXyz7Ox8FbyucJ/J0qlUqlU+rGrQHKpVCqV3lRciGqxLzjLhSohsKCXQJKcq/4wJzlXHx4eou/7iDiGfYQcdJZx0efAjRDUH/zmYCqDj63vqFMwl0BBxyuvpxb1p5xbz13wErAwBiyBGcFO5vhVmZbL5dhuAkeZO9hDiwj4qU8QShIGCRLJTau8ME/sI3TdnXLszYn5cEctyyTwFfHkUlXfVL0ob94Gh8MhdrvdBH7qwWQCxNpcYZxV1YuHK2E6lODy4+Nj3N7ejvnRnQFqA/ZP1gMdxnpXXXtoG4dUc/9mOgSmOk71x7ZkHlQOtq8gv49pzluE3awzHsfwO4SYGRhVPfqmgMpDZ242n2SQlN9dAvpRhMHZvKL6UR8mRKZaG2l8qZ4ErDUfcxPR73w4B5h7e2Sbikpfx6sudW2OFd8A1DnclPBY8u6wz/LMMcr8ME9KLzs/+z1yCM3fXPZNP59t7XGtuRmSjcXW7zDTnvv9y8rSKmOWXy/7W+lUXkulUqlU+jGqQHKpVCqV3lxc8EfEBEIJLPEBWXSiKjwAF856YN9+vx/P8dui6fybgw2EBLpNm7fdu+tQwJtA0vPHxb7fLtxa2Po5qje6uJ6j1y5s/XyvA4d7BElzjkjBBrq6HYKxLu7u7iZhC9R33O0cMXWACyQTcrTgS8S0XTLHG49jPfA4bpgQHLEOVUfKL91/yp+H81B9qVw6TzCeIJkgSi/Vm2Cy3xXA4yNiDJHhrn0PVaKxmQG1ljvT88f43+eMC4biYCgAAT+HeewzGSxTetyccMc7oSghoG+S9H0/qXeV2YGd+jPbhpsJdNJ7XTqcdbd1q4//1d//n18U3uKv/cHfn0BkQkjljxs0LMOci5rntYC9ysM+I/DLepob1z5OCXhVLkJ830CQ+CBKd817ndBF7Wn7fOBwlfWTjSuWq6W5TQaXb8qx3yrvTIOf6Q4j3RmRjRWmw3Rbmwyn4Djz19ocyDYxLqkM1j9H5V4ulUql0peuAsmlUqlUehM5ANWCXwvQiKljiAtOLlCVBtMbhiFub28n7liBDj/WQ1J43rjYFUDTIjRzJHMhLflC111gAq8qN+WLap1D4ODOWX32KRajvIY7RR3sZnAng60RMYJ/7ycO5+hMpCuOsF1w1WGgYgI7cHbQkrm8T9VzBmJbDmwdr/KoH9JB6wDdwarKQ1croRqdvp5fjqeu68a40qwb1nXXddF13QSqsUxK0zdqsjryevKwInrNgX7Whcapf+cuaMJ21hnbKiImsX65sTEMwwh3PX2Of9UJ4z6zDbK5hu2tOy/UH+hYd/dna7OK9c16oRw4nysCQL++93XlnSC5VR8O3DPRmezzKh3NPi+26kDfqz8oPY433wDjbwo3QrL5Itu8YLtpU0zjPwO3DpDPqac5zc1dDmC1ccLNHy8v20FjUXXo5crGf6ZTbfbccvlGx1vpJWmz7gsml0qlUulLVYHkUqlUKl1cy+VyfODZ119/Hd98880YE5dORo8H6rDIXb/SYvHDrfrb7XZ8SF/mbnP3apZPpRfx5PokPFG+HHIRYDn4yxbPhMosR0RMXG5eTp1L2KzbiVt0CuAAACAASURBVFt6ycJ8Li26u/lvOscFJLwt3WXHvNFdOwcQBan0GduHoJDOU7YpY6i22snBfQaKMzg412YtMOq3vwvesH7o8Fb8Y+ZNISzY91TOYRiOwHpEjA/hY/t4+fS58rher+Px8XF0PwvcMX3GKGces1vmD4dDXF9fxzAMsV6vx7sL2E7+0EW6SD2chl8r66esU5ZXcF99jG5jj43sGx5Kbw5kso19g0v9g+3o/UWfO5TMgPKcVAf//i//1/hbP/tLJ4+XfvsPf3c8l2EauNGmDQz1HQf3DmYJSVuwLyuTrsk+P+dEltgG6jucC3jHQgsi07GrjQWCUu/rc/Ga9R1jTLPMnNsz5+5rlP32ZL9V3PzMyqBz3IHuasF5/331PJ77m9XahMw24i4lbmbwmueoIHKpVCqVfiwqkFwqlUqli2u5XMbHjx/jZz/7Wfz0pz+Njx8/Rtd1E7gTMV1MO0AhSHa3ph6Y5C49PrRJIENAmSKwoxNMYIcxd3W8L6o9Hu6c6HyjfCHcgsm+KFaeuWA+x/l1jrJ0CI4JtXhbvjv3CMnpanNnG2FyVmYHFF5mQiuHyVdXV7Hf78d2JSzluUwzg9G8rrvFWSY6m9nWvmHh13AnYsSTW1ngVXDHIYZDc32nBxquVqtJbHDmx0Gvh1LRJo3G236/j77vj8JrEDa6K5PpC3Z3XTcZq3d3dzEMQ/R9H33fj85r9R+Fn1C+WBe8ZnZdwk8fQyqzyk3Y2NrAYpruqHZnO+F3Bu4Y3oVxgtnGhOJ6WKLqM3P+e1/j+8PDQ/z2H/5uLBaL+Ns//8tH5ZN++w9/d1Jmb18BVa8bxpvmnOp3KWgOpxwy+qZdREzmXH0+N/c6RKYj3UPw0D1NeegHH9caH2wXlYMbFcqP1x1BNfs8Q3xcAjpm/WHOpZ7Bf/9eeWzFBo+IyXz4HED8XJjMfPqm2KXlMPk5yn7nSqVSqVT60lQguVQqlUoX19XVVXz8+DF+8zd/M37+85+PIMoho/7OQib4opsLUYFmhopYLH4IebHb7SYLyaurq6MHfFGEcw4DfJGaQdBznUkOsVQOvyWfENshHPPbcvMx/dcseJkWgaHCANB9rOMY55pOTodGDosyEE64wz5ASMjrCtg5zBKkZLoEWYTJEdOYufyOsDBzwEktaK60Cb09bq+HeWC4AOYnc9Gqn8sduNlsxvIJRBNgPTw8TBzluj7HpsI9KOQLxyShPeus5SBmWwog69+KL7zb7WK1WsVutxvzqGurDD62Va8OkTPXIDcCCLo07umszsYc02aZPP670lUdekib7C6GDMQxTdWxw0yWT3Npy13POevf+6N/MHmoYrZx04Lz7sJWX1JfUZuwT2kO9nAvHHuaB3we5uZPBnuz+drzn21ocayxXn1DhHe1EPCq77NMyg/Tav12cM5UX+a8mfWF18ghMvvGXL36tVmPKk8Gin0DQJ851G79hj0XJvv88JZ67W/qa9MolUqlUuk9VSC5VCqVSheXFqqCQARNEU9OLkGW7BbxiDz+J8GDg46IY6jAW8MJoyRCCge4hKV+O/m5C1YHj1wgZ7GRvay8nud5DiL739Rcnh3qOlzyNAhIBJojYoSffoyXK4MKDssc8ns4DMYa1vXoSCdM1bUIxc5pQ12X0MQ3E1hvOsflYKsFTAiWBW4J6gmTdSxvz+e/BZ+5YSK4R9CnzwV6s/jhhK3KE2Evxxrhp/JCKP74+Bjr9ToWi0X0fR/r9Tr2+310XTeJwczY5SoX6yKrO+9Dgnbc0FLfUZ9RPv1OB0J1AklCQAfB7trnmPa2cxjHeYjQj32XmzNeBzw3C0nh81xWf0wrq1vPbzZHeZ5UL2wP9QOlxfjhPjZ8bsryyOu489/BJuufzm69q//Kmc/Y1T63+d/eh1h3/NzBOsf9paFoVn9ZP3T5b2OWBue7Vj9wmHyqXLxult7cZ5+zPgXoLpVKpVLpLVUguVQqlUpvIkGbruvScAEETgonwQd+tSAHXWxawCoddyHy4XrMA2+1povPQWDEk2ORiz+HAaeALpUtIj3fvmA/tZDOrunwmuefWsQ7SMpgspeDt7+rPrPb1Fv5zkIQqJ7dMSxHsYMZAhl9L1DDh1zNOR55Tc+jQy/mVXlyRyphJF2M7I/sqyyTxoQe0qXyO7zj7ePMG0GyQI/KLviucwWVVT8CyYK6cp0KDKs8Am06TgCYoTUE4QiR1WdUH4fDYQydQRezvleoG+ZTyh685tA0A7st8OWbC+6gZfgL3+DiWBNMz8JvcO7JgDKd3T4XZC8XQajK3vf92EeysAanXKk+jplnloFzTwbz2fbsl0r/cDjMbrCcgsnsM3IMzwFw3wSQ1I/X6/VkbGQg1aGxjmM9Z2BZn6sMWX2+hbKNO16Ld23oeN+Y8Hlo7ncl6zv+e3XO72i2uXDqWs8V6+bSOpX3UqlUKpW+BBVILpVKpdLFpQV0BlIipg5PwSfe6s7FqqebQdgMJDOkgfIiiBzx5KLKrqFzHDYRjMxB5Dn5ot3BeKu8npfMre1/Z//2vJyTX0lwhMBDQIChRjI45mm5+zq7LuvcnehMxwGp+hfrjACQ53n+CFC8nufyp3xlTkUXAWEGICneTi9I6y7IDFDpPDk7CY15nK6rsbdYLCYP+aMTN4OxGr90JV9fX0fXddF1XWw2mxFMM/axxp+A8/39/fjwPcJ1hs4QUGd4gYiYlFPziJeVfdQdqrqW9wedRwBMKK8+xXHBfDEMDM/nBoc/4FP5YX/yPuVhFLJND25WyIXNOMAOoFsQz18ZfNX4bI11ieEU+NtAF7j64ZwyCOl5Vp9U3StGuo+XOeev6q/ruokTPruLoVXubAPOj+M8yt+Cl/7GPEecO9nvMhEm+++g9/1z8n4uTM7S9fMvVUdzv5evVWsT5FI6tUFcKpVKpdKlVCC5VCqVSm8qAgYtlAmgGPaCjsJWWAeXFsJaRAkYCRrRAUdHIW/RZ77cqZUBw+c4xeZcfvo7g8KCW0rDj2OdcoFPQKJyUw7TnyOHYLxGBmQdJmQO5czh52LZ2Y4RMYG+ugbhltcF4aPgEGEtQw9k+SKkZTlPAXz2I4+P6nWs8ZG5TVsuRwIdHsMHWspVrL5P0dXMW/g5ZrxPqSyt8UCoxzphuA6OW80D6vesA8WA1sP5dH2VkS5WObGZD94hwboXqBUgzCAhATpdtBpLLfBMCM4NKsHM+/v7EZAvl8uxHO7KVx9lu3MzTtI5yqND7MyFulgsjuCql9dBsoNsfSegT7Fv+PwlMJtpbo6dg8hZGqzvbC73tDmG1IYsg4eeaIXHmZtfCV6zjbE5EHvOfNk6Tt9l4Yp4jEPJ7LfPf9t4F8i5yq7VOm7u/Evp3Py8RGzzAr6lUqlU+pJVILlUKpVKby4HUO4aEwSiK9LdozzX05aLkvCDjjdC14hjsKm8KV+EDjo+A6MOkFxzi985ZbBjDmLTgXgK6hGknrugzWCHQwR+5pDmFIAXvFQbe5iRDLbStS6IxY0ItaO+j5g+REtAMgPgWRk8L94nWFfZ8UpTEN5hN+Fv5v50iMhzdFwWvsVDZuh8uoqZV7WF+r8ArLcdx3TmTmSfVD4VFkNAmHWpDSDp+vp6fGCgJNBKd+nj42MMwzDWieYP1RnnGjmkM1fxMAwjQCcII0ykKzsiJu5UQiKGpdBc5H2C7eMhUZQPbj4oXw53PZSK55lOfN+AYD9k2xFE+50eDn99btJczuu1ICT7CWPoe121NAcQHfwynFFrTFNex5wDmY7HuX9OHpl+Nt/MpZdByTmArO85r7R+s3RMBv5V/iwfnsfnQGI/7jlw+NJQ9tLpzW18vNW1ClSXSqVS6S1VILlUKpVKbyq/dZgOOUEqOvZajimCD8odYQ6RPaZpRP7UeYICQggu0l+yOHupU60Vi5P58EWp33btYJIxeb0uT5WN7lEH8HTpEVREnIbIaj/CpwxOZLCEfYlpqf6yOlB/YF2qb/mt/y1YnJXhHJcgr+cgn22mfksA5iKAUjp0+Q/DEMMwTNzWAqpzZRLo1d/a6FGdZuOP9eTt7JtCCnPhsZYJMBXyYrvdHgFjAV+PyeubQGx/htBYr9eTOcEdt8oz8y/IyXmFaTMP7lzmXRGsHwfZakuBcB3vc5DmSqWra/udH/7yNos4HpvMP/sSxzjbUmOGY16wew5memgSn3+pFmzL2orAl2kzbyx/Sw6QmXdPz8dvVt4sbd84asHkU/lkKIwMIvpnfhw3rXi8lyHbBNDYYV74cM/nKJtXngOTvwR5ny3YWyqVSqUvVQWSS6VSqXRxCYAoLiqdpg7v+LCurutmF1fu0GWIAKWv4+i6FKChs5POTeYp4insgQMyL2OmDEjPHZ/VndI595qZMnefQJA7GekIa13DXbGeJiES08jOcWUwUVJIBcIMuc8j4ughdKw3z7PaU/2B8JbgYs4pdsoF6WEXlBY3CJQ31jf7n0NNbgC4W9brj7CcEFUvd4kqHYJJbgrc399PHtKm67m7lTHOBXp1rEAsN3Y01jNnoztA2bYRMXmI5mKxiO12G+v1Oj58+BA3Nzfx4cOH6Pt+AuHX63VsNpuxDjykAuciOtW9bzrk1cudwYTl7B90s/oGDDfXMkDpfY/5clexzp0DmR4Wxs91SOz9juON1/c7BthPsnGlccM5RHWQwVqH9t5nWpBT7eH58HR13sPDwxhn//7+PoZhmMwbrbme/87q3+smO2YO7LJMDpOzuuU5rBtPO7vTpJUHd9s7cM/SyKD2nFoweW6T4nMUx8mp39lLae43rFQqlUql16pAcqlUKpXeRHzAFm9xJ7jU4p4P5nL3mEQ4yNuUM8eYJNCg7+7u7sYHT7lLkOkSYBDwnbMwyyDbKaA8BxJOHdvKQwtEPD4+juCBgNJvY/Zz1HatPAk6OdDi9VsAIINAnheCV/Uth8+r1SoNTcE0tKHAPLXc1i53P0rcgHBQm0E971sZIOTmi959XPBhdBmIFYAVuO26bnKu3K0O/u7u7iZjbBiGMaSBjmd5VKdXV1dHbmPlweMdc9PI4QrDHrh70sEtgdbV1VXs9/sYhiH6vp/EHGbcdIaHYHve3d1NHqzmYI1trjZkrGyXf+YbU1kcZzmBCZl5DNNyN3OWvm+SsCwZ3PP+yljWGdxnP2foDUJGbgL5xgH7teYQbgCyzdVPCEIZcoSAmeVQXgmBM/Cu/PC3Sv1HIJnnZfMU270FVB1q89qtfGVSeZ8DDHV9/Q4qn95fPG9Z/2HoE4qbSL4Z42W8FEz+3KEpITI/u4S+tLoolUql0pevAsmlUqlUuri0CGU80+vr66PbXgUCVqtVrNfrWK/X6W3/ghQEJTxOC1SCDKZPh5kDPs8zr9O6Xf+UuMB/yS3LL1kIMo++WG05yvx6p0IezIENgjEHya1wFRKhEgERIZBEx6fHnyWEZviKiCm8JbDyB2kRpLC/OmzivwnV2LfZ9qwnghpCUdaDh/tQ/jwNr0P+m+NLr9bD8QiXmJaAqqARAZTy4mEkNObd+Uv4S9ct05nbeFF98U6E5XIZm80mttttdF03bl4dDofY7/cjUOYdCh5fWw+8yx7AyLr2+SdzYfqc4bDW0yRkY3sJzmfHcKOAceBVL9kdFVnf4DhjHfOdMNBd3NzwUHs7DNZ3p+YP5ZPhQzifuOOb5c8eKpjVsdLkXOTQ1tuU8bjVRyKO5wC28dycr/6n38OI/MF3rHfqnHm4dbxvVjhIXiwWRw9LZFmZtureH9yZbYx5Ov5/gFbeTwHk7PvPGaKeartL6bmbC6VSqVQqPVcFkkulUqn0JnLgK+kzAmS939zcjJBQ7i+lRTihhZIWvYRL2S34BMlys0ZECo39tvNzYz36IvG5C7kMbnj62fH6jo47d31fQi13Hb93SC9I5yEBHNpk8CNzevrx7tpk3xI8ohO27/tJWtkt3kxTGyEOkVkOlkVtd+7t4SyvRMDSgtEZDBYEYj70OSGqAy93dxLC6dqqC16LmxYel5tuUo49zz+l69zd3cXd3V30fR9930/KKbexysl4wavVagxd0XXd6C7WOQ7+lU8+9E6g0B3j2RwhRzfjkmsMMh2PeZxttvjGl9yqejEkSAsqsz+yTXgs4bRvRnibsp2UL7qCve9mm278jnCb1/RyCHJqnBH8Ml3N9exr3ATSi85y3yBwebgJd52zj7eAJtsiyzv7ejZX0LHLutF5LL/30dYczfHtefc0svrwcyLiaBOD9ct68Dpi/fhvgfcNv2OGx2fz4ueut4LIr/2/R6lUKpVKz1WB5FKpVCq9ibQAz0Csbn/XQvX6+jrW6/UIr/q+n4APAgL9LbDloNFBlj/sijFsW4v7FkA4t9y+QKYDi3l1cdHvMOYUiHRYz3J5GIbsdvdT6bfAgN/uH/EUf5qwgcCBzmMCnzkwojpkGg5k/LZzuhV5m/39/f1RiAMCT/aTFnSi1L+UB7/tPxOv5wCLmwCZw4+ATGk5MPZxobGQifVA1ynBIwEo+4LDOaWjchFeOaj2DQVu9PR9H/v9ftIvBPazdmZoHH2/2+2i67oYhmFSBm9zfccH+VEZiFQfEkgWXObxLBuvQ7F+GHKGY4EuUu9DXoe6DjfBVNcC3Pqe7eRpcDz5cUqT11I/4rl0SrPe2L9ZBxyzDHnBkBQOk1kWloHldLe5zy0+DzI9d8n7xlw2D+o8/m4xr+4Cz2C+/vYQJGxTn/N9nmKdsF7Z71mfvhGgc7O5Q/2RD+/M5msvH8uiz5QnHq++wHS8r2Yw2X+nPge9FUCmPrcyl0qlUunHrQLJpVKpVLqYMgeVQwACEsUj1W33EU+ORi2i3TXMeJe67ZgLYweKvnCOeAJkLTcUj/1U8rqLeHJinwOzn+POIkyWTqXfAi9M0yFPxFMsTYeihAos5yl3nV/PIbQADutT/YtAsBVbNYNgnpcMtKisylsr33MOcYdldPWyHxOKsawtUKO68Xi3ulbmJmWeCCA1LplHuXDV7rpmFr+Z7lu9a5wzFu0wDLHf7yfwr+Um1Zzht+vrO0EquiDp0HZox3pnvyKUlNN4uVyOn6lt+TBIOtxZv7554YCMYTgY35nt5XGeVW4CVH2mOqCrda4f+jzqGzi8Fs/zccR2479Vz2ozbvp420i6rsN2ltnL4KFEzik75yIC+Qy4Uz7ufJzxGq18ZIDUx3ZrnGZ5yfqTn8N2yUBy5kjm5z6/8RpzG3H+W8Byc+PJN9M+BZj90lVguVQqlUpvqQLJpVKpVLqIFovF+ECv7XY7xkAdhmEEIB4WQACGD0sjaJMD0V2Iuh5vK1e6uqaOd9cpF886R+lx8cp4o8yzjuW5rpfeckuI4s7WluOY9XEqPx7mg+lltzZnOmcR7wCc52TAx2EwoRWBnIOcDNwIKGZhK5bLZXRdd1QGh8mPj4+TB8bpb+WXt8s7VM3q0GEvHfLu2mO98F39gWNI1354eBhdt6xz1V/f9yPczMIkaBx1XTf2PW22HA6HERLTYcm2zEDecrmM/X4/9gPBV4YaYZ1rY4gxjh0EKq8co3Ivd113dOu+gDRfAsA6VmExdJ7mLY5xAllucsml6flSn+LcxDbPQDavpz5BNz03Q7Lx6qDbjxOQUxsxpjDb0mG9A0nvv54PQmwH0hnIZt9h/iLiaO5nP+C48I0CiVCSZc3Gl+ef+eS843MZr8XjfC73u3Pctc5xde5cTJ0CrRn0jTh+aKSP49Y1uFGh7/QATb33fT+OO8nL5RtrbBc9TNQ3k3TeOZsin6u+xDyXSqVSqSQVSC6VSqXSRSQIc3NzEx8+fIiu60Z3IR10PF4giECHoIngjItwwhU6IgWjtMB1YCVlLjY64hhvOSKOFszZQv2U2y1zkXn9CVoS1hDqOdzxa7euK2WAIMv3HJQ+V4wPGhEToMK6d5CsvDjAUv7dxabjPTxD5qJjTF3CNgd7FMNiCP6on9G56HVIKX3CS5WZabCPsGyEWQKZ3BjxB2RprCnfdBTrdnQPI6Dxw3ZieVkGryN3bnoZlIY2lXiLPce3xq4Aom8uEGaqHgSed7vdUR4Jpne73fjwPaVxfX09hsPQBoOgMt2vqkMPz8K25eeq12w+4rUJcTkG5G7mA800N/IYd/pqnmBfYoxm9keOIQe+Pldl5+s8zeMOALVRyPI5eOZnDGVB8OpueJ3n57AfcW7Qu9pU9Z+N22x+zJziug7PVf7cga+x5ddrwdrnQOQM9nt5+TlDy/Ba7ENZWBcq28TL7gigu19hqFhX7rrONiP0dzYPZCGzvgQVQC6VSqXSj0EFkkulUql0EQnCbLfbuLm5idVqNcIEAhQdK+AgkEyISmiUgTJ9t1qtRtBwOBzGB2tp4SoYo8WbuwQJThxyz708TIO75E4tFjMQzevy9n+6sp4DGTLnnOfTv2+52uaueQpOZ3WduY8zgBUxBafuXmP9698E8e64jJjGpBWwYv8kjGG4FZ1PQC635FwdEXxyw0RlEvxjmc5pY/VB1p+3n/JKZ7+A5Gq1mmyeaCxyjHjMUrqwCVq9Deka1DEEybou24ng0F213uYe1mAYhnHMCFQvFosxPIZgskAy+wrTpZOd9ZtBUPYt9SUHiHJi8hzlnw/VY9xgti831/TOuccfrkkgrOu1+g43TubK6GPD7+7w0EPZHNiCpgTCDo8VtqgVGsGv4+OQm5Aqs2/aZHnzuZLwWXUyN8+rbbx+HZp6Hc+l6X2D8t8lh+ituSRr89bvi89P+ky/y5xL2Lf0LASm423CMnsdcaMt+21gfgrQlkqlUqn06VQguVQqlUoXE2GZXgIgdOBpwSvHMqWFpx7io8Uo3XcS4Y+O2e12k7jMAmlyQdFB5w8QIryaW7y2nFSnlIHalhOLC+5zIXLmFmtB49a/PY+Ez3SE8bwWsBAMkGOQsUbdLRcxjf1L967SyqCz+gjz6hBZx2Rl9T7ANld+HdQwHTpnWZ/MB/OjchF8ZRDJwREBjoMpP54QhvXMGLSsF4Jev65Dd44tz4vXE+tQY11tqndBVXfX+q3sXjY6jx8ff7iNnv1G49zD43i97/f7sSwE3OxjWb78b8J8wmK6WL2O2E84H6mtWFcOqQkoHSYS6LFvOAQ/BSeVRvbARI1nh71sL9/4yfqq8qXzNF9427c2uTyd7N8OVvmeweUWpKbzPCtvFvJjDuZmZcp+F061k4er8Q0cpecOcd5J4HXlf3u7arw4uPZjs/zPbSw4yG/9BvOcuX9/Tvqc81YqlUql0nNUILlUKpVKFxNddLwdW2DDb/t9eHiIvu+PwKyOl9OJwIgxTt0hJ1DFh39FPC1cBax0HeaFMWEzneN8ygDJOcfpWAekAhdzi+kMONBRGfH8mM2EETrfgbcDkrn8Ze5S5o8ObAJfATXWPV2L+ndETIAwoa0DP15fAIbwwmG1lEFB1Q3zTNcdXYmEc/7AOb8e21F/+3V5fAbsVA7GN2Z+WJ/u+KeLmiEyWiDf693LxnMIJ7PYv1m6unZEjOXRHQ+r1WrykD7OB+5ypfvbN0Xkxs5AssqR1b+DRdYDN7ha45RAU2XiXOmwjpDQ+xcBn146h/XL9Dz/DAHhD8BT3dBxyrA7Pgdkm2KsA5WfzncPz+H1xfRYDpfqQfJNIL+jJCLSDSG2dXYNP4ZzN4+b+91g+7B9W3LYy80D9jlu4mSO8Wyu89+QLP8MJdIKI8RNG68LXZ/vrEdd37/LNkSyc+d0zu/4JeQbe6VSqVQq/ZhUILlUKpVKF5M72fggKwEJHSdp8e63uSpmKR3Hgkg8XotnxRLl4tcfcOQLWnc1uuOZ57XA1kvqSO+ZA85du9l15hbZdBvSBXxu3gSvmKbnke9zjju6WDOY5EDIIQOho9LT93QSRjw5Xwm9FLJB5xKaqK9k8DKDznSO8njWMx26BCw+Lth3Wb8EUBk0Y94yiOafEZZlcJuAycGPxlQGeghpPa/6noCeD4JjPlerVXRdF5vNpgkE2R8Igx8eHmK9Xh9tFmTOTm8r9mHBUIelXh+Z41N17HCO7ZFtVhCisu6YPy+Hi3lyEMzre/3RKcs51/s7+4DmVjqdlbY273yzaK7/sl31ueCkA3wvi7uzvY4ceBIm61jm8dQcyfQy+My/+b1vBLYAqkNhTzs7h8dnwF8v1q/y0ILfvD5/Q+by2wLIvBav15pfmXar3/u4esnv79wcUyqVSqVS6XwVSC6VSqXSxaQF5N3d3QiCCZSz+JoCEPv9fuIk5oKSD9XzW9QJ+QQ8NpvNBGJGxBEcJeQhjPGFsK5BIJI5uc7RqYWsQISu69CD5XUnodeZQLS7D0/JHZC6ZsT0gYettDKwILdny0FI4NJKg3CE8FDtrDLTxe5uTUFD9TEBRM+/A0fP0zn1qPwxFjBj42YPQcvqxdtP7UzQq37g5VYZMjey0lP98RZ39R26eRmqJiImcWxVPw5j9Zk/OE357bou1ut1PDw8TMJcsM4JpIZhiGEYou/72Gw2cTgcYrPZHNVb5qpU3+AD65SfYRjG+lPelV/NP3ypL2tuyeKuc2zKIeoQz+uNd2w4gPTzWT7li5sYns7d3d0YQ571rXKozN7n1Z7+MFSORR/XBJHZuMmcqudAvmxjhumxzjhPOrT3Y1nPzE9WFy4HrYLXnM887XMdyyyL/+ZwTPv4dkBMWJ4B3EyeR9b5YvEUeoX9TPMB7+7J7kZp/a2xkM1RXi9ZfzkXML8EQj9X7HelUqlUKv3YVCC5VCqVShcToZQWUoyXTMDEhbeAjD8oT4vVruvGhSqdugSIOme1WsV6vY7D4RB9348QM+Ip/AEhKwGfAAtdrJn7jS66lnNO8kXvHDBxuEHATYgiOKc8+rV0DNM8Z2Hr57KcvO65EFnX1zn+ACzJH6rk53vdEyqzfuhK17+VtqAhQQfTpLtPsJAQw/M9V4+ES4Q+ApV6yFqrL3h53RnIQiPUAAAAIABJREFUzRM5OQnblT7TY92zTwhQErD7+KDjVNKD6zhGfKxzrAriM2Zx13Xx4cOHiIhYr9cpnOKG0H6/j9vb29jtdhNIlQEo5ccBe8TTPBURkwfyCchGxJjH5XIZm81mrBfC1IgY5wreLUEoz/EUkW/GOExeLpdjf2WbuANc8yvTYD8WiFf8a12fZcnmK40Zjgu5x9lGmi9bUM+d94x9rPMzV6vOzzbJvKysG841XrfZeHPgmuVhLl9Mh++8qyTiOHQN52NuUmblZnq8Lsc63cgteO2bG57eOWpdk3nkwxK5cZTVF+W/xcyvNjl07tymXtY+nE8+pQoil0qlUunHqgLJpVKpVLqYuDB3gEnAQQcqb6+XM+5wOIwuQUKDFliTBAHX63UMwzAJp+HH0rXJuJKCT9ntzoTILQjYAhZzAJnfObRt5YH5uPSC1fNKQMHrtQB55t4jQMoW9hnQUb9g2krXH5LHjQf2M6VNqEOQqPw6jPR69jxlabQclnKJql/xgWIt+cYB5WOCMJ3HzLkc+SJkJzxnTHEBa4FNuYM1ZvWd7h5QmZU3gWq99IBEjVOVV+mp/twxLcB7fX09GeMsv0N3unSz9tR8Q9cvQbL6Fjcf1Mc4x+maHlKn1ZcIEhmewKE4gRrbkenS7U5nt4C76lb1vl6vx5Aiqku1odL0jQF3JNOpnt1NkW0aZc7fiGnIFUJEr1+l25pHfH7K8uDy4zyPnj9eoxWyIuL0Bln2t382t7GWHUuYTnDvechgq8+zbBvfWPK65zhn7OxTG4/edtwkZLrMw1y9lX7QW/y/oFQqlUolqUByqVQqlS4qLfQEffq+j4iYxFvVgrHruhGYavEZ8XSbLF2W2S2yksMvOZK5mHXwF3F8azVdvA60/LyXhI04dRwhAR9oRFesu+gy0CA4yHo5VwIQp8AKlUFkdzTqOz+W5XDHpcohCbAJIutBaw8PP8TLZf1IjM/rDwbz0CDqa+qXhEbc8CDQZNs4aCIM0bE6V59lmxsOCAUyBfKYb8FY5VHuvey2c9az+jjHBQEiYTzfeX4L/vNBiB6qwh8KJtjMUB8sP4H3crmM9XodERGbzabpqNU75xNuHEn+UE7WE+92YD36JpPKQmimtvV+znGkutDml1zwBNfq814+wrkM+irf7Oe6zna7HSGyYkzv9/tYrVYTt3jE1GHOvBGkK8a15mh/cGMGMn3jJnO4qh+zXjNo778pTJdjmPXokFrtyHFLV7HPZZwHlE/ve2x3tvmcdGwGX7NxxmtrfLBs7I/+25ltaugzH++6lrvHeW3eJcTrzl0vK7+u5fPzOa7m1ud/UoFqweRSqVQqvZUKJJdKpVLpYnIApNupdWu0bhsnHCNwIpiTQ4631nvYDF2ToE8gmYvxvu/H29eZ14gneEvQoLzxIXHuBHNYc86iLXOTZcdIDr4JDzJITBCRgQOHMNm1CSG8vBHH8YwpwgbeXq+6bcEMd66xzv0BbYRbOjciRjCZgXYBLofIDv8Wi8UYRoVO0YgYHatKSy5eAifBOpZJ1xyGYQKGPZ+ZM5PjRPBvu91OnL2E1ARLqhPBJUI5wmNvDwJeQl93YXr4Bnek6nMCWYJCxVDXOYS+nEeYR4FLhghxdyrF8BAU25XfOaBle0iE2soTxxU3LVgWL4eHCVBIFh6vumEbsN8R/LHNeC43vLhBstlsRkfyarUa4yfL5a0x4GkTzirfm81mnL8dqnO8qT7pEFe62iQhxGQf9/HmfVdlVl9T3RIo6xyNSbYl54+50DdqY5+bOZ6yeX5u3vV8OZDOjnVQzOvx/CxN9i/mjxCfd+lwLGSbFA6S/fch+x3x/CotpZ3B/nN+X5+jU23yXrpkvgoml0qlUuktVCC5VCqVSq+SFu3r9foofiihm14CDYQphBaEdARkBGYOW7XQJxRWTE/emk9QzcUvgQsfhJaFZ/BFsccNPhcUOwjPjpk7v3VO5orL1HLLEaCcWybm4eHhYQL4PC6yu+3ceabr+YvfEUo6mCDk87w7EFK/U3/z8hMiOvhQn2G63CxRv2QsX7oYPd8OwfRvAjf1ad8EySCZ8qHPudnCuKVMw68rGKc8EBzPtb9vRNApy/I4fBIwZNt6/XMTQfWstAi46Br3jRWmzzmFc4L6MD/Xbft+d4VvLhCMZ2Xw/si6Y9/V3wSsbCemQfDP89m22iTRZptActaeqtesT/KlUEI6TvMngbrKJ9GJTIir3w99fn19Pd5Z4nn0TTQCbqWZ1Rn7Ap37DNER8bTBkM0zOt/nEY4pvZ+aOzMnsdeXy9PMQiApjdbvAdvd25Z9Kcu/38mRgV+f0/3aui7vhuCGg29AZPXxYwSk/nv1YyxjqVQqlb58FUgulUql0ou1WPwQa3O73cZ2u42bm5vYbrfjbdp0LwnCuDOR4QQI7giAeb7CARAsSYR1EU8Oxgxoe+iKzCnFdAWXWHZBBY9nfC549ePPWTQ6eMjOY/20HGgZFOc1Io4fMJfluXV9bgBoQUyg6sd7uplTU/2DL4I6v5WazsQMtHMDgXWS1RfhB8MZKB0+KMrrRmX38jrI0WdZPF+NAcUl5sOsHMyrLuiOzBy450IKgial2YJM7kbkZ3rR4Uz3J+cGOkTZxiyb0iaQZHxY9rfMfR4Rk5jV7jRVnbGvOYAUDBOwVruwDhwQ69/eJxzoR8RkDBG2+ZhhX/a+LvDNOVlzNMvnMLbVpuy/SosbMppveTeJ552wuBUbWtfQi/Mv41MrP77B5BDc21D15v3Ky8vxo/N5ff3NsnpdZcrGKq85J5aHEPuc62YbR6rfbO7Rb7jSnYPFrTL6Z173Ejd6/fxLQ9XXpudtdOn0SqVSqVT6XFUguVQqlUovlkDyx48f46uvvoqu66LrujF2KRfuchRzsU/XKm+dFmBiDNcMJPtil8BYsEIuNMZuFPBwV5aDDJ3rcCEDWzxH78pnyxXGc/zY1vF0afEYF891mDznlGN6hCIOa7Ny8XN/0dXZyrOuRYciHbg8zqGRysQ8EyTJoct6JgwRSPR+5dd1QKW6cWjF0BsE1ao/jx2cwR22CceAh7YQxGK/0HigG1Z5Ekz28BZ+izzzxvjhgmcOQzNHpvKStZ/6hELOsF2VV8FGXkP1yLHJ+M10Xfs7YbG7Hwm1Od4FiFV3emCdt2sGo108h/XPvsfNBN+Q41iiI9YBOfvaYrEYwbGHLCEU93nN64EbExmk5tytByIq5AXHpq6pMU4nsvd973/+kE3mj2XjHOPOZEJfuux9TuC1OY4YzoT15vXP9zm1fh/894B14vNEyxGt91NzGh3hOsdd/FnMZfXD1sYSr898tACz/761NFemt5b3T+qlMLkgcqlUKpW+JBVILpVKpdKrpAc4ffjwYRJLk2CN4S4EUPyWdC3QFRqBYMIXr3RhEpYI4vDW/Yhjx53O4y3o7io7BWiZtjsBCQL03gILc+A5uzbrMUvrlBMtc6/5NbJFursqPc88193IdIm2QEHmfiaoYf75b/UbtpmDf8EjT4vn67Z2QqMMoim9Vl06vDnl6nYXqMMp1j8fBMe4z1l/9zKqrQiT1UbMT+bmfK7mgBIdwgTiyjdDDxAQ06mof2tDiKEVHEa1+qzGusQNCPbbxWIxqavlcjnGu2a5eE3OA+yvdN06iHY4zb7BMCUcQ75ZxDnV5wfvY8y36kLfM7wP29PT42aI6obzAetX9ae8CVrKzcywHBx/GpMsZ0uc43mcf67yat5gn+LvisrjjnCH2/pe/Vh19xyI3JorWPfehhqfjNOu/GTwtjXPtPqk14fPhb6hwY2Ec+V15L+hc+ecAtOfSue29XP1nmUqlUqlUmlOBZJLpVKp9GIRPAgM8HZluswIc7XY1CLw/v5+EvtUDikt8t3xRAglyCJQITccYYpcsARjAi8S3WRZyADKoZFDG3dnucvN688X7/r7Oe2g97lFLQFEJkJ5vvv3nmYrv6xjla3l1uSGgo4TOKVb3R+cRbFsAq/sB3SsexnUj+SmZxn0ToDi7wTmbIPMra6/6bz1OvDQAg6N6bKnm1ognE5PSiEHWCblRy+Pj8pNAOXFH3zmcMvFMvGuAYdVOlblXS6Xk7jEBMoEWYohnUF4ltfLzTYchiH2+/0k3/pOd1Pw82wzx+tSddN13VGoFnd5+oPK9L7ZbMa/vQ/rGhorBHzaOOCdHox9rH7KGOHqOyyrg12VI+vrhLQCxhxf7GOtOLxep9yoI1DN5k/G3PXfnQySsk/rxT7MEBhsU9WL8qX0tSHgc/0pZbCbvwUEvsofN4w8Tj/P12f8HeW5rGe+srtxVA/sE2xPuc19bHtfOUfnwGT/+1PI6/kSefD+UhC5VCqVSp+zCiSXSqVS6VUSJOi6bvIQpfV6PT6AL3Md8fZ6hxJaNOtzByA6v+/7CWgW8OFDrxwk+2LN3Zz6PIOUkkMIdwf6uwMsdx46nHgpTJ5biBK+tBb0urby6I7YU+CW183q0EEZ80Ugq/TUboJwfOhYVn72IcEQ5kXwU9CNMIXAi2VinRDQse0Jy9nHeK7Xs+pOkJNAkfliffot5XywmzZVCHUI/FQeuju9/vROYOX1R6jt+eUmUkvMc6t/E1LTPcm+Q3DmsZQJ9tyBqfKwTlkmPeBN37vbk23PuYNtzrAUXqceWoIbXy2nucaFnMLZZgjhH9tH8/B6vZ7AUPZT34iIeHKXervoPNW5A0u2g9eDbwi5KzgDl6o/jgX9W2movx0OhxiGYYS/vMacuz5zo+tvpUsIm21WsB3Yf09BcvYP1Q3PJ0T3TR7OUw6gOeZV914G5ol9nWPdN1R1Xe9LnMs4956Cradge6v+fCw/N91LgFqH5Ofk61J5es11SqVSqVR6rQokl0qlUulVcjegu57mQKPckZkDbQ6E6hiPl0xnmWBVBiiyha3Di8x96+dkn7UWlw6PVXfPUZaGf35OGnOLT0GCc/KWQdPMJdiqS33veZMDUHLISkjhkIkgxaED4ZxcfA5x3GFNB2yWX4oQiufo2FN16tfMYI8fw/R9/LFfZA57708Enw6S9U5IRGet5gGvR2+LrCwsqwMSB6Y+RgWOHa5z4ykiJjCTdcfzBemyOuTDCgXYGFPZ+6GAoL7L5jTm2R/WR9c3NwU4r3k9+caC58vHZmvjiSErmE/Vk6eRzXOqV15DfcMfxqqxqDbV9dgf2Z8IqPkbw7tc+BuUbSYQ7hMk89peP77Jk4n9xQG7vs8gOeE7x5tDWx+bBLuSf+d1xbLyt5EwmtdnXvk+B4i9TlrHsY+cC0V9U+Gc45+T/nN07u/upa/ZGrulUqlUKn0KFUgulUql0qtEgEQJ9GYPbIuYxvUUPJATMOLYgSn5Lcq8lZgS6OGt/wI1cw7kOTdwC7ByAS5olAGHDNJmADuDoFw8uhONaT1HGViMyN2I/J51RUDDtmGbOOhowexW/rVBQLdpBqAdzOkcQZQWoNVnfgu/g3Idl0EfwieHCwRrfBHKst+pzzr4Y9491vFisUhhuMAnx5peAnWZe5Rin1Sf08YRQRBD22TtSQCtmNQOfTOnq48R1QNjr+sOBY57d6Sybhx0C2QSOLNe2Pd0DV1XdeBObongmY7Z5XI5umiHYRj7LB3KDw8Psd/vxzAlmavf50p+xzs/HKRKGTT34wg02Yf8ehlAZp4ZrohxkQm6Oa85kPU40+wfc/NHNlcxNjr7FfOt810Oid2F6/nL6opyUOzzvY8Fdzx7f1ZdEaRzXGpuYPswH37XhDvyGf6J8y5/z70+W3U5126nPm+BXC/PqTRfIt80mGvfS1/znHotlUqlUumtVCC5VCqVSi8WF53uXsziG7uDjItQQmQdT8cUr0dwqO8VR1ULXweKdOsRVGQQ1z93OSjx7/QSaHQokAFZnj9Xz/p3xDT26xwAb+Uzc7ExfR7jzvIsj5mLj3F0mS5hskMHr1+lI8AmYKpzfMPhcDjEfr+PYRgmsYL9dusMnrDc3sZ0qwruqI0zEEsnYeuBgII5zI+OY9qsQ3fN+q38Xg5/QJv+7W5NDxvi4Jv1JRDH7wSrGK5juVxOru99hf1Vaao9s3Mlj5mtOYSOXjqMCdkd9mbwjTF89ZnmGW1esY7YLi3QwzlK/Unp9X0/QmT1c+Wr7/sJNM/E9lXadCdnLnUdR9Co6xDWqn69XxEMs3/6ZhJB62KxGNvm4eHhKHay8sQ5wvPN9mO4FbaFl5N9j32i67pJ+1H83VC5WX72HYJEhniYg6H++8m24BzoaTAfrXqJeBpPDu0JfJVPztPKP53wXddN+pPPz4TShOrKV1b+czR3nM/bkl/b46tfCrpyztQ8rPR9buM50nPzkbXzXB8rlUqlUumtVCC5VCqVShcRF/0RU4jlbjfBCoJUgirBG6Wj9LUg1sJ2GIYxHT6ci8Bnv99PQMYcLBZ8aQFO5VXHSkyHi0gH1tl1W7e8n1PfqhMtYFsPsmudn7mrqTlo7HkkkJQIRs8B0Q5WWHcCFIphzP7BchPqqP8JWjkQ9etHHAN1h7X+4rlzIR0ImeeuLyDr9eRjiI5o1QHz6/1O8Ih5ajnsec0W0NK1CGd0HOvfw8uwLMwfgaPPC1md+ZgjFNN5dGurDzog9TQc8PnmlPdNzxPnIJ83tBnCazOsBV8E/nIyu5ua6Wf9kk7JbLNK74KMPteyvghplW93JXMM6XpyYjPOMDdGBF4Jyh3E+dzAsvtxhLHcVFG+2K68U4F59zmo5b5mv/axcWoO9/7Vmjt1bAb2VcfsmyyrPwSX7m6OW/Z7Xo91lI0ZjneNsdb8+lz5+MmUzXeS/yZk514SwL4XzC2IXCqVSqX3UIHkUqlUKr1YDoAcEEU8AQf9m4vTiGN3qD7jwlnnRDy51ZSmbgmXo/nh4SGGYYi+78d3yvPDa0bECB19IeoLz7mFKo8XwJpzQ536LAN/7obK4qZ6GgQ+3k58d6B3akEfMQ2PoHTUJ7JNAb4TkGWgz6FJxJMj1fPmEIzhBlrQh387zFbeCG3pIta7znNo7beg88FwDvP9Fn6HeQ6T9TdBIevbQby7Nn0zRGODafPuAO9PLBvbWI7aLEY50+XD5djHlQ77Iuub/YvzAfOi9NV3GGKH9ef1pH/7nMY25aaUysa6Yl54DX8xj36cNhQIYv3crD8QfEc8zXeE1KpvXVfX8rZcLpdjCBNvd7p1NcfpunSs6vthGEawqWtyztJYZTvxmhwjhN7Ks8ad0vZ60nH8N9uPDzFUW7NOdE0+CK8FTTl/tmC7ypzFFKcL36F2646B7DjCZH7uv2+sQzrT/cGjHipKZcjKfA5I97bN6nHufC+vz1OtOYVpnANiW4Cfc6an/xaA1/9f4dcslUqlUulTqUByqVQqlV4lLpYJNvU5QQjdZw7HuCAiEOGtz4JwEU9AYbfbjW4ogitB5P1+f7SI9ltvCTL9tmqWU+9zoCM7fm6xd2oRmOXFQUEGLlvOX4lOQy5KM+edXzdzyxIkucPNHX8OxDMYxrQJrNQf6Gp3QK18MDxBBgMcJOpvdwmqT6iuspAiXg8ELiwfj80geAa99O6Al3nPwD/rh/DIYRyP8+s6bFQd8HiGuZC7llDOwRJDz3hoBHdWen/Uu4Aj61ffEX49PDyFzWF5M+cp259w1KE2+4LKofJ7exIuC+D6OPF8cdNC5eCDRbnJwf6qstOFquvqfLqf6U5ljGp9rvmFYFllGIZhAj19M0jXk+O67/vxuNVqNdalnMpsN0L0bC6ac+tz/vZx7eNJ1yJgd+d8xNPmD8cPxwHFfsoxl83fgrV+ZwHfWyCZeZA057Ff6O4d1UcG6pkn9R2961qqGz4IknO810frdy37LXsNCFWfZVoOqbPf0HOu36onL+OnBLm+IVEQuVQqlUrvoQLJpVKpVHq2uEBdrVbx8PAQfd9PblEmSNLCMyIPCeGwSYs1AYcMCviDrbhwd7egQA8BMq8lkOJgsKVzF29cwD53wZdBxrnr0z3bggXME9Nk/F4BHJcAn0NBgkbWHeGb59chWAZVJcIkvVpg2IGBQ46WU9TzrLI6sOd5OkZwJeLJJa3vBKDcre3tkQGhFuwkjPYyZnCJZXdgq3Myh7VvGDj4dRjkIJmQ1WEpYXwLlEkEZ5RvWjl4Y906pGvVLeuX9Xp3dzcpn+Iwt+5syMYnN1MIgxxGESZT7v5WHyM4JfTmv3W8X9+hvPry9fX1WGb1De8DzC/HBeuZfYygl/nkXO1zdjYeXb6h4srmOm9bwlHlx39vPE1/cB37go8NtivrSxswBNX67dSDFd2x7PMVy8K5ikCZbc3y6nzNbYw7rvb239UWbFfd8jed/czrM6sj/+7UbybHegv6+lzPeY3pvxTItsrxnPNee91Tei2sL5VKpVLJVSC5VCqVSs/SYrGIzWYTHz58iJubm1iv1/Hw8BC3t7cTJ2fmWqQLiwtcwoSImDiP3YVFh7O/fIHLRTGVLSDlQHQQOedmOkfPXfBlf/PfDkMJCOfKqmPpRKVYx3RLUv4Z60bAyTcKCIeYbz7YywGXu/j8XMoBsT5jWgSrhEBeT+4gZN/V5okg6Gq1mvQ9B52M+aqy+rUIcpVPuj8J2gmXW32KUJhtxRACEt2q7oz1h7Mx39wweHx8HMtJaHkuUHEXKyEp65/zB6EQwZDajmn5JgYhEjcCBA4FwjhWGGdZ/Zz1FvEEtd2p7mPB57sMkqt/qqzcgHPwy/QcmM3BOv+Mc4tcwtwc4iaVjmP9M23OzYKVGi/+4EvWte4i4aaiA1ovh4PZrM/qHL8DQm3o+fVQNFn7LRaLsSwErJzrWuCYeVBdqD7U/wSROf94ftzVrnaSw1l9yMGv4m1rzso2rXzD1TeEvD1YTs25Ssfn3tbfvoHkm8uubF6KiPT/AOyj3AzNNpaZ/nN/8885/r2AbsHkUqlUKl1SBZJLpVKp9CwtFotYr9fx1Vdfxddffz0uyL7//vujRZsvugkSBEm00OTfhDIOkjOYTPdztkAlkMwWUw5oeD6/P1Uv5x57Tjpc+EpcWHOR7s4riXkhQHNYLrGe3bmV1R1hU0SM0I15psuPcPT6+nq85Voi9CDQVZruHlV9MCar2pvl1XHczHB4ShgtwMiwKuyTq9VqzKticTOkA52BvF2c8M9DPzAPDCngENnho8NKwTt3AhNWehoOiRxI8pysjwl+Pj4+TkIVnALKOo/AJwPDDtVbmxWHw2ESg9o3hHiOys32Jbj2zQm2nfdN9mml2yq7Qy+va5WReSNUZT71mccWZh1xvDisy/LFsaT+7Ol5/+SmhG/yKV+a+1VPGaCXWnDv/2fv3ZbjSLIsWQMIIACyOnO6cvpl5v+/b0ROdRKI4AXnoWQFNRa3OwBmZtclVUUoACL8Yjc3p6ltNyfMC69PRu9y2+7Xmc5cv4zS7ahc1n3EeERuxHtPKG1NCiUtkcg94dlyuKVpw8m0lDP7QV5PuU74FMXhcLi4f7HPZjQy6fLspzE4qcW6bbpMeK1u3a+na4t55XXPfrj/H5F0bcnufzeUySIi8nuhSBYRkTdDEThFZLbE6QEeowY72jg/812ivtb6Jrx6kMtosCkaba3v17MNHLROvEUibw1wt7bn9x1ZNx2XEV97ad8agHPblu75bCuCc68cWLZJ40vlPqU3edsSm1yyoOs+5+52xHZCoRsoaPsFdzkXhSbX7o40jghKRGXL70Thr/WtDUc6fvr06Symnp+fz0vGHA6H8YVwkdyUjay/fE6ZTFJGLdynJSimMuoIRH7eUaQdudgTG328Xq6CbAlRRvZym8jKls7cr/+eHutvpnztyacWxFtL7GSio/OX+pwmG6b08HqJ7Oy6znG5P7+L2L25uTm3T7b/tNUuk14iItukTJkWnpdLq7xUll02Lc+Txu7H2M54LrbXHIdrfq91+YJWbtdPzmTf5Ge6RljnEZw9YZRtmK6+tii7p+j4ztskV5MH9k3sU/qe3e1+6jefn78ti8NrcboHsF6mSQ5e233eqR9gGXFygf15zrt1T3qpDYqIiIgiWUREfpBpAN6PFlMwhH4z/NevXy+iGSkXWi5Nj7tSQLYMWeubeJukKz/rQX7n9SUogpmuFqvcnt/nsy15SIk8DYIpml4jzSmk+T2lw54A7vzwnL3ERgtpSuDUa0fCMQ2UGIxGj/hocUOJzGUjmHZKHq5VGvmWeoikYYT8FPXKvFFstxzqssrx8vPu7m49PDys+/v779pS/l1ff3vp2VQXDc+7FeHYaW+BQymYtEaoM5K465FM+WEboQDucuJ203Ep5VKHqeOId0bjd93lGOlvKESncujPWtqlrNOWKLTYbruds80kzfme/QglW/rYSQhzWRVOcKz1LRKTdZ+yihDldZH657WYsuN1ybLre0KuSUYDb637zQm17l/751Yd8VhMS/fJLPe0g9yTpjWfma67u7tzGSXvW4KUkzzMT/ZPOQfKeS5pQgGdfqonIyh1c118/fr1YnKWkcTTdcV7MPtmStquA27DieKtSRhOMKT+JgHN/nqrD+v0p+67DnpNbvLa+/1b9/mfYiobERGR3xNFsoiIvJkeUDNKMoPHjopk5ONa3yKnrq+vz1KhHz29uro6f85INqaBEqcjdZM2SsyXJOuPQClJtiJC+bNFfMsHfk6p1NKaddKCv6EIIS8J5JeitXpAz21Zt5wUWOtySYuWcr1P2lQmHSJaOJERUcBHuSnI8ng6RQbXK42IpMTpFz8yyq3rYZLWe7KDkbAPDw/n9ccnKf7169eLCZfXRs/19ToJUpb5VrQzowG5XAG364jUKf+TZNyajGqZtFWGV1ffllCYIs8p4jrak+1gEq1JM+nrvSdLGJHOCTQuoZDtux9gmbCeWyYzbd32+rjTddkCPN9TqLJv73pkm//06dM6Ho9jnTH9vTRRlyklOst4K3J1K+q8z88Jh0hXbkPM4K+gAAAgAElEQVSRH+mausq/PJ3Q6eG1mm1yXbPf6hfPcgIlTyLwuFk653g8noXxWt+Wxei67PsQRS37x25vTBfLkMsBsR/i5Ntal0sIpf4Zad1PGzH/XNOck5F9jaScUocs160oY9b99P+FltuvYepzp37pH0Gn7Z8lXSIi8u+FIllERN5MD8RamFL8cvv8HonAgXALtRaj2TffcVDOAXRLl6Sno0QpUPZE31uYouVaWuXzjtSibNkq70keTul9aXC8JdO3jvnaMkk+WgBtnZ9rVLYU29ov9c5lJCjY87MjktOOegKC/1rC9AQIJzj6OJSrjNrsiNL8Y/QsZc/d3d26v78flw+gFMk1lqUw2C7S7hLRR4EzCckuhy2myQrmczpOXxMtm/j5VEesh0jYyKuW0BRS0xIpgX0A96ecy2QD00Bp2D/Z5ilhmX7KrG7T7FNbeq21xhdE9qQRz9XL/OSYbD8dvdxinevOp9wjVimAp/Jea548Spq4vj3bBeuRa+5mv2k9W4pX3lM4+UgRnJ+JiD4ej+f9U+cvXQvphzJpwbqm9Ew5p/9Innv95J5ETN1SuHcEbdpoL++Tn7xOuE7wlkDN8XJ+pi31wTJmRDx/sj/jWtqs6+kcuca2+hXmr+uTbbmvU6avn06ajvuvymsnFUVERH4rimQREXkTHMD1y8L4ePm0PED2PZ1O6/n5+Rz1le+yb36nZMrPiOgMsBllyZ89aORAmPtQau3J1ZfoKDVKZD4WnG2St17PM+lOmqeyp/zeisLaE+N7UUo9sO7Pee4p+inbdL00HRE65aWjM7Nf6p3HbhE9LZPR52e7i2Dp6Pf8S3vrfFKC84V6lHl8lJrthBKKyypQZkUmMfqObZmicSpDXqu8XrfaTe/bf/cyIhST0zrLLXVS9jxm8khZ2Es1UE6yr+i0M29sBz3Z1fKO4muty7Vmu4x6woHn4vII2Zd56TbDz3IclnF+JlKe+zB/XU8UkS3Bs/Zx54v78zwRn2k/mcRh3rckO/PLc/GFfF+/fnthIOsi4jm/U8CGFrBsk0lXp+H6+no9PT2tx8fH9fj4uE6n09ie2JZaTqcfurr6FgXPdkH52pG8kdgpn7S3tdZFe/3y5ct6enpap9NpnU6ni3aTtsq+nBMYyQ8FMpc4oVBPu00fkjT29c/JXva1LXu5lEvOz3bFaGLWY090sR2zL+DSN8wL77fd/ti2ee6efNu7N/4r8u+UFxER+edBkSwiIm+Ga3y2wMtg83A4rLu7u/Xu3d9fQsa1Jk+n03fraK71fTRYDwYp9fivpWLSErnV8qcHtnyk97cMvHKODKKTDgo4ypGcc0v88rNJzLYY64F4p2067o8wnXeSjmtdRp3xM+ZlGti3GAq9xmhHoVLM7eWT7Sx11tGyFJBp76FFeNIcWcPJjo7WjGjJeshcVoMCsNfy7HLKuRIpyu1Ybom87EkdlvdE12vqra8piqGecOh2yeOwXfckRPLCuuKa2sw707o1icC0UfJFvPVLyiiYKaK4JArbEn8m0pztJsds+dXpZbnm9/SjPCaF89Z1TGnG/KZ9dlRy1zfLPUsbMEK222JkN+s8Ebi8dvh5RHLS00sX5DhTuaf+KVW5fdoan45JeRyPx3U8Htfj4+M5f1v9RLfjlMnz8/NFO+REKiNtGb2cPPeSF5wI4frRSWcmX7s+2V5430n/EsnNvonXF+sy6zNH7LN98trZW+eb0eRpbynbKdo+eZmWuWBbz77s56b7I9tY+grSfR/rN8f6d+HfKS8iIvLPhSJZRETeBIXE4XA4S4IMWlqKZAAbkdLRePw7x+6/e7mLfox4GkgSbjfB4792QEmh0ft0pNUUMUhR3t81LetzXJ6fA+J+PHg6317+prztsSWRp/OxPDralL9PkwOULfy71+Dcqm9KyuxPCR1RmbYaCRxBkqjA5CNpadm01jfBxc/YDihNco0kQv90Ol2kN9fX3mPZEX0dsXt1dbVOp9O6ubk5T+gkb2Eq6y1aBLX47rqfJh0otXqSp5fLYXvYmrTo4/OYW5HprL++RnvZnOTjpWsh6b6+vj6LUx6nl8roCaX83OoPOfGx1reJN4rS7N/llDaS404TEtmfaeD52G9PfVr/zT5+iuZPHnoSIZG7rPOI5t6f2/L4qYetsj0ej+do314uoyeuprbDl+NxXW5ed/2P95erq28vKGTb4ZIbjNgm7OMpkW9vb88TuJHImYRI/fFaoOTvfFLkJ328H0+Tez35lzz1uVlX7CO5ljP/D8H2RLmc405tkL/znpljs02/ldf0Bf8ImC4lsoiI/JEokkVE5M3c3t6uh4eH9fDwcB70csCY9Y/5uHokWQbQGRRyGw4s8zeFHPfho+OTSO5HYjmoDX0uRkS/Rljl95wv4orb8dHrLREYWhbz8962hXLL34jFrcH11oCz89U/t9I8sSW/Ke6m/SeZzMfX813qq+Xx1uRCJBWlRaRI2i2jI/kCquzfsojtJdKsHy3PPy4tMZXn9IKpjvqbZAr3D4y0zVIGt7e36+np6buoQk5ETJMAXTdT+rjvNFlAYUSJzGt7ksiT6Om0tYzO8SIvO1o6dZp+JN+zfvi0Q7ehlu48do7D8mFUbEfOsr4YpdxRkr2kSMqYfRYjuPk7097LQzA9zAvT3v0sy5rR3b1d0s2IZJ6LyymwrfQ1wuPzmuP1OC0HRCHJa2itdX4xINsv88Uy68nOTKLe39+v+/v7dTgczlG/LZGTjvzsyRHWV77j+tE94dB9xPX19YU0jkg+HA4Xk7Bsz4wm7icful/mz/TBvJezLfJezjrK/w+SJ4pjRm/3/T+wPW5NDJH0adNxmV62p7cK5beK2q3/T+z9P+Mt2/xoukRERH4ERbKIiLyZLF3xl7/8ZT0+Pn43OOYAlVKNcoAijANvRpdRhFEgJKqyl6hoaTJFqPZAK+nLd1vrQwYOcilkKD8YtToNAqeo4v4u+WL+JiKpKF2maLEtJnk4SZA+ZwvqvQitre+3JHLXY8q55WuXD4XhJBpSR1nblOt3Uq6w3ihWsn8eAe+2QuETeZzfb29vL9aFbeFC0cHyp8hiWnN9cbKC11DEUiRy/uVafPfu3YWw6nYT+NlUNxHoXAeYsqajsFnulG65ZvKYffL9UuQf21byznJjuvM3l6vgOSjVuH1fx3sTPRSwbIdsw+wTc2y2s/7HSTq+vGwSY9NkSo4diczlICjzWGcpl55I4WRBzt3LTvAYXA6D6eUauinvnG/q77hP1xGjTCcRnHaeba+u/h7h/PT0dJ486msvZdaCNWk5HA7r/fv3Z3HbTyD0pEbqlk/T8P7FSQRGCqdcOgo4XF1dnSORI7UptpPXCF1OluXzluw8dtKXfpjyn9du+s2UD8uO19WXL18u1nGe+q98xjSxHro+Jng/Z//M65AC/I+E/RPztPX5tK+IiMg/E4pkERF5FYm+enh4WL/88sv66aef1sPDw1kGHI/H8+CtI4BCP1aaAWpH1fJvDjZDHiU+HA4XQoHypiUypXXO3QP4t0QmMV8ULJRNFDGTIH5LFBTPx8F2R3CxnH5rdNKWoOb6mS8N6ls8TmwNllsUs9ymutqSIVPUNgXdxCSkIsS47mjgEgQ5Vy9dQQnYdRcZw2Pkd8rOjval/NuSjB0tyWtzEu+s844Cn8qIdRNRw+VGWDctCTl59NrJhv4uPymEemJhmvjIObMfIx6Zv+m8fT0Slm2O2+fisaayoaSfzsn+i5MN3aa5H9v83d3duW2kbeZ87D9ZFn3dT3lmm+1o3qSFEpVyj+U1yWQKxhyHZf358+fziwB5LK4DzHxsTWSxDDvynxMBlNuss+zHY+Z7liev/wjylp17ZFLm7u7uIjL69vb2YpLrdDpdvFiQcne6N1LI9+Qcn5DoddlZ9yy7/p73fYpsToy1WO/7+Y/CvpP3/9963Nfw1uN3H/NHp09EROS1KJJFRORFrq6u1ocPH9Yvv/yy/vM//3N9+PBh/cd//Me6v7+/GMhykBlB0TK5owZbfE4ShwPbRGDlfBQqXNN2WvMxdPQeoylfO6Dc2oYD5N4+x6fY6XLuv1sg5XNGFuZYW2naEiZb522miLHkh4/xvyT9JhnWcnoSYZOAfk09tbClZGWkYkcRskx64iHtL1GI2TfyhnKL0e7JY8swRnEyGnfKW4R0yintrOtyErWJUu4Jnn4RGtPV27KtdTllv5yLwojRj13HU9smLYB7m6kd5Dy9zvEUJcrH8TlB0RGglL19XXa7YRtjGnpiqyegJuGa7bod8ikK9nldFmz/PH/aLNf3pXzsc7MtM7q0BSHLkf/Yr3edTcK+yyXXF8Vtt0Mun0DxmX9rrfM1wCjkaVmO/M7lX3oZhtRxR873MZo+Zz7juwSml//xuIzoThQyI6NTD5HIv/766/r111/PIpltnddu5HjOwTaX8u2y4b+pfXcfxUmVHIdP92Qb5nmrT3wNfe30MXnd/BGy9keO+dI9WURE5B+JIllERF4kIvm//uu/1v/5P//nQjzkhXt8fD6PUDPiijKQ4iAygoPWKdqPUvDr16/r7u7uu0enKQ4oVrjv8/O3x4sZUZVzh9cM/iYRzs8pzShPtuTCljRuGA1HsbgnL94CZSLLjiJ0rXXxwraWVD1457E7Xx353NvvRTx3u6LcSz30Y9RJb2QCBUoLLkYYRnzc3d2dI5O59EqWvFjrUvTkGFxKoNtcR8Yzfy13mS4Ks6S5JRTT2BI5S190OU+PnU/ClvUUGZVy6CU5IrEi/ShLp2t+agctnFhGlEQRyanjjsLu9PM4LLdJwE4SuaUkl2CYpPDUrhmxutXuJ5FMYTf1s6y/lAklJF8U13I7eUt75sQAo33ZnlkfPaHX/eEkc1PPLcb7euI5cl62ZUr8voZ4zJRnTyjwPtLr+XJysycJmJ6eGM310dcif2c/0m2TIjmTAFkTmcdN3o/H41kk/+1vf1un0+m7PjnlnSV4kh5OgnU/05K+y2uvz+Z9MddD6q0nHaZyeAuT4Gde/kiB/KMokUVE5J8dRbKIiLyK29vb9eHDh/Xzzz+fP0sU1eFwWM/Pzxdvmt9a05ADZkIRxogxRntx0EdplcE0B4h8/Hat7QHoVqTTJM568L8VwTpFzL00UJ0k1RYU1f1vYhJzU7qnNOV8oZchoJzZO/7eebfKrqV0y0ZOCjRMc0cTso1lzU5+tlWW/IxSMgKLkwf5mSjBSJ7IMJ4/6e02mqUHkk9K4pQNhRkfa49MWmudz81H8nnd9LrQLZC73TeTdF7r2xrnyR/XYu7riHJzqy4j4rnGb7eX7m8YUcs6o7CinGX9kpbQFKM9QcHJh+kYTPMkpLeuY9Y5y4Xp6TpLpColcD5/6YWlk3Rn+VIYbl2jeZlhL9cwTYiwLrpf5nGZlr1+bw9OHKXup2Vh+H2u4+TpeDyOkest00leVHd7e3uxBnLO19cZj8Hjdnmmbtkfffz4cT0+Pp7Xgp6W6Vjr23XFqO/pWu+67QlhwkmILfJURUvt6fepPLaY7k05Xl/7/wj+kaJ4r38RERF5LYpkERF5FVnC4v379xeRXhlcX19fr0+fPp1l8vF4XE9PT2epm8glvoSsB5AZ4EUQMbKMUXgZtEYQ3d3djVKFcpYD0C0xne+2BsEdORc6cuotYoH7vCSTW0wzqmprcNwD9UnObMlxnidCjtGdFPqd9pYOW0xlF+mV80+SheIt23UEI+sxoogRwZRE2WZrrVmeM224o5ufn58vIvMfHh7Ww8PDOhwO53aTn2nX2X+KxLu+vj4LP+Y1YjgvKsu5KVdTHl0mjNKOTL6/vz8/RZB6brnfgo3tJvliXrq8Pn/+fJZoW5MIaUcRnC2AKPL4jzBalrKeEaRpG2zb06RJtmM6pv6EYj/57ghSinbWJdPUkyJ7wovXR5dl2lgm+R4eHi7WN15rnaUh89X9Vv/OCFS+DI5R5z1Rw34q+U3aGOWcdtPrhHcZpV2zXntyosuW9wsKbE5csI9osZtj9UsJE93b9cC0thTn5E0+7/tKHyNtlMvQZEKFZXd1dXWunyxp8fHjx3U8Hs9Pj3Q9Md9pE1MkMMsk/QSjuZnfzsN0vw0dQd/rZXc7n47R58vf/RLI7Df17b3v7yFbp+P8IyUy06BMFhGR34IiWUREXsXNzc26v79f79+/X8fjcZ1Op/X58+d1d3e3Hh4ezo/7RyJfX19fvPzoeDxeDJynAXcP+Ne6jCLqlyRx7VcKIUZD95qO/Yj7NKDaGmh1pNrESyJhi0kidxlw20Q+Zh/KXqYjA+qtCL9JmkR0Tvt09F7Syei9jlbbKp+t7/Ov19Ldkprctl9mxn0jXyKxUpbMy7RmMMuaEb39qH/a2s3NzXp4eLhY2uDu7u4iMrjlcUckp4z7JWgp40gkyjqWTa7P5IVthRItkfwUZFMbmaKOk5eklcvM8Jgpkxb0UwRo5HjSQmFFicz1fdnWKPJzjF7WgzKqJw7YjrsN9TreLXpTLpNwZkR59u1yTnlxImCa2EmaJ1mX/VNOh8Ph/CK2tLM+fwTu1O/ke8rkKbqV+Wc55jiM3I5I7ohkLkWyFenMfj1LsyS/3Y9RzLPvz/HS1rIt2zNlN+UqZe3xeLxYHon7s4xZZ4fD4btrva8D1kvvn5+5nlh3mcg6nU5nkXw8Hs/33rSZFsgdbZ3y2rsH9gRO13Hfi3h/6/bX9cx7WpfDtO+Uvu6v2H5f2p9p/lGm43Rb/kfKXGWyiIj8FhTJIiLyKigl1vp+7VbKsvv7+/MA/ObmZv3tb387S+WIiOnlOpRe+YyDf563ZUNHk3FbRkhygBkob1vmchDIfXrA/HsMynqwvTWQzu8RDB0d2T8nkd15ZFTh3j78jmWSz18SxZNA689DR752OlhXLVX7HKy7abu0Hcq/bMv0bLXH3u90Op3PH6mXqN+kN5GzjDhkGlqcM0/5jnXS22YbRhomP4yu5PGY1xYfEWX8SRmVfDGNka9cN7nPMe07tXlGXHNCoNscBf70grQWdGzTlHO9xvMekzzsSOe+truOmcekv2Vt1utNHbY4498dhd0Rn1M77+0D+yJGpIaWqJ1mTvbxmOzLO03Z9/r6+mJygksXcQ3qSU52GllWOd5UT9PSETkHJ464L69JtgVK4Ew29fXK+m+Bn/0ZBZ6XhLLecvzca9OGWT9dV1wuJv8o87kthfNE2kb6OdZn/3+BdbB1r9n7ybrZuud0H9//H/i9mfrLLfnd9/KXUPqKiMg/E4pkERF5kQwmb29v18PDw0VE2FrfosQYdckXOa21zkteZBCcwWYiyXpAmQEfxUr+buHQEbJ7kVSMoLy6ujqvD5vjJD85Tg9SOeCnKOu0b6XjJShIt/bPNlvRVRw876WFAiTCYutcgWvAtvQIFMD8vKXsXvm0YKHQ6XRFolAcdHpamlPg8vF2fr+XpmkCgeInwihtJNcPZV7OH/HJ6GRu14J7Er+TmIrwo0zlCwVbPE6SmXmf9plELSdY0hd0PrpMW5hutQPmoyeOKCUjXLkMSeez6yz797rqlKYdKcvyZF3w2DxXR7snPb2Gd75vGcXlR5IvSv1sxzRyooETChRrOU9PWIRua+yT8/00mUcpn/6fL/zruuhJnmzPbdnXTuK6xe7Wzxbp08QMr7ukmy+VzXl4vW2lqdsZ66O3ZV67HNn3sJ/iMlJJa8qIk3y8B/KFoZzwYh+We/T0NMfU9lMO0zIzOX+OyeV9mMapL58mCqZ+kPXJyYu9aOS9/zu8hr5XpZ1N53xJIiuNRUTknx1FsoiIvIqsRfzw8HB+fPZ4PK61vj3WenNzs96/f7/u7u7W/f39ur+/X7e3t+t0Oq1ff/11PT09nQeXFENrfRsot0hOJFtk4Zak4UCO31MqcABNydYDtx54b4npFjeTTP4RpgFzf9disfd/bcTT1kC2z8myYH63osL2osSy7yQAQkePd70z3Xxh3d4kAs/TsmWtdV6e4aWlA6a88PdOV9pdv8yqpUmkSkv2zj8lLtNOYd7LmfBcLWWncueL2Pr7nD/bTOu7thSlvGPZdVn1MVq2TeKS5Z5+hBNVd3d3o3QKlJeUXpSrk+ierrsp6jG/cxKGn3ekKKPjW4Zxe0pAtqleZ5j7p94oNflUw9YkQ+ez2z77VU4ssD4YTZty7mUdeOyeGJj6RfbfFLRdh6nHvk5IR+/meBGCifTlC2UjWKf7SLcLRuVmWY7phZGsk56cSf+U7VOm2Ydl1fc+/s5o5F53fK11sabyVtRy339ynSS/eSqDbW+ty5dm5lw9adLX0ZZE5rWSc7CP32q3fazfAwrkbs/TvVphLCIi/6ookkVEZBMuVfH+/ftztNJa3x7ZX+vbgO14PK67u7vzYCri+S9/+ct6fHw8Dy6zbnIGsZELfHnYWussnCdZOQ0wGU3W4icD7Qx2Ixuen58vouta7jQ9uM1gkQNfCo21Ll++xUFv52k6F8/T301ycDrmdM5Juu+ds8/H8+xJ1jAJtknOUUB2VCy335L8ndfUe6+dHHFLcUEZ1Otx59hTGaQNs84prvPyq0TJtqTjurM8D0UP2zUlakd5TwKXQjRpZ2RtP8ZP0dPCnu2DkaK5rijnW/JN9cR8dRtJ5GvLIu6X8yQPd3d355+97mvnv69XSrCpD+mlJNiWet9uN8zT1J6SLq7H3dtQLKa+mXeWc4txrhXPCQumm+lnPqf0c4mT/E2xn3LtdY/Zhnh8nmeadOATBDxXp68ngSgb81lPWvRESJdnS/bX0G116kv6OwrkluL9/gC2CdZf8r+XVl6vnKjg/bGlaOqDL9rNPqljSu2ttGxdg/yM+WJZTmX8I99NsO39qOCd7qE8voiIyL8LimQREdnk7u5u/eUvf1k///zz+vDhw7q+vj4PFhNhySip29vb9fT0dB6MZ5mLn3766fzyq8fHx/X4+HheJzkD1xwrfzPKlPKCUG60FMrvPWDvtUcpDvjIdQujSRRNUcstZXp5gEkKt5CdBsF7A+Y+7l7UZbbjS9y2HvltYTzJwJaW03aTMN46T45HWdQipsVaPu+6Yp13VC/zHcHL6DtGAPbxeQxGy7aUyz5fv/79ZZMttPj4c/6xHhNNS0nUZcV8cl3yjhBl1CMna9IWKISnl9hRIqUPoJBkPjoStOuE7Z8Sa4qmzPFvb28vBGCLZEa3Hg6H7yahsg+vYYoufsZ8UGymfTBam9cQ92MUJttS02VxdXV1jqZmP0Q4YbA1ucZ8cT3hHJuRzy162Tamc/c12tu2ZGQEL9sv19vleSiR045YvtlvmmTq+srvqbMsSfH8/Hxu9x1F2mloIZp7BoV756Hrgf3FVOfdFru/4zleinrdW8KB/WnqvCfZ2HflvC14KY97Iig/+V0fi3nmsTsNL0ndvsf2/i991vX+oxKZ6XnpnCIiIv/qKJJFRGSTw+Gwfvrpp/XLL7+s9+/fr3fv3p1fMJTBeV7qk+jBDM7v7+/X4XBYd3d3532yPMb19fV5WYy11vkx30nWdvQfoxN7kL4XkcXjMeKKMiXbZdDLN9NHolO2MOK4z0NyLr4Yit+1WEw+1nr7QHRLPmXgnjJMPfXawhN78puCoKXWawUyz9EyN8tNbJ1/ivpiBB/LchLMOS8nFLhWKNtNzkHJw/Sy3VKo5vdEhQYK2EnoR562qCGU4YzAjQxm2fC6YRtuIXh7e3uO6A2R4byGKB25HSXQ1u8twChj2QdQ6PEcnBhI35M88xpqkdoirMu+oywp81LXXTbT2rQR2bzOIjK7Tlrys20x6vz5+fk7kct6ncqfbX+tv69Vn3747u7ufH1R1qa8pn6ESyEwMj7nY5lGImdZi+7Xcyyy1TdyzfGkndco63Gtb+v6ss7WWhcRtb3U0TSRx/bJdsD+fyqnlDnz3P0G87x17+pJFfZV0zk7vdxvre+Xe8i9t2XyWpcR+MlP6pOTBExfR1QnTZToU7tkmb0GnpN10e3/tfRE42+hz/97imoREZF/BhTJIiKySWTA09PT+vXXX9f/+3//77uoPA6QPn/+fCGIKRlubm7Ww8PDefAZIkfyew8yM1BtcdKDfkoNLouQZStaduY8kzxoUdWDwBYHHPx2JFk+Y5Rmy+SUVWDE2yTieK5JJmxB8dFSo+vgtcdhmju/e8fZKgdGqHW05FQfOVeEI+u567r3mdKUbfnYf74LFLZc65MisdNLAdXn2yqvtANG1yaf2ZaikfUaqdZLXfDcjEKmhE++eL1R1iWtWy8K2xJLud64lEZfz1P+b29v1+Fw+K6s2H7T/7At8zisx+QhUbIU2F0Xfe13m+NESpgmDChmu011uXACIn9TkrKsuV22bYnXIpITadyG7ab3ST5yvmlfyuhEIecfJwZy7UxlO7WBnLuXsqAA7zbB9LA+uIRMX4v8Pd9138hrhu2YIjP5pdzmhEbS2u2UT0L0NcSy6PRyAoDXKPvpKYo9eczTQn0PnPrmnnihoN7qz9jO+96x1db24LVE2Me+Vdh2+/lRprY8HVOhLCIi/8ookkVEZJOI4aenp/X//X//31laffjwYf3Hf/zHenh4uIi2/fz583p8fLwY+N7d3a3n578/Rnw4HM4RTZSEfNyWUbscIPdAmJKr5TFfpkdh2ZFLhNGVHAh31GALy7AlennOl+DgmNJwEkj9+/SI9ksDdMqyrIfbkrUHxl0end61tgXN1vnzO9vAWt+i5ablAnr/jl7dE5xMX5cLpR3lCPOZCMe87CzyItH5mfzoumnhx3MwPRR2afuZvOFLwCikmEZ+91qpwrbT11LSksjFKRK2y5nn70hUyrmWXSyjfHZ3d7cOh8PFeSjtk46kra/PnvTJvvnX9TBdc902WE+UiuxvevIqv7fwpFRrMc120tfVNEHA/SY4AcCoan7f7Yt9bNdvT+owUrXLea1vUa58yeqFIooAACAASURBVFz27zS3gM9TK+wXW2xOdcjf+aQA++d+6oHnbenOCVLmqdv9VtR7yp1l0JM5LE9e59OEHcuZ/SSPy3sk73N85wEnnzo6t/tntotpkq7vG5TJW21uSyJP9TJ9139P/dN07t8K62OaKNqaABAREflXRZEsIiKbRI59/PjxPLiNJMsL+LgtH32laIoEWGud1y/tfTL4jAzi9y3auDRD1sqkQGY0MgXFJELWuhwk528uA9FRThzwr7W+kxiTnGT6XxpMtkzkOV7ab28gTXHTEXc51yS+W+71y89amG1FGm6Jgj2B11GwSXvLjogQijhKuxYjWzDyc9o2+c/j9SmrtOleFoF1yTKgbGO6KXH5NwVcymmazGBkHYVnv5SN+WkhOq21HNmWCRrmaZrY6PzlX2Rg8kOhzLrP54n+vr+/v2jfnz59WqfT6ULa8zqbJny4HZddSP/zEi1Ycx7WbSRllwuFZNdPH4f9DQUfJWpf6/1EQ6d7rcto5dRvTzy1wGQUafdJXba9pEWigbuNZ/kRytkWoFvl1n14S2QKy6SV7ar7+RxnaidJHyc6O3KXaWSaInbZPqdlH3j9sV9tiZw8ZFv2Zynn9EFsN7wnsr47mjvn7cmMTne3MfbD3W9u/XyJ6T6xJ2NbsE919BJvTeNWWqfjKI9FROTfDUWyiIhscnt7uz58+LB+/vnndXd3t66u/r7G5/F4XB8/frx4ARYFVwQ0HwNea12IaJLBdKIus0YrBVS2y3Fy3oiKrN+cdLdApuzJ+Rgt1zIh8NwtZSlvpkgrbrsXIZjz9OPiHb1IMf+awSkHtckbH8fmdlsD7y77Tl8ffzo3eUkmr3VZlhSj3Kajkzt6ML+nbvv8LWvzHeu1o8uSruPxeBHFmPM8PT2d5WZHbE6iOBHGETUdAcp1f/MvIrYjIJNGSr+OHJ5kHdvW9IK35+fn7yIdk/6sOzu1DYo0Rqdm8qeXNri9vb1YfzXHSeT3FHnbLw7LZ0kfH/VnG9pqU5Tp+ck22G2LbajbF8mxWNa9Ju3UdlmenXaK+E5D931TO58me5jH9KHZnmsiU962WO/j5JyTrKTwnCJpOWnRfXjaNyeVWnhSgk/lzLqd+qk8DZHjsy2z7LrcGbGbl8j28jScsOEET7fnvsaZ9qSfL7Zlutgn8vi95EbyyHzlPN1f9MTu1mc/ytb1w/piHlM+Uz2TP0rm7t37/lnYSt9r/x8hIiLSKJJFRGSTiOT/9b/+10XU0fF4XI+Pj+fBa6RXRFEG3RHHlFmRUj1IzeCa0izb5lg5V4vG0IN3vqCJg/cIvOPxuI7H44WcmaKvpuhPijpGoyYdPG+2nyReRwJSPDYtCvrz6e+Ig4ggirKknVFnU7n28bveXiORW/T2saYyZzuZIrx4TEo4ytq1vl+zNumO0JzymPN0hCAlFV8K+PXr13N7orzMsZO2nI8RgozKz3e8Fu7v78/LaPQSA4ws7DXEp8jCjuymiEnb4PrIPA/Tx/RQVjGCMmL4dDqt0+l03i6CnOn88uXLuru7u3hZ3ZcvXy7WoqZUS5kzarTbIwX6dF0TivSUfY6ZvHTb6nKargWmhcuErLUuXmrH9pz6DV1PyQfbEunlEHota4rt7pPYRltUp55SnlwWhPuznnsiMdt2v70lKNku2efy2uGEZT9REIE71XHKim1kre+XnEge044ncdmTEyxHLnHRkxB9jfaxtuB9gpMKW30vP+u+IPnnMSkZmS62xXz3UlpfysP0OY/HMuIE3h68306y9/fkX0HGsg0okEVE5LeiSBYRkU3u7u7Whw8f1k8//XSWZIlIfnp6Wu/evVuHw+EsZxmhlsjMrSi7wIjXiIdEJPPR4AzeI8woJPh9JFXSkGNTzHFZAgpnRp+1FOBglAN3ShkO0DhwnQZu04B/6/MpOmxvsM1jdT4oUiIeOqKwj8FBPMsm4mZaMmGi5WaOGTFAIcHjT+WxVR+UfMwfI0DZThjJl/MxOrIlSo7Fckz95/qYRHLSmb+zXyJxKc6ZvrRVvtiPZZTI2+SrI6rz+Z6sm4Q3r1VGCed47969OwvujhjMPtnv6enpos643nPXU4Rboj/v7u4uZD3rpKUx65fbdgRmXxdsV6mTlPtaaz09PX0nZhmh23Wb83f0P4VuxB3TzXbcMpFCn+fJPp3v1FeiuW9vby/qvdPRZZA2yMjxtdZ5coDR5uk/uR/XD6fQJ8zbSyI5ecl5Uv7ZJtcAl5WZouhZzilTttWcN+dKHSWfT09PF3mliGWe2L5zzNxfOhq5j9N1TthmKO2fn58vIvT7eMk7l5qZlgTpe0WT8uq0vlXUTtvv3TP3vuP9n9tMfcafDbaRoEwWEZHfiiJZREQ2yQCEEccZmB2Px+8iFjmIbpnHgSeFSL7no7VZg5bHTMRmosMik6coKg6M81m/IIgyinmbxBShuOkIMpbbBAe2LUMbfjcN2rcGgy0PtwbcWwPM5Gcin1MwdIQaj0PRPpUL09/rmDZ7oiLSjjKk5eEkGSikJoHX0YrM6yRkOqp7SnNETMqebf5wOJwlJpdz4DrZW2tIJ0I6592S/0xXTx60SM11kQkeyrakMcKwl5/gWtF5eiF1xL6h5SrritcqJ5QYccrrJNszOjPfc+3XlmWTJE7eeJ7IzOSFEo/RmqnPll8dxdrHZntuudfHoejlS/O6D7y9vT23K7bViZ5I6IkJpjlti+fn9R6R+vXr1/MyRZ3G5LPba09m5Gcm/ToafJpoY59Eqdty+/n5+SzLGe2c9tx9bPLE9ObzLruUA/valFe2ZZR5jtfym99P8naaDMm2UxubIp5Z333f4e/sE7tNvFZO9nXRn3WeOqp9qy9jmtjv9bn+CIG6l/7f+xyvLeOtsu3/eyiURUTkrSiSRURkFw4wKVbyiO80iL2+vj6LpgjfiCVGjFEicNDDqMucO1HQiYZa6/sowEDRl/QmDckHRRLz1Y9K96CV55qiuVgWgZ9zgPtSFFdL4CkqazpGi5gtpm1aEEwihQIt+0wR02uti6hGTihsRWa+dlDbImT6biuqLfXecqnXKqUM5YvE1lrntkzx0lG7LJvAZQ1aoB0Oh3Vzc3Nx7eQYKaeO8t97IVdood75DLzOk5asg568J/+9nnm2p5xN+WV99U7j1mQTRXK+y/XL7VraUmSy7vNZypyfR5Z3u2iRzGUPIhlTjlOa2K89Pz9/Jxqnuun22/WTcksak5aI3Jyfkyqpm0S+My9kksicaOE2SUfKrqN3WQdbka+cHOkJAErolAEnEHI+TkK2kM5+OXYi27Nfyiv100KYcr7vVS2w2e6mSZIW3x1J3n1u38tyrp6EZN11eniN8/qdhHQfg/t12+4JE9L3Kx57j+n+3cfop4X6PF0m3cane2ef4yVeez/9kWO/5dwvCXu2g7Uuy3O6Pvi3iIjIa1Aki4jIyCQUOKj89OnTxdIRa62z/IrgeHh4WDc3N+t0Op3XIl7rmxjgOThIniLI1lrnF5pRAFCA5NgUepRtiWRmZHXyx/Ur1/r2Iq+OcuKgt/PDstsq0x74vmYgNw34X4oAm6KRWmpSEE3n2xp0ZpDKlzRNUcwUcqmHLAvBvIStl1gxLf3dtO1UL1uyhVGdLWC5zi8nFxgZ3+vD5mcLZaY3bS3lF3GVnymzjtSl0OJyD5QrTGdfE4kuTt1Q7mX7nJ9RrMxvZFTKKts+PDyco5i5NmzWPk4+IjNzDIrklMdU53yBYU8iMK/sD7gOc1/flHNcmqbbRuoy5+b6zl2vLZK77lO+vFZamm3JuJC08eWL09I6gSJ5rcuo9r4mpr8pPafy4eRC0tfXQcvL1EX64Rw/+cpPSnZK8O7fux/pssvkCNt8PmddMW85HuUr98nvFN9JN6OQO3I65yM9ecKyY0RyR+N3OlL2XHYlbT/36uzb1/10b8s2fPqC5bd1n3urnO2lRnJP6WPx+uo0vHQfnLb9IyTyJLt/L17KK6FIXuv79xpMsl5EROS1KJJFROSCh4eH9f79+/Xhw4f117/+dR0Oh4tH2imxMniK4KVQjFjKz8PhsE6n03p8fFyPj49nMZBjrvX9S9QSSca/b25uznIvg9stWchBfAbifFQ+/xglvdalLGB0X4gIYWRyBr8ccLaYnKCgbRlGwfbSwK+j1V6KHHt+fr4ow5bhW+eixE8ek87OT0c4Mo9Ma0vabgcv5ZvynxMETGfnraOQt2T49fX1+dH8iM4ck3JrkhNpby3jWG7cJhIqIogih5MhPAbLKVGHjFi9ubkZo4BTJxGbfZ30dZXroF/ExnXH7+/vz9HUOdaXL18u5GCu/TzRwLxRWk+RrIwOJ1w/mpNPjCjndbQ1CcClDVqe5imGjiTNOdiX8AWWbBN9PfAFpZnMSlsk7A+49EmORcnIckvfzDXgu+1P4n4qk85vr5vN/CXPTEfaWaRpl332ZeR92jPrPNfF58+f1/F4vMg7r2Gm/evXv6+Xz/6aZcr7Rcv/TKCmffUyNiwbTq4FTrxwYqb73GniIhNZXIe6J1FSJsxLyjvpZn6neyTT2/nLv9fI0R+Vkuw7pz6Y2731HLyX9L5vEbNb8N7T96vfS9K+9H+IiempA6YxEwyKZBER+REUySIicsH79+/X//7f/3v913/911lYbC0nwagtDo4zML2/v18fPnw4S4esq9yRhdMAL4NeRibnsf/Hx8f18ePHi6UuIsP46HkPlJk2ip+87KyFDwfYHNy/JvqpP98bsFFI5PyMAl/rWzTWNPjN75T9jDriNpST2YfScEs893n42DalYeej/zURMDl/hAnzwfxP6epBM+uv5RbFDSUZv8vPCMWkr+V0RF3SsCWt026nCDFeVxHJSTeFJ5eF4fVDicqX7kU4Umy1SMi1zImhpKkjFiOnKCM52ZPJooeHh3U4HC6OlX7kcDisX3/9df3666/n6zeyjNcWJRbbZ8og+UzZpdy4rm3EbLebLs8WQR2dns9S7xSH/cK50+l0sYZsZE1+5xIQbNe9jMPUH3LJoJQ1ZWS/MC7tgCKZkyw9YRF6EoeTFDlPyq/P1WI7/yg22Y9NE2isI9YVr+mIZEpOTkL08b9+/bqOx+M5nbxGWiSzHPg5057rkPfFfM8JIH621rpYi78nNtI/cPKw21dflyz7abKK/Vu244RFT5L00lNTBPAWUxvagmliGfX5to6z1V63tuk++6X0vAa2sRb0PyJ+t+hr47VpW2td3I+ZxrQBtlUREZG3oEgWEZELHh4e1i+//LL+7//9v+cB7BQ9xsdmGfn39evXc9Ti3d3d+vDhw8VgOY8pd4QlB0qMmAyHw2EdDofzy5Y6CjoCgVGakYX5Ozw/P5/TwAhCRrNFtuRv7sOB/N7gsT/n4HySoh2tGBGYMtob1FNeRvx0vntbSpg9gTx9noEooz9zbMqaHmBPkcI8fw9+M9hlxPckEnpSImVIic2ozZ5gmKIEGSWc/Ha9c/+tOk1dtpBiVGzO1fIn10ukUq/ZHLHIMkg5fv36dR0Oh4u1bvvaYlnnfJ0fCraWVIxIzjX6/v37izVm8/n9/f13y5ycTqezlGREKX/m+47O5PeHw+E8wTEJTUZcU0izHXRUM8XLJAiTptPpdBFlPTEJPAraFp9d1mnPEfJ3d3ffTS6kTFsAs7ymfG5JQ16/SVeOl2P29c1y59rT3c5CXzO8DtPev3z58t1a64yInq4/tnFuSznMyRC2A9ZhJngI8897R9pIi20un8PJEgr51AnLINtMIpntg/0bo6L73jT1w/3UAgX51P9P95PXymZuv3VffMtxXgvLaxLKbz1fH4P9RE84/Z7syfIpjWzv2Z9tXoEsIiI/iiJZRERGOCDOC77WunzMnYMmChdGlkUC8qVQ19fX6+Hh4SKS73g8Xqyj3MKA0VMPDw9nOfT4+LiOx+N6fHxca62z7KVg5uApecqgP1Fpk8jii81SJhOMzt2Ss28ZZBNGJ/ej8i1Omo5mYjQgl3TYOs40KO7IJkYat/xPGiPsWgJ3+4ksYxtInVE8c/+W02krLey7XiK5KGUpUXm8tFseY61vQi7niNSL1KG4aWHJQf6WIKMkXGudt+M5InK5pizrjBJ1WmaD9cEI3rxErZcASRtIGq6vr9fpdLp4Kdta6+KpAJZXlrvhurrPz89nGRthxmuOEcIdtbklxyNu8zkjhU+n01lg93XC+ujlPpKewKV3Ooo86cs+7I/YjnsJgZQv05P0JTI3++XYLAO2s4jCzl9EPmUlz58209cJBTwnQHK8nIORtLxWCUXX1nc9GTTJv54A5HXFCa1s18vI8CkAnnua4OwJBF6rjNimpGM/xP0Yhc/9rq6uzvewXnZp6qf7Z/Z7fv62HAfT3nJx6me6b2BddT1Nv7+G/v/DlDf2J1v3DZK/J1Hd5dTHmWTzVno7Tbx+ee/5PXmr1O/Pcj/qPkmZLCIiP4IiWUREvoPSpB8Bz6C810luqcioqkTQHQ6H8yD+6enpLIBPp9NZhlFmUehFKH358mU9PDxcPOb9t7/97bvoRjJJ7kiF/OPAnYOslq45Xo6RPGfAzsixKTqx5eZLg8HIoPzeaXtpIMi0BopOCtRpAN/HodSh4OuozY4sZVluRchRyFD6UEa2MG5BTenCtETutODrCN9sn3PyBXVdHhSPoWXyWpcRpdk3aeIyIZRNXEOc54tYz3kokinRuy0lrV2mLJOUS9LAFwBGSHJiI9fO6XQaI6mzXdpaojsTPdxinuIyf+fa62uN0bgdKd5imbIuE1dZhoJteZLtEy32s9+7d+8uRGEL7H4xHcXk3lMfbMtpFynTbEdp2O00bYvXW8q6J1jCu3fvLto+xTO3nQQvJwiZhvye/Vp6s3xZpt2e8/dWP8UyyT7Jf9otr5s+Dttk9s9PRhGzLrgd08H6u76+vhDQnMBiBHfaSctqHpu0cOU9LGXZeeGkKv9xEidl8RKvkZyvkbMU92xXlODT8feEMv+eJi22ZPZr88l7ET/7vQTtluCehPhL5+Tkzx8hu0VE5M+DIllEREY6yoqCmAPNDNopPij7MsjKOqk3Nzfr/v5+nU6n9fHjx7NUzqA+kVqJCOb58nsEw/39/Vl4PD09nSO5np6e1lqXkcL5m/KMEih55kA8+eZAc4pI6ki//n6rfF8LhSXF1NbAso/d0nBLLmTbabDNPG4JtxyHS1AwCpORuC3LWgDx2EwfJTPTQtGVfbuttjSjZO+o5LXWOSqXApgyirIqaep6YVQkl1npqOWU26dPn9bxeDxLOD6CH7GbfH358uXiBX1d5w2jelNuLTkpVxm5yTV1GYUdYdptIJK7JxKyzAcFKtfd5RIQLPOIci4zEnHbEbkUl0lLrudec7aXw2jZnnqhFOZ1n7bAdXx5TkYoJg098dF9Ul8HXJOXfXIiajlRwXqY+oHkqdc6Znqvrq7O+Uk7bIHMtPY504a5LjEl9lrrPKnYx0ibp9DkBOMkkfl79099fkrkw+FwFslsIz0JyMmWlH3KbuqbuFRF6jH5mQQx20XqZopGnuRp/2TEe08gdDmlTSfN0zl4T+v2tHUPmyZgtkTtdA/j9Zi8bDGVySRfW1IHTla/la3/F3S+fg+mcmJ+pomPKR1bEx9KZREReQuKZBER+Q6KJr6IJ4POFmuBA7nT6bT++7//+2KpAkYk8xx5gd7Nzc3FC7ien5/P+2RgzYF+Bri3t7frw4cPF5KgI00nWUiZs/XYdr7foqNAtwaU0wC9t+fAtCM1GUmWgSMjaCl4+vyd32m7QPnKAeu0LELLSu6X80ZmMB8UbBQtyR/LotNKCctzEgrBFuBT/lumTEKceeTxGT35/Pwtgrajex8fHy+kZwvniDvKTq7dSqHb0YM5J+uoRfeXL39/2WVLPUq8KTqUEo2yqo/Da5ICPunN972UTQTazc3NOhwOF8fpyZ6Wr7leJ1EZocnrnu2j67XbaF9/bCMdLd6CMd9Nkdw8R/LCv3tyapogSHlQ8DNKfKs/6ImPvX6N1+8UtcqJgSmymNdQ/ub2WVc7a2Zn35R195tsE/x8oiOSI7TXWucnY3j+5JHLWXByiu2IkcT95EvXEeuP7ZrH6Ik9ij5OPPW5uk/b6t85UdL12/ngRAOP2/WyJx27Ljs9W/twoozXyZYg7c8mGbx1/q1o8x+h5ftvOdaP8qNR4yIiIj+KIllEREYoPxJZ2C9ZShRm8+XLl3U6ndavv/56HuBlgJqXbnEwfzweL4REr5VMUcE1kDPwv729Xe/fv78QycfjcT09PV085suXCHEgHVHeIoiCjANGytHkN9u/tO7gJEB6wEtRxognyj9KiZy3B5RTxFRL2SmtOSaFDOunH9nOsVrQpZyYp+kx7QjYHDcvt2JdsfxbCm+VJdPEsqPcSt1OEcmB0i2SNgKM9cHlM7L9169fz+2Zy0FMpB4zaULBkuhTlk3Xd8qEaaP8ZdQjj8uI/Sm6jXnaqu8cP0vMUKCmHNJep4jgRBozWpmSvqNXJwmWfHL/vABva0KHP9kv5PMWzFxSg/XA/CXdEYmpM4q4Lle23bSlFtDJJz9PW2yR3HWXfTn50eXRtGzsiSu29y1Zzj4xaeSyElNbneg2sbftWt/WL29Jm2WWIpFzfkrz9BFXV1fn5ZL4j/1ET8bw/NNyPy3kGUHMCGcK7c4D65LtirKZQpiRyX3v44QNo+BZ7tkv5cTlWSZaJr9GIuf8mYDiebbuXzzXa4Xy9PdLn7/EP0rSvlZiT9uJiIj8FhTJIiJyMTDvCMV+zDjRiJEk+Xuty+iePBLNQSqjke/v78+PuTMqbZI5eZQ+Eru3YfRjpMrV1d8fz47Ea0nIgXxHiLFMpmjelyL5sn8PfruMJ4nEc0yisAf7yWcLwE7PdI7XDrD7vBSyk+RO+ntQ31HUa31bi5Xn4bqs2ZbH5vG2RAXTw/bX+1Om9PEog1mXnORouZ22SjHF/XoJgq43RtrmWmmRTCnAyPte1oHXbP6xLSZfEZ2UOqzbXvog2zJffNw/0dTchuIqaaYkfvfu3fnpg2mZDS7fQDnXdc+lK9gHUcCxj+ufqaPp2ugI1W4z3cfkaYv7+/uzQD+dTqOY7/NRFHd7zt9cPoGTAuyP2V5bxncb3JJSbAdd7lx6JVKb++Q8icZPn9/LcrRQ7LRs9c9NztlPbkTSZvIyaZjWlU6ZMNL8eDyOy1lwIozpoghm2997+iH5Y1+bv7tfSt0nz92WKPG73bA9dz1N0cs8x2uZhO4enLS+ubk5v+h27/7Fz1ooT/v8o4TvH0lPEOxtt9b+xJGIiMhrUSSLiMj5cd/7+/v1/v37dXV1tZ6eni5kyfX19TocDhcvmIp8SHQhl7HIQDAv1OsoTEaWUSRQUlP2ciBEuRS+fPlylmyM1KKk5E8K8o4A5E9K2mkw3XLytVB45O+QNHbkFwXXFDlLXjMI30tXzpF0sPxYNhE1va5ln7eFbZcbJwamCQOuF8pz7EWoUUBThidPPMckqDoCm/KuH79mxORa6zxpkt+7fHI+lm3On+NnkoVCcYpebYE0iXCmjSI8MI0tffN9yiEvu8uTClxHmrI3Zd7RnjkH05C23RGtz8/P5yjnaXmVFqLdFlrApp/KPlzigNHZrNtOR56KYJvt65f1TMk+TRCxHNhOGW08iSKKxAjOaQIr8OmFfoKB+Z4iUqdJgaSRS2twgjF1yTaReuYxWGa9JAvTTunJ7/v66Wss2/ekTr9ssJdDivhn2bLtbJH8ZbuWx6k71lPL55742pO73K+vbU4mdFud+urepidJtiY+2X7Zj0zbcp++hlNGU/T31jH+7EwTG/z7pX1ERETeiiJZRETW3d3d+umnn9ZPP/20Hh4e1lprPT4+rrUuxUbEBQfcEWEcJCeqkBIn2zPaLJFhlEN8zH16tDWD5WlwyWjW5+dvL32iMOkB7yS0Kc2StsijtdaFJAgtOPegSG3RleO3QE/eXzMAZB5filSa4PYpn34EOumkZOnIQp77pYg2SruWIBFfnBRoWdTSnO0t+/Q6u73uKPPRkbAtzJg/yicK0kxsUFB2NGK3BUYs5zH8yMTsP8ni1EeTCZ+Wotk+v3Pd8oicll8pj0SRs764lAXzkM9arnWdTRNDmazItcfjU7J2BGsLcrbZ1CGfZqBEbmFK6clIZ0Z4b4lAHoeTDU3Kh9cQ1z5mxDjTxeuMYphtY5roohR8ScwmbXm5Xy+fwPrIz0wIbEW3rvVtIud0Ol1MBFBOT+nmZAPrdZrEYn46CrvrNv0L/2Z0e47Ddp2y7+skaW0RykmmKY3Mx1aUdrbL8bPPtJ4yr/PeN+nopyGYp2liarqfTBKZ94iWm70P+51eSmW6XvoYE/+TonTK32v3W+vl9aO3ttmaNOpy6T5XiSwiIr8VRbKIiKybm5v18PCwfvrpp/OANFHEGdwzai8vyeIAmdGG19fX30WVZvuOOOOL+/gdhXLWOSUdzdTiL48jH4/Hi3WVs28fp6OiGfXIAXsirdf6Xgi8ZpDWwpmDb8LybSLpKb6mpQd+y4BxGqBGGjFSOYP9SX5kf8q2pI2Si0K100wBN+W708vySFQkv0ukMB81D2w/HYHbLzTrQXznk0sxZJ9Mbqx1KXEZ0U1BmnXEOTlCkdhlym26DDudLbVaNEWcMnqVeeI5cp1Osij5jqTayke2z7EzyZNlJPpFgXd3dxfnainWYpf1z0jYrSUhWmglQjJlQumY87NfS1rz/bQ0Q5dT92dcZ5fXXq6TSfCxblsSUxDmb6aBZcTPc5ycO9d7v+yvJ11y/TEKnWXaEy+pj7zgtdt26Cjpbge9T9LEushx8vdUr6zvtHsK8tRH7g/MV5c320mX8ZTuLTmbuuT9ldslrX3NJ517Ujd5oBwPL91LWB8sG36/dYy+j621vntfwda+r5GxfyS/x/3297pX/5HnXSGAzAAAIABJREFUEBERIYpkERFZX758WU9PT+vXX3+9EAN8JD2RWJFcX79+XQ8PD+cXg3358uUiUrMjviIGuCZyBqqRE5FoWU6CEjti+HQ6naOMOzKPoo8vVGJ0GWVNJFnS0UsZJG39qPUkMTngbQHc0mitdVG2OU++52ctKSnktqK9Xhp8/whTvlrQTvJuivpNnTEKk5KMcqCFRNoUZQwlRp+3j5W0pa2lHbQEbqnHtPd5pkfxKZEZOUuJzZe25Vwt51pudltoqdViJVKWMqsnXtZaZ2Gb36eI5OzLNHz58mUdj8e11vfrOycfTFO2SVQvy73rikKyZTojzpNH9ikpy7u7u/M11VKYwrzbEyfIKEDTh0Xase/IOXspkuQz9c+yaOHJckga+wmJLdjf5kkBPnXBNtTn7Xz3OfnCwPT3nR5ev+/evVv39/fn4yY/PXnAtDMPudf0OsYUd90Pd/mxnCn9004YCcuIc5YTBXmnZWuir8X7WuuiT+k+LmnnBBWPzTbGa5RLrDBNlNfsP3sylmXW5UVSny2nu954DvYRPE7/zgk05ns6x0S35T7+Hy1PeS/7I/bdyl+Y/i8yHYPb85y8hyuaRUTktSiSRUTkHPX766+/XrzNviOSM7inOHt6elqPj48XjyhnID49/v3x48cL6XZ9fX0+Nl+qF5GRgXteUhWZTDlN6ZS0n06ni99zXA7mKfMogQhFCkUFhdYUCcifOc4EhVVHdfERfB6zZezeoHuKPnvrgHGSC2SSyMwLIwA7cppRyC2DWRadn+R5S/B3ZODz8/OF2OSavmmvzEsfL8fhhAknL7pMOakxvSSPUZA5V46Xdp9roOVpl8NUblP73Ip6zHa5rqbHypO+Kfo1Epovybu9vV2Hw+E7SZwoz0wGtRBnHrjEDQU8pS7TxbbE5REi0xhdnbR0257EWkcep59JXjgZQpHcac33bJt9zbNOuGxMR6WmLnNersOctpXrI21pOm8LT/YP7BMZYZ18s267Paa/JJlwoIDfm6TIcXJ/mGDfxzzxuLx2mF+2meSJIplPxvCJhGy/1ydSrPI+yvsPr6WcK+0mspv544RAJnu4hnm2YV1QIm9FQXOyKuXTEw1TX9SR7xTfW/eZlskU693PTRMOe2U98T8hSH/L8X9r/tbalua8N/D3re3/p+S7iIj866NIFhGRs3g4nU5rrW/RUWtdRhhlMMm33lPkZeDHKCkKgwiRaUDd8rrlTAaxEVeUY719BvxJ59PT08VAlVFfGbS2DOTvHGjzMWmKhK1HxknLkBZYvR1lcktS7jdFxu0N4l8zuJ4k6iSMeruOdE2ZsR1siW8uQzHlY4qkiqjhNikPnnOK/KbUa8k6PR7O9sN2kM8ZQcrjUCKyzb979+5i/VWK5J7Q6Oh55nVPfk9lOIlSRjiyPVFSswzz1EDyfXV1dSG37u7uzmXLSH+eK99zmz7vNDER0RXRSimYfbodcr11CrGkl+dtmczo1MhNSsuUT+qNEckpU4pyiu3s24KNYjhSsUV712PaOSOuQ64tTlywjW1dAy1Tu7+cIpzZz7P9ZWIg33Nyg/uynjKJt5Xf6WkC5mmrjPrzjkhO2eW+lOjo9MctU/t4+Sy/U8b29iwzRqx3Pnn8iG/K5e7XO0390lTWc8qL1xO36yc9eA2RrXtgt4/+jvU+LZPzFqa6+HeB/U4/DUD6Ps39p6d8RERE3oIiWUREzgNFRvQmCoxiN4+kZ1CZffIIMx957uOv9e0x70jrrMP89evXdX9/P0rGREsn8i/rZ0aWtMjOTw7M7+/vv4uOTnpDBEynOcdLWl4TLbUXPbf3fW/Xx5wG6VuPV0/77513GnDmJyOOW6DvnY/nbfHGfExCvreL+GU9pEzymPpWvijVup6n/O9J+16ughMYXT6UpYnSzf7dhqb21ulh2lus9ospu5462izbtHycopCZrp7QySTPu3fvzsc4nU7r7u7u/JP5puRsWdrCeK1vEcyMCqag7LqcBCGjkdP/ZFtGCb8G1jWX7WgBPcn7XuYg+WhxzeNROqdN8AmG6bpt4czrt8/VEx5Tu+IxExl+d3d30YamSbjUDSPAc678jDidSD7zhAqFOwVtyqKvw7TVtLstAZd/vHb62uS+mVRgfrsemEY+kbHVT7Euug1vrb2cbSmpp/y1dO9jT+fbmnyiSH8pH/37Wt+vZb53jJTpVrlu3U+2/n7pfD+y3/8kvA45uf2WfLN955i9X09IiIiINIpkERG5iOSN9IlIpnj4/Pnzenp6ungZUkTA9fX1Op1OF0tccNBP+ZtH2/M91xBd6zIKOueM/MlLtrYGqxwMcX1lDsb70WrmL1Ii/yi3KRySTn4/DXz3BmQcVO9Jho6ObV4a9DFNW2nr7ykkKHFaDqVcOiqYgmovgrplciRQpyPnn8ohaZiiG7M91+zuqPekK22w220+53IVfElboi8jvSJHGd3Hfzl22mQ/Yp7y6LREglK6MtqbS7VQNnVEMMUkr4tcJ9N6rpSXmcChXORasu/evVtPT0/rcDicRXJ+UlQxCrTrjXXb69vmuuT12BMqHU3eaz6zv8lxp4mapmXOVkQt0zNtw6c59vovLoHSL5vs6NuQaN+WyGz3PWlHuA0nadLueX13fSadPTHBPnRLeq61vmufyTNfwth9P4V8XzM5X9bKnyZsuu1M5cJ7As+Xsu8JjUnY5mf2Yd202GM7yvF5TfN+k3yzP2Ia2B9NMpovkOV3LG/mle2rme4f/R3vAVP76wmSPn/SyLroevxRiTz9/dLxenLjR3jpGFv3Q/aNrzl+n2NL0ouIiOyhSBYRke+kEZef6CgvRvau9S2qjOIhA5sM/ihvuK4ot48siOyiYKTgjYzioLwjGVvGJCr5+vr6LK4ir1ry8SVMPeDtgTh/djmGHtxyMJ2frxkIbsnk10hk/s4IPtISvAUUo9C3ZHYPVilyc/6t9LI+Ow1rrRfF21qXkoPf52+u5ZvBOKM+p8hQyqiuJwrdnJuTI2lLTENLkc73JF8YfRax1tI7gpcRt1sRyRTOFKxs61yCIXXBY7L9ZikLXoeJuv706dO6vb1dnz59Ok9O5RyZUMoa5hMsO054tbxsSTxJt14HexKrfb3uiankc2ovXf75m1K2ly+Z+gkuf9J9VNIwTeJkYqOjkXuZoO5T2Ac0PZmSNOVYXLN3qxy5pMUUgZ7lUVgm+ZtLw7Rw5bXIazB53uqz9tjqR/p+yXRsHYftgmxFsbPs+mka9tWsV67Pzft1jtP9WI7d/W2XC/vISfI23Y/1PagnMaby4T49YcM1x7fS0OW4xZSP3yKhfyt798je7kfOPbXhnkgRERF5CUWyiIhcPPLdLxfigCP/KIRDR4FNEjHnenp6uohO5qPJeXSakTf5jINhridJWcJIri9fvqzj8XgWY5HJSVvkHwfIW/D7LYlMuZe/I05eI4tzzK0IKUpSSqmtSKwtKdrfU0x0WVKOMvp1KgfKOqazI7nfUgbdrl6KOuvPpgE3hWFPlkxyItIzEWARl/3iybTfFoJ9/gzeKX0ZaZxj3t3dXci/lCePx2uFx8/PTL4cDoezlLy5ufluneJc15w44Dk7grAncShIW3znGJTgyTNfnsmyYf7Srlg2bKNMGyOru8wnEclrlO2HEbE8bvLGY/U1w74geUi+uATJNCmVvPY1xT6KZU9Jyr6N0ctdbkxvn5/XRe4BWQ+f5TBde5xU5GTCnrRusZnPUi9dX2Srz9qa9In0n6Qhn1LJ/rk3sA13/5aJGPZLbAM831T2fS1z6ZeWx8wL65VLx0z9DdM23YdaTKcMug/vdPQkGY/H8/TkGL/re0Yfn3m9urr67okLToq8NOkz5Tvn+UcL1dTBayY32A732knvJyIi8nuhSBYRkbMwOR6PFwPUyCdGAmawE+nM7XMsRvX2gDnRkIk8i3jL9vf39xeRVVmPlpF4ET89UOdjrpTdGWx3xCgHoHlcf1o/t6OwpsixbNf/uE2vP9v7Uw5zm2n7aXA+SegpnTleRyd3FHLL1b3jcVDf6eiIsx8Z1E4ieYJluCWFmdbskzznRWJdf5R5acNZuiHLrURWUnS0NEl68j1fHLnWNzlIMcQI0F4PepJWLay4xERkcvLBfRl1zmt9Kv+e0OC1mXNz2Yzr6+vzsjcUyVkOh/lhe2HE8ZY86yceGBmbttgv8+S5ut3knJQ1XV9pJ5GTHaXbwp95mK4HSuQWf7y2O9q5y3ytdfEixO6jKXlTzyzrlF3actpNjsd+k20tacl11OuZRz63OOR1m2N0WyaTUGU/1X11tuvlPkgEZSZ1ul9MvVMq57vcxyj/ec9jWngf5f2S9cx1w6d1/XmvSx1m6Zhe5oFtaxKt0/1iui+xfnjsrp8tkfkaqdzXBOuUk9ppP71USOer8zPRfeVr1n/+I9k7L79jnqcJGhERkT8aRbKIyJ8UDmojrFpmTJEulC0RwT2Qz/eUAvmMg8VEZHKA//z8vO7v7y8G4y1DIilaWnJgS+EVcRLhRzGQfDIyueXIXsRyPqecmmTFawaJEUUtRCgiCAf0U7qmc7Q8mKTk1jlfGrC2MOjot0lm9+8vyYiWIn1syraOVOSxe43sbjd9rrSZbMOXt3V++3rofy1KGeFJkdGRny3imN5ebqavCS6lQOHY66P29bYn/bauh5bwW0K9RXJLrOzHaGBGZ2/RbYRtuaNSp4kZlgeFYsvktb7J995vuv7Y9621zmlhGXW/O0WQ8tF+ilTWb9ojy4x9FNe2Zn+c9KTPjLDP55xQ4TmZDpZL8pM1iru9si0nX/zX0chs11NdJZ0tYlkuPUny9evX86RA8t7XGH/y3MkPxXBH6va9rAV+ym+arJnELeVqJkjydy9l0RMTYe9+NF3D3J59Xedjus9038zjZd+tKPJpMnOS3a+VqFuinO1h617/zwDvDX1P29tnT6iLiIi8FUWyiMiflLu7u/Xhw4f1/v37i0eI8xh8Bm4d2ZcBL7fPQJYD90Rq8dFfStIMKhkF2WJlknMZLFPKBYqBpO3h4eE88E4aE8FFORhxMgmgrUHuNDij7OtorYkWbJTJW9tO33UkX3/XA/gJinf+5PfTy31aOr8mcpj7tGBlJCi3pSTey0Nge0vULCUb09LRqGtdRq1nu05fogcpVJIGLn/A9s3lMZi/FlKfP39ej4+P6/n5eT0+Pl4ITMq/lmmT+KGAvb6+Pr+EktH+TA+Xt0l6eNych5M7/NcCkOIo5UQZ2pNMKbOUK1/+2RNWLZy4DAP7qm4nbG/T5AGv40yYdRvr4zEfqU+KxXzHpyOmvqSX5phEYK4zRpinTCh7WY8pW7aXwD6d21FsUzJyWY0Wy6xjthGWT6/V3flu8dt1n+2Zzp7kYTnwvsM2l/y1wGZZkpaa00Qs67onGbkv5T/7xD1Zn+VG+JJLinvee1umb8E8vabf7v4u7W9L1L702bRWM6/x9H0d/f1Sel+Thq17e0vxrfT/UeL5Jfn71nxP/fFL91MREZEJRbKIyJ+U+/v79fPPP69ffvnlYvDdA9MM3ChpKHv4+PM0eM2SGYkAjnSm+KGQChz0528us8HB+RRJFFkWWjTlBWA8TkuflyIvmY5sxwiwLdk80edgmXMQOB2vy2Ariq/lbkuOSb4xIpPH6IHplqib0so0pl5z/o60asGwJcS7DKYyndLb0j5Sq8Umz8GJki9fvqzT6fSdEEobz8+X1hzuQT6j9bPWN6P3Kep6iYq11kUeKGVT3oxm5GRRjp9rZGrDU7nmuNP66i1tU+YUY6n7lv+9TjvrNv1WBP20hnhHc3Z62F9NbSu/p/7YPiapyfqdJgooPqdrlO2QIis/u51wLeSG1w0n6aZ+Jdunf2+RRymbeqEonvrPHJMSO+Rekfbb4rXbwV47TOT+lkBNe2TeeA2yrLs/Z5+Tz9gnMjKYbZKSmvXAY7NNsr54PaVceA3nus3a1dkvec765z1hNbURnrfpCZue9OM9ou+V/HtLeE79COt8msjYirD+Efq67HrqSd4t/giJ3GmczvPW83L7PeEvIiLyEopkEZE/Kbe3t+vDhw/rr3/96/ry5e8vwMsaphEDjMjs5S5CtmeULwd9eZHW6XQ6D/D5uHQG9b3O51qXj41T6k0D346syUC3I/G49nKvlzpFFlEg9KB4iiJr+djbtxxq9oTylNc9YZufjFbu8pm2zfEnAbEXwdT52xO5/CwCq6Nrcxyee5LYW8fusp8iy6fIWbbxlhZpr4xaZqQkl4rhpEnaOydttiK7k45E4nEJDcrS3pZQeObleqfT6WISh2uQJy+csMm10hMmTUcn8/gtftOv5JqndO3rr6OdCZ90mEQ6n1xoCch67ujVnkhJ28w+XCO36yvH76hbtiV+v9b3Efm5VhNBv9WvTOdt2LdxCYsuh2yTv5m36XpuScx2wuUVWgbvpZ3bdTQuI+lZd32MCNTcZ3oSiCKc9cPJjek6mvJOcv9jv5B9mfepz5qurZ6825qoyc8pyrtfArgli3nOrb6l/+623/cRCvgtpsmabov8nmtsv0V+Mu+TSN37/B9JTzIkHy/9/+EtbJVNzq9kFhGRLRTJIiJ/UhKxe39/f44M66hKDkT7kWW+1CoD8Zubm3V/f/+drH1+fl6n0+k80M+gP9tcX1+v4/F4Pn4GMBFcSQtFQUsRDjKT7qSNx8h+XDe0I11b+LRk6n+UyVuDaJZvS8o9qZwBXUTHNPjr41DEdOT3loyn+KMsbancUqXTx+MxH9Pv07avEcQtvifxME0srHW5vuck07f2Z4TglpynTIug5QveIkQo6CfB3WKDL5ij/OISL3skovn5+fkcgfzu3bvzdZ/rLOemGGQZT3WTtDJiNemKnGJbXOubUI0Uu729XafT6aJ9U6y2VGF9sX1mn45gTPr6RZpdf32ujo78+vXrRQQ3lwvhRNv0k0s4MIozx2YdXF9fX0TVsp9lnvu6mtotj8G+kmXI8+ZzTn502WSChJGx3XdQqlIA5x/vH+xH+1/njfVKUT8t39D5SxvhMhpcXqP7uF5ehMftNsI0dt1TDPf1wIjivp+0iOYkDdsc+wQ+ibAl8AnLjNHybEds41Nf0/fD6V6xdU6WaW+z197fwt79dfq7z7d1vUz3uL00bpXd1nb9f4Ze9uX3ksk/kkYREflzo0gWEfmTEnlxOBwuBrdrfb8UQpa8oGBswRExdHd3t56fny8ejT+dTuu///u/LyR0hAQHKR39GUER8dKPLgcO4JNe/kt+k/4Iq843j8XjtUTmdmt9kwMpO0pGChIKpLcMssOW2Mh+LZZacHekW2DEW8RnpD3X5d1Lb+d/S3aFSMaOCO907Z2L4pbft9DMZzlXv5RqiqibaCFKgcUyTNvnOqaJMI1E6zzm+0nIc4mHd+/erePxuE6n04Us2kp7rre11nlN5PzL8VskM2p5kvVMM69ZyiRGA1OGM428RnMsRvwG1jElGqXklG9eE13fnZYWfZxkotDJExVsN+kLKfIoblsupg/jZFuvd8uyyQsJE53e4o7CrfuBnItLTmz1P92GUydcq5pLKxwOh3NbZ5tN3pNW1h/FOkUy21MLUObz+flyWRmW6/RSwW5LFM5T5G6fi22E5dRP0HR0M3+yHa+1Lp5SYNm2zO7zcXmanJP5YDvkObfykTY83dO6zFqaT31AT1S8Rq5O9bR1Lb/ES/032RK4W/ervfS+dvvpPH3Ovo9ycual9L6WSYBP55++FxERWUuRLCLypyWD+wiM0LIvYmsaDHWEIaVL1if++vXr+vjx47q/vz+v8xpZRFmz1rf1mDMgzRqQGWgzojnHbtHbEjnSOunjoJfSJJFqPcjqgVRHBXO7rYFdy+Tefm9A+NqB3DT4nqTxHqyPrSjUtb5fwqL/5nYv5YViv89BcZFtk878TFQrJUZLT7bVFiB9Lu6zV05MT0Ro9uP+k5DlMgMR3p3uHJ8ClS+M7Gjk6fpke+u1p3PsllmsTwpKioUcm+It3zEyOH93W8r3rHdGcvc+W3nMOSlXKd0oxjp9rEfWK8U9BX6nvaVZyol9UEdmTv/YptmeU89dFunreC4KWE6A5fjs17qu+rrrtslrjeXUwr3zT4HNiRRKZOaD+zONmcTkfaHLP3mn4GXb6rznvP10S75LHlkObF8sm2n95712OonDlA3bSv8+9Q35fk8it8Dnufb6uE4jr+V8z77rt0rk16Tjj+Y197L+2W3/R5jaRPd9r933Ned6zTaKZBER2UORLCLyJ6UHKy3tKHiyfba5u7tbh8PhHJEWyUtJk8Hq7e3tev/+/fr555/X1dXV+vjx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+ ] + }, + { + "cell_type": "code", + "metadata": { + "id": "rWLWC3Nty-Iz" + }, + "source": [ + "# TODO: Use the MAKEMODELEFFECT and click APPLY.\n", + "# This will create a 3D mesh of your segmentation.\n", + "# TODO: Switch to '3D Only' view and take a screenshot of the segmented fetus in 3D!\n", + "# TODO: Upload the screenshot below." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NmHxBDVMzhZE" + }, + "source": [ + 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)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "EdpGq1eRzi3u" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4yr4Boxce011" + }, + "source": [ + "**Bonus Task:** Use Slicer Python to analyze the image data. [33 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "UJU2Xel-e_-f" + }, + "source": [ + "# Activate the console with View -> Python Interactor.\n", + "# Now, you can run Python commands in 3D Slicer (don't run the commands here but in 3D Slicer!).\n", + "#\n", + "# 1) Let's install mahotas into the 3D Slicer environment.\n", + "pip_install('mahotas')\n", + "\n", + "# \n", + "# 2) Grab the image data as a numpy array.\n", + "# Hint: You need to replace $MRML_ID with the correct value.\n", + "# Hint: You can find that value in the DATA module, if you activate 'Show MRML IDs'\n", + "node = slicer.mrmlScene.GetNodeByID('$MRML_ID')\n", + "data_as_array = slicer.util.arrayFromVolume(node)\n", + "\n", + "#\n", + "# 3) Now, data_as_array is a numpy array containing the image data.\n", + "# We can print the shape and also the max value.\n", + "print(data_as_array.shape)\n", + "print(data_as_array.max())\n", + "\n", + "#\n", + "# 4) Please use mahotas to generate the histogram of the ultrasound data.\n", + "import mahotas as mh\n", + "pixelcounts = mh.fullhistogram(data_as_array)\n", + "\n", + "#\n", + "# TODO: Please answer the following questions.\n", + "# TODO: Max. Intensity Value in data_as_array:\n", + "# YOUR_ANSWER\n", + "\n", + "# the max intensity of the value is 254.\n", + "\n", + "# TODO: How many pixels with this max. intensity value?\n", + "# YOUR_ANSWER\n", + "\n", + "# the number of pixel is 1.\n", + "#(had wrong answer but got it from aaryaman after he explained it to me)\n" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "p7V4io1ngtUR" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "EHfGf23KfHb-" + }, + "source": [ + "# You did it!!\n", + "# ,------.\n", + "# `-____-' ,-----------.\n", + "# ,i--i. | |\n", + "# / @ @ \\ / HEE HEE! |\n", + "# | -.__.- | ___-' J\n", + "# \\. ,/ \"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"'\n", + "# ,\\\"\"\"\"/.\n", + "# ,' `--' `.\n", + "# (_,i' `i._)\n", + "# | |\n", + "# | ,. |\n", + "# | | | |\n", + "# `-' `-' -bodom-" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file